Dec 31 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": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "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>2020-11-30 18:21:00</td>\n",
       "      <td>2020-11-30</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>52148ac2</td>\n",
       "      <td>True</td>\n",
       "      <td>MY</td>\n",
       "      <td>Phone</td>\n",
       "      <td>Safari</td>\n",
       "      <td>Ios</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-11-30 17:26:28</td>\n",
       "      <td>2020-11-30</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>971d971a</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>2</th>\n",
       "      <td>2020-11-30 17:34:05</td>\n",
       "      <td>2020-11-30</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>9f14dbd4</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>3</th>\n",
       "      <td>2020-11-30 19:19:02</td>\n",
       "      <td>2020-11-30</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>d291728a</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>4</th>\n",
       "      <td>2020-11-30 20:49:23</td>\n",
       "      <td>2020-11-30</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>d6b44b7e</td>\n",
       "      <td>True</td>\n",
       "      <td>JP</td>\n",
       "      <td>Phone</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Android</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1840</th>\n",
       "      <td>2020-12-17 23:20:13</td>\n",
       "      <td>2020-12-17</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>beb115c7</td>\n",
       "      <td>False</td>\n",
       "      <td>VN</td>\n",
       "      <td>Phone</td>\n",
       "      <td>Safari</td>\n",
       "      <td>Ios</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1841</th>\n",
       "      <td>2020-12-17 23:24:49</td>\n",
       "      <td>2020-12-17</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>beb115c7</td>\n",
       "      <td>False</td>\n",
       "      <td>VN</td>\n",
       "      <td>Phone</td>\n",
       "      <td>Safari</td>\n",
       "      <td>Ios</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1842</th>\n",
       "      <td>2020-12-14 23:26:51</td>\n",
       "      <td>2020-12-14</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>f1bb4b7c</td>\n",
       "      <td>True</td>\n",
       "      <td>VN</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Windows</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1843</th>\n",
       "      <td>2020-12-11 23:36:59</td>\n",
       "      <td>2020-12-11</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>4392453c</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>1844</th>\n",
       "      <td>2020-12-11 23:30:31</td>\n",
       "      <td>2020-12-11</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>013dd01a</td>\n",
       "      <td>True</td>\n",
       "      <td>VN</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>Safari</td>\n",
       "      <td>Mac</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1845 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Created         day  \\\n",
       "0    2020-11-30 18:21:00  2020-11-30   \n",
       "1    2020-11-30 17:26:28  2020-11-30   \n",
       "2    2020-11-30 17:34:05  2020-11-30   \n",
       "3    2020-11-30 19:19:02  2020-11-30   \n",
       "4    2020-11-30 20:49:23  2020-11-30   \n",
       "...                  ...         ...   \n",
       "1840 2020-12-17 23:20:13  2020-12-17   \n",
       "1841 2020-12-17 23:24:49  2020-12-17   \n",
       "1842 2020-12-14 23:26:51  2020-12-14   \n",
       "1843 2020-12-11 23:36:59  2020-12-11   \n",
       "1844 2020-12-11 23:30:31  2020-12-11   \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",
       "1840  https://insights.hotjar.com/r?site=1982311&rec...            False   \n",
       "1841  https://insights.hotjar.com/r?site=1982311&rec...            False   \n",
       "1842  https://insights.hotjar.com/r?site=1982311&rec...            False   \n",
       "1843  https://insights.hotjar.com/r?site=1982311&rec...            False   \n",
       "1844  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",
       "1840            False      False   NaN   NaN   \n",
       "1841            False      False   NaN   NaN   \n",
       "1842            False      False   NaN   NaN   \n",
       "1843            False      False   NaN   NaN   \n",
       "1844            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",
       "1840  https://invest.vcsc.com.vn/mo-tai-khoan-online...   \n",
       "1841  https://invest.vcsc.com.vn/mo-tai-khoan-online...   \n",
       "1842  https://invest.vcsc.com.vn/mo-tai-khoan-online...   \n",
       "1843  https://invest.vcsc.com.vn/mo-tai-khoan-online...   \n",
       "1844  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",
       "1840  https://invest.vcsc.com.vn/mo-tai-khoan-online...  ...        False   \n",
       "1841  https://invest.vcsc.com.vn/mo-tai-khoan-online...  ...        False   \n",
       "1842  https://invest.vcsc.com.vn/mo-tai-khoan-online...  ...        False   \n",
       "1843  https://invest.vcsc.com.vn/mo-tai-khoan-online...  ...        False   \n",
       "1844  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        52148ac2   \n",
       "1        False                NaN                  NaN        971d971a   \n",
       "2        False                NaN                  NaN        9f14dbd4   \n",
       "3        False                NaN                  NaN        d291728a   \n",
       "4        False                NaN                  NaN        d6b44b7e   \n",
       "...        ...                ...                  ...             ...   \n",
       "1840     False                NaN                  NaN        beb115c7   \n",
       "1841     False                NaN                  NaN        beb115c7   \n",
       "1842     False                NaN                  NaN        f1bb4b7c   \n",
       "1843     False                NaN                  NaN        4392453c   \n",
       "1844     False                NaN                  NaN        013dd01a   \n",
       "\n",
       "      New User  Country   Device Browser  Operating System  \n",
       "0         True       MY    Phone  Safari               Ios  \n",
       "1         True       VN    Phone  Chrome           Android  \n",
       "2         True       VN    Phone  Chrome           Android  \n",
       "3         True       VN    Phone  Chrome           Android  \n",
       "4         True       JP    Phone  Chrome           Android  \n",
       "...        ...      ...      ...     ...               ...  \n",
       "1840     False       VN    Phone  Safari               Ios  \n",
       "1841     False       VN    Phone  Safari               Ios  \n",
       "1842      True       VN  Desktop  Chrome           Windows  \n",
       "1843      True       VN    Phone  Safari               Ios  \n",
       "1844      True       VN  Desktop  Safari               Mac  \n",
       "\n",
       "[1845 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: 1845 entries, 0 to 1844\n",
      "Data columns (total 24 columns):\n",
      " #   Column               Non-Null Count  Dtype         \n",
      "---  ------               --------------  -----         \n",
      " 0   Created              1845 non-null   datetime64[ns]\n",
      " 1   day                  1845 non-null   object        \n",
      " 2   Recording URL        1845 non-null   object        \n",
      " 3   Publicly Shared      1845 non-null   bool          \n",
      " 4   Already Watched      1845 non-null   bool          \n",
      " 5   Favorited            1845 non-null   bool          \n",
      " 6   Tags                 0 non-null      float64       \n",
      " 7   Notes                4 non-null      object        \n",
      " 8   Landing Page URL     1845 non-null   object        \n",
      " 9   Exit Page URL        1845 non-null   object        \n",
      " 10  Referrer URL         1102 non-null   object        \n",
      " 11  Action Count         1845 non-null   int64         \n",
      " 12  Page Count           1845 non-null   int64         \n",
      " 13  Duration (seconds)   1845 non-null   int64         \n",
      " 14  Rage Clicked         1845 non-null   bool          \n",
      " 15  U-Turned             1845 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       1845 non-null   object        \n",
      " 19  New User             1845 non-null   bool          \n",
      " 20  Country              1843 non-null   object        \n",
      " 21  Device               1845 non-null   object        \n",
      " 22  Browser              1845 non-null   object        \n",
      " 23  Operating System     1845 non-null   object        \n",
      "dtypes: bool(6), datetime64[ns](1), float64(3), int64(3), object(11)\n",
      "memory usage: 270.4+ 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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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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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>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>2020-11-30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>125</td>\n",
       "      <td>10</td>\n",
       "      <td>1113</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-12-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2295</td>\n",
       "      <td>174</td>\n",
       "      <td>38234</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-12-02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1638</td>\n",
       "      <td>117</td>\n",
       "      <td>19973</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-12-03</td>\n",
       "      <td>1.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2384</td>\n",
       "      <td>138</td>\n",
       "      <td>38669</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>62.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-12-04</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>970</td>\n",
       "      <td>70</td>\n",
       "      <td>18278</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>39.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2020-12-05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>647</td>\n",
       "      <td>53</td>\n",
       "      <td>15404</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2020-12-06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>538</td>\n",
       "      <td>44</td>\n",
       "      <td>12325</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2020-12-07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1355</td>\n",
       "      <td>96</td>\n",
       "      <td>18977</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>8</th>\n",
       "      <td>2020-12-08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2371</td>\n",
       "      <td>127</td>\n",
       "      <td>47439</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2020-12-09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1702</td>\n",
       "      <td>109</td>\n",
       "      <td>27921</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2020-12-10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1047</td>\n",
       "      <td>70</td>\n",
       "      <td>21153</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>44.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2020-12-11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1496</td>\n",
       "      <td>124</td>\n",
       "      <td>30696</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2020-12-12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>295</td>\n",
       "      <td>27</td>\n",
       "      <td>3393</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2020-12-13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>296</td>\n",
       "      <td>19</td>\n",
       "      <td>5030</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2020-12-14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1929</td>\n",
       "      <td>86</td>\n",
       "      <td>24664</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>39.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2020-12-15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1553</td>\n",
       "      <td>75</td>\n",
       "      <td>21666</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>56.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2020-12-16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1203</td>\n",
       "      <td>62</td>\n",
       "      <td>20382</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2020-12-17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1114</td>\n",
       "      <td>65</td>\n",
       "      <td>18645</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>43.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2020-12-18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1024</td>\n",
       "      <td>60</td>\n",
       "      <td>21413</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>34.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2020-12-19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>487</td>\n",
       "      <td>33</td>\n",
       "      <td>6260</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2020-12-20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>874</td>\n",
       "      <td>45</td>\n",
       "      <td>10230</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2020-12-21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1987</td>\n",
       "      <td>91</td>\n",
       "      <td>25945</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2020-12-22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1252</td>\n",
       "      <td>58</td>\n",
       "      <td>18852</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>43.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2020-12-23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>825</td>\n",
       "      <td>32</td>\n",
       "      <td>9879</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2020-12-24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1804</td>\n",
       "      <td>71</td>\n",
       "      <td>21564</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>44.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2020-12-25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2009</td>\n",
       "      <td>120</td>\n",
       "      <td>29542</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>74.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2020-12-26</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1053</td>\n",
       "      <td>59</td>\n",
       "      <td>12528</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2020-12-27</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1121</td>\n",
       "      <td>72</td>\n",
       "      <td>12876</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>47.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2020-12-28</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1994</td>\n",
       "      <td>94</td>\n",
       "      <td>39228</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2020-12-29</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1162</td>\n",
       "      <td>44</td>\n",
       "      <td>10952</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2020-12-30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1502</td>\n",
       "      <td>66</td>\n",
       "      <td>14457</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2020-12-31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1024</td>\n",
       "      <td>64</td>\n",
       "      <td>14665</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>44.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           day  Publicly Shared  Already Watched  Favorited  Tags  \\\n",
       "0   2020-11-30              0.0              0.0        2.0   0.0   \n",
       "1   2020-12-01              0.0              4.0       43.0   0.0   \n",
       "2   2020-12-02              0.0             29.0       36.0   0.0   \n",
       "3   2020-12-03              1.0             31.0       43.0   0.0   \n",
       "4   2020-12-04              1.0             12.0       12.0   0.0   \n",
       "5   2020-12-05              0.0             10.0        6.0   0.0   \n",
       "6   2020-12-06              0.0             28.0        7.0   0.0   \n",
       "7   2020-12-07              0.0             35.0       20.0   0.0   \n",
       "8   2020-12-08              0.0             52.0       40.0   0.0   \n",
       "9   2020-12-09              0.0             30.0       21.0   0.0   \n",
       "10  2020-12-10              0.0              5.0        5.0   0.0   \n",
       "11  2020-12-11              0.0              0.0        0.0   0.0   \n",
       "12  2020-12-12              0.0              0.0        0.0   0.0   \n",
       "13  2020-12-13              0.0              0.0        0.0   0.0   \n",
       "14  2020-12-14              0.0              0.0        0.0   0.0   \n",
       "15  2020-12-15              0.0              0.0        0.0   0.0   \n",
       "16  2020-12-16              0.0              0.0        0.0   0.0   \n",
       "17  2020-12-17              0.0              0.0        0.0   0.0   \n",
       "18  2020-12-18              0.0              0.0        0.0   0.0   \n",
       "19  2020-12-19              0.0              0.0        0.0   0.0   \n",
       "20  2020-12-20              0.0              0.0        0.0   0.0   \n",
       "21  2020-12-21              0.0              0.0        0.0   0.0   \n",
       "22  2020-12-22              0.0              0.0        0.0   0.0   \n",
       "23  2020-12-23              0.0              0.0        0.0   0.0   \n",
       "24  2020-12-24              0.0              0.0        0.0   0.0   \n",
       "25  2020-12-25              0.0              0.0        0.0   0.0   \n",
       "26  2020-12-26              0.0              0.0        0.0   0.0   \n",
       "27  2020-12-27              0.0              0.0        0.0   0.0   \n",
       "28  2020-12-28              0.0              0.0        0.0   0.0   \n",
       "29  2020-12-29              0.0              0.0        0.0   0.0   \n",
       "30  2020-12-30              0.0              0.0        0.0   0.0   \n",
       "31  2020-12-31              0.0              0.0        0.0   0.0   \n",
       "\n",
       "    Action Count  Page Count  Duration (seconds)  Rage Clicked  U-Turned  \\\n",
       "0            125          10                1113           0.0       0.0   \n",
       "1           2295         174               38234           0.0       2.0   \n",
       "2           1638         117               19973           0.0       0.0   \n",
       "3           2384         138               38669           1.0       3.0   \n",
       "4            970          70               18278           0.0       0.0   \n",
       "5            647          53               15404           0.0       0.0   \n",
       "6            538          44               12325           0.0       0.0   \n",
       "7           1355          96               18977           1.0       0.0   \n",
       "8           2371         127               47439           3.0       2.0   \n",
       "9           1702         109               27921           1.0       1.0   \n",
       "10          1047          70               21153           1.0       0.0   \n",
       "11          1496         124               30696           0.0       1.0   \n",
       "12           295          27                3393           0.0       0.0   \n",
       "13           296          19                5030           0.0       0.0   \n",
       "14          1929          86               24664           1.0       0.0   \n",
       "15          1553          75               21666           1.0       0.0   \n",
       "16          1203          62               20382           0.0       0.0   \n",
       "17          1114          65               18645           0.0       0.0   \n",
       "18          1024          60               21413           0.0       0.0   \n",
       "19           487          33                6260           0.0       0.0   \n",
       "20           874          45               10230           0.0       0.0   \n",
       "21          1987          91               25945           1.0       2.0   \n",
       "22          1252          58               18852           0.0       0.0   \n",
       "23           825          32                9879           0.0       0.0   \n",
       "24          1804          71               21564           1.0       0.0   \n",
       "25          2009         120               29542           0.0       0.0   \n",
       "26          1053          59               12528           0.0       0.0   \n",
       "27          1121          72               12876           0.0       0.0   \n",
       "28          1994          94               39228           2.0       0.0   \n",
       "29          1162          44               10952           0.0       0.0   \n",
       "30          1502          66               14457           2.0       1.0   \n",
       "31          1024          64               14665           0.0       0.0   \n",
       "\n",
       "    Incoming Feedback  Net Promoter Score®  New User  \n",
       "0                 0.0                  0.0       7.0  \n",
       "1                 0.0                  0.0      87.0  \n",
       "2                 0.0                  0.0      63.0  \n",
       "3                 0.0                  0.0      62.0  \n",
       "4                 0.0                  0.0      39.0  \n",
       "5                 0.0                  0.0      30.0  \n",
       "6                 0.0                  0.0      24.0  \n",
       "7                 0.0                  0.0      53.0  \n",
       "8                 0.0                  0.0      65.0  \n",
       "9                 0.0                  0.0      65.0  \n",
       "10                0.0                  0.0      44.0  \n",
       "11                0.0                  0.0      60.0  \n",
       "12                0.0                  0.0      22.0  \n",
       "13                0.0                  0.0      13.0  \n",
       "14                0.0                  0.0      39.0  \n",
       "15                0.0                  0.0      56.0  \n",
       "16                0.0                  0.0      35.0  \n",
       "17                0.0                  0.0      43.0  \n",
       "18                0.0                  0.0      34.0  \n",
       "19                0.0                  0.0      27.0  \n",
       "20                0.0                  0.0      32.0  \n",
       "21                0.0                  0.0      65.0  \n",
       "22                0.0                  0.0      43.0  \n",
       "23                0.0                  0.0      16.0  \n",
       "24                0.0                  0.0      44.0  \n",
       "25                0.0                  0.0      74.0  \n",
       "26                0.0                  0.0      49.0  \n",
       "27                0.0                  0.0      47.0  \n",
       "28                0.0                  0.0      57.0  \n",
       "29                0.0                  0.0      18.0  \n",
       "30                0.0                  0.0      40.0  \n",
       "31                0.0                  0.0      44.0  "
      ]
     },
     "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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zfwLsUmcoSZIkLWugz2nLzKvbFt1bQxZJkiR1MciJCFdHxE5ARsRC4GjKXaWSJEmaGYNsaXsh8BJgA+Aa4FHldUmSJM2QQc4evQk4aAaySJIkqYtBzh79z4hYPSIWRMTSiLgpIg6eiXCSJEkqDLJ7dI/MvBXYh2L36MOAV9eaSpIkScsY5ESEBeW/ewFnZuafIqLGSJIkqZ8Tz/vRSI87Zp9tKk6imTJI0/Z/EfFL4K/AiyNiEfC3emNJkiSpVd/do5n5GmBHYNvMvBu4E9i37mCSJEn6p65b2iLimW2LMiJuAi7JzOvqjSVJkqRWvXaPPrXDsrWBR0bEEZn51ZoySZIkqU3Xpi0zD++0PCI2Bs4CHlNXKEmSJC1rkBMRlpGZv4+IBf3vKUmSxt37vvSToR9z1J5b1ZBE/Qz0hfGtImJT4K4askiSJKmLXici/B+QbYvXBhYDfiOCJEnSDOq1e/RdbdcTuBm4PDP/Xl8kSZIktet1IsLXZzKIJEmSuhv6mDZJkiTNPJs2SZKkBujbtEXEEyJi5ZkII0mSpM4G+Zy2w4APRMTNwDfLy0WZ+ec6g0mSJOmf+jZtmfk8gIhYH3g2cDKw/iCPlQRPePHbRnrcV085ruIkkqbrjf/73dEet98OFSdRnc75wW9Hetwzt3tIxUmW1bfxioiDgZ2BLYGbgPdRbG2TJEnSDBlka9lJwG+BDwBfy8wra00kSZKk5Qyye3SdiNgC2AV4a0RsAvwqMw+pPZ0kNcSz3nXeSI87+1X7VJxk8hzzsdF27pz4vJ0rTiLNrkHOHl0d2AjYGFgCrAHcV28sSZIktRpk9+hFLZf3ZeY19UaSJElSu0F2jz4SICJWycw76o8kSZKkdoPsHt0xIn4BXFZe3yoiTqk9mSRJkv5hkK+xOgnYE7gZIDN/QnFSwkAiYl5E/Dgiziuvrx0RF0TE5eW/a40SXJIkaS4Z6LtHM/PqtkX3DvEcL6PcSld6DbA0MzcBlpbXJUmS1MMgTdvVEbETkBGxMCJexbJNWFcR8UBgb+DDLYv3Bc4ofz4DePoQeSVJkuakQZq2FwIvATYArgEeVV4fxEnAsSz7ESHrZea1AOW/6w6cVpIkaY4a5OzRm4CDhi0cEfsAN2TmDyNitxEefyRwJMBGG2007MMlSdIcdOa3fz3S4w7Y6WEVJ6le16YtIl7f43GZmW/uU/uxwNMiYi9gRWD1iPgEcH1ELM7MayNiMXBDlyc4FTgVYNttt80+zyVJkjTReu0evaPDBeAI4N/6Fc7M4zLzgZm5BNgf+GpmHgycCxxa3u1Q4HOjRZckSZo7um5py8wTp36OiNUozgI9HPgUcGK3xw3g7cBZEXEEcBWw3zRqzXk77XPASI/79nlnVpxEGs6er//kSI/70puGPlpDkiZCz2PaImJt4JUUx7SdAWyTmX8e9kky80LgwvLnm4Hdh60hSZI0l/U6pu2dwDMpjivbMjNvn7FUkiRJWkavY9qOAdYHXgf8MSJuLS+3RcStMxNPkiRJ0PuYtoG+LUGSJEn1szGTJElqAJs2SZKkBrBpkyRJagCbNkmSpAawaZMkSWoAmzZJkqQG6PmNCJI0F+zzttG+Avm84/atOIkkdeeWNkmSpAawaZMkSWoAd49K0hg54KQvjPS4M1/+lIqTSBo3bmmTJElqAJs2SZKkBrBpkyRJagCbNkmSpAawaZMkSWoAzx6VJC3nyA8uHelxp/7r7hUnkTTFLW2SJEkNYNMmSZLUADZtkiRJDWDTJkmS1AA2bZIkSQ3g2aMC4HHPOHykx1302Y9WnESSJHXiljZJkqQGsGmTJElqAJs2SZKkBrBpkyRJagCbNkmSpAawaZMkSWoAmzZJkqQGsGmTJElqAD9cV5ImzGEnf3mkx53+kj0qTiKpSm5pkyRJagCbNkmSpAawaZMkSWoAmzZJkqQGsGmTJElqAJs2SZKkBrBpkyRJagCbNkmSpAbww3VVmZ2f86KRHvfNs95fcRJJkiaPW9okSZIawKZNkiSpAWzaJEmSGsCmTZIkqQFs2iRJkhrAs0elOeRJrzp5pMdd8K6XVJxEkjQst7RJkiQ1QG1NW0RsGBFfi4jLIuLSiHhZuXztiLggIi4v/12rrgySJEmTos4tbfcAx2Tmw4EdgJdExObAa4ClmbkJsLS8LkmSpB5qa9oy89rM/FH5823AZcAGwL7AGeXdzgCeXlcGSZKkSTEjx7RFxBJga+B7wHqZeS0UjR2w7kxkkCRJarLam7aIWBU4G3h5Zt46xOOOjIiLI+LiG2+8sb6AkiRJDVBr0xYRCygatk9m5jnl4usjYnF5+2Lghk6PzcxTM3PbzNx20aJFdcaUJEkae3WePRrAacBlmfnulpvOBQ4tfz4U+FxdGSRJkiZFnR+u+1jgEOBnEXFJuey1wNuBsyLiCOAqYL8aM0iSJE2E2pq2zLwIiC43717X80qSJE0ivxFBkiSpAfzuUUmSNOtO/8ZlIz3usF0eXnGS8eWWNkmSpAawaZMkSWoAmzZJkqQGsGmTJElqAJs2SZKkBvDsUUnSnPDaM7890uP+44CdKk4ijcYtbZIkSQ1g0yZJktQANm2SJEkNYNMmSZLUADZtkiRJDWDTJkmS1AA2bZIkSQ1g0yZJktQAfriupKHscdxpIz3uy287ouIkkjS3uKVNkiSpAWzaJEmSGsCmTZIkqQFs2iRJkhrApk2SJKkBbNokSZIawKZNkiSpAWzaJEmSGsCmTZIkqQFs2iRJkhrApk2SJKkBbNokSZIawKZNkiSpAWzaJEmSGsCmTZIkqQFs2iRJkhrApk2SJKkB5s92gGFst8NjR3rcD777rYqTSJIkzSy3tEmSJDWATZskSVID2LRJkiQ1gE2bJElSA9i0SZIkNYBNmyRJUgPYtEmSJDWATZskSVID2LRJkiQ1gE2bJElSA9i0SZIkNYBNmyRJUgPYtEmSJDWATZskSVID2LRJkiQ1gE2bJElSA8xK0xYRT46IX0XEbyLiNbORQZIkqUlmvGmLiHnAycBTgM2BAyJi85nOIUmS1CSzsaVte+A3mXlFZv4d+BSw7yzkkCRJaozZaNo2AK5uuX5NuUySJEldRGbO7BNG7AfsmZn/Ul4/BNg+M1/adr8jgSPLq5sCv+pTeh3gpmnGq6LGOGWZtPGYpb4aZjHLTNcwy/hnmbTxzGSWjTNz0TSfZ3mZOaMXYEfgSy3XjwOOq6DuxeNQY5yyTNp4zDI3xmOW8c8yaeMxy9wYz7hlGeUyG7tHfwBsEhEPioiFwP7AubOQQ5IkqTHmz/QTZuY9EXEU8CVgHvCRzLx0pnNIkiQ1yYw3bQCZeT5wfsVlTx2TGlXVGZcaVdUxy3jXqKqOWeqrUVWdcalRVR2zjHeNqupMYpahzfiJCJIkSRqeX2MlSZLUADZtkiRJDWDT1iIiYrYzTDHLchkWVlBjvYhYUEWeqlSxbsfh9ZliluUyOG9noE4VxiXLOOSoYt6WdSZy7s7mazTnm7aIeEhEbAOQIx7gFxGrVpRlSURsOc0sm0bEjhGx4jSz7BQRz5rKMsokjYg9I+Ll08lR1tkX+O+IWG3UX5aIeArFR8usXl4fZTzbRsQB5Toe+XcnIh4cEY+Aab3O0563ZZ1pz90q5m1ZZ9pzt4p5W9aZ9twdl3lbPm7ac7eKeVvW8T13+RoTNW/LOr7ndq4zvbk7Wx8QNw4X4BnAbyk+fuRc4LnA2kPW2Bv4CrDrNLPsDfwcuABYCqxXLo8hajwF+EU5louBVUeoEcDKwJXA14DDW25bYYg6ewA/BB4/zfWyO3ApsPc0auxRro8rgA+OWOOpwGUU35V7IbDuiHWeVr5G/wt8DHg2sNpMz9uq5m4V87aKuVvVvK1q7o7LvK1q7lYxb6uau5P0njuJ87aquet7bpca03lhmnwBVgI+DexQXj8S+C/gpYO+GMBWwPXAB4D/N+oLAewE/BJ4THn9dOBTQ9bYBfg1sFN5/VzgcSNkmTqj+D+B1wPvBI4cssbOwD3Aw8vrawIPABaMkOcY4Ijy5weUbyqbD/EaPR64HNgaWBX4BPCI1rEOUGMx8FVgq/L6x8s3gjWB+w0xlsXlL+yWLWP7GfBiYM2ZmrdVzd0q5m3LfJnW3K1i3lY5d8dh3lY1d6uYt1XN3SrmbVVzlwrecydt3lY1d6uYt1XN3SrmbZVzdy7vHr2HYgI8CiAzTwW+CTwI2BUG2pz7O+DfgH8HvgC8OiJ2HSZE+RwLgRMy83vl4uOAYTe/3krxy/btiNgAeCxwVER8KiL2GnTTcpazi+IvvzWBHwGbR8RbIuL4KPSrdTlwG7BzeTzDORSfa3NemaXvZvKW+9wfeED5nJ8BXkjx5nZ8RKzbp8b8cgyHZOaPKf6iXYnijah1rP3cCtwBbBYRawJPAg4DzgCOHGJz963A3ym+t47MPBG4BngYsE2Zud+6uQdYg+nNWyjm7rFMY+5SzNs3TnPeQrFenj+duVvRvIXiP+GR527L7WszvXm7BtOftwB/AW5nenP3L8BdTG/egu+5y6lw3l5O8TpPd96O/H5b1pnU99zpzluoYO5SBphTF4rN0fPKn/cE3k/5l1K57Cjg84PUKf+dqrU2RQf+eWC3ctkGwPwBcy1qybcBcAmwVrlsmL9m5wOvBo4vr78C+CLDbw5+DPDv5c8nAH8D3jXA41Yo/90QuIHiF+bIctkrKT5UedUhcmwKfJniL53Dy2U7AB+m/Ct50PVS/rsLxSb7bYZcH8+j2IXy3ZZ1ux9wFvCgIeq8BjixrPdm4KMUv8ifGaLGk4BTRpm3XebwWqPMXYrG4v4t10eaty05Vhh17rb8Hm4HvG7YedtWawPguunMXWCTMvtI87Zlvk6Na9R5Ow84iGJrw0hzF7hf+bq8Ezhk1Hlb1qryPXekedtSb9F05+7UazXqvG2p8ZhR523L+tiQYkvOdOZtJe+3bXN41Ll7CNW+5w41d6mwV+jw+zzy3B14BU7CpVzxpwHvo9icvCrwOuCtbS/Gl4DNutTYu5zAJ0yt7Jbb1ilfiE9R/Kd6DrBKjzqnlXV2blm+gOKvne+3TNwP0mGTcFuWXVuWL2y73+cpN08PMKZdy2VrACdTvOFfAbyrzPG8AWo8sVy2PvCytvudD2w+YJYnlMsOBH4KvLnlfh8DDhpg3U79QgT/bCjfxj/fkOYNkOOx5bI1gZOAZ7bc73PAXgOOZ3tgNeAFwEeA97Xc71OdXuPytkcCW7RcXzLsvO1SZ4WWnweau2WN5eYSxX9cA83bPnUWtF3vOnfbx1MuW32YedujzuJh5m6HdbsAOKCct28acN52WydTzUrfedsjyxoUu3SeMcjc7VBjC+AIyvfPQeZtefsTKd5v3wLsSNEA/vswc7etxmPbbhvmPbe1zg5t62fQ99zWGq35B37P7VSD4r1l2HnbWmfXctlQ77ltNXYulx00zLxtqXNy62tE8UfYMO+5rVm2b1kvJw06bzvU2Zpig8oLhpm7VNArdKiz66hzd5nH9bvDpFyAvSj+kjoQeBVwRrl8E4rNv6cBR5cT9te0/BXWUmN74FfAwRSbjW8CntPhfp+m+Ev9UV2y9K1D8dfAccD3gUcOWOO5He73HIpN7h0P4uxS58Dytg8AVwFPKa8/G1g8YI3lfsEpDt78cad126PO0yk2r7+Q4kDdV5av4SV0+GtrwHV7KMXxLN1+YVtrvKissX9529Mojj/ZA9iX4s1toyHqPL3l9qk3tMOBb3X6haU40Pk+il/6bVqWPxI4nqIh7Dlv+9SJtvt1nbvdagwzb4fM0nXu9qixMsUb4JX95u2gY+o3d3tkWRf4V4qtBf3m7SDrtue87VDn0W237QO8vd/c7VWj7X5d5215+97lcxxFsSXqa8B6FMdIDTR3u9R4SIf79XvP7Vun39wdIkuvedupxqYUu2uHmbed6izXPPSZt51qbEjR5Aw0bzvUeVWXddvvPbdTlk2Gmbcd6hxb1nngMHOXCnqFXnWGnbvL3X+QOzX9QvFG8TH++dfIHhQHAj5r6pcT2I1iH/5Hga271Hkq8LGW60+iOCvl2S3L9gSupveWrZ51KP7y+wNFw/SwEWusVv6iXErbVuL0q0IAAA26SURBVIQB6+wBbMyyf1V0+wupX5aFFI3LZUNm2aOss295fXPgvRR/hXZrCPq+RuXyU4ElQ9Z4Rrle30Cx+2Nptxx9xvPc8voKwPOB33eaLxTN6uspNu+/jeKN69Ett29I8Vdgv3nbqc5yzVKZr+Pc7VJj65bb55Xj6Tdve9Yp77Nyr7k7QJZdaNmV02Pe9lwvLePqOncHWLcrUvyn/N/d5u0ANVq3iPaat/3qbEGxtaDr3O0351ru13XelrevS3G23m7l9dXK7NuU1zfoN3e71Phgh9eo67wdpE45b3vO3UGyDDBv++XYecB5O0iWfvO23+tzP/rM2wHHFC337Th3B6ixOX3m7SBjGmTuUl2v0KnOOWWdHVvu17dfWK72oHds8oVi19jG5c9rUewjP52iG/8zsGfLRO96tg3F2R+n0dK5U/yHfiPL7kLrub+9T52pF/mlwKYj1tipHMsz6fKfZ586e5Z1ps6sCnqc9TPgennyiFn2KOvsMpVlGuv2cS3Lhh3PVI6pN5KVKI9/meZ6WUz5F2WXGkvKf9el2PLxNmC7tvss7DVve9TZtu0+awMPnmaNl9Fjd8EgdcrxPLvP/B9kvcwbYL4MMqa96s4ySI4B5/8g41ml19wdsMYD+8zbFSjeR1ZpWfYh4Li2+y3oNnd71HhN2/3W6jNvB61zdLe5O0gNikan67ztUeO1Q86VQcfTdd4O8fpUkqXX3B0iS795O+h62aDb3KW6XqFbnZe01enbLyxXe5g7N/HSPlGAh9LyOTblSnz3gLXmU5x6fEr589QWiqOBY4bI1LdOrwkxRI2+n/PTo87LBh3TgFn6nupdxfqtucbLq36dh5zL61H8J/p2imbvEMpjPyqos0MFNbpudRyyzkC7CfrUWK7hGbFOx7+kh6yx3UzX6FBn/bLOsAeTd8rSs0b773rLvH8d8Kry56fRe2/EoDV6zrkh6jy0ghq9GvtBa3Q93nfIOr2Os5r26zNknV57VwatsWVFWXrtGamkVxigzouBdzPk5/BNXSb+Iz+yXEst13+TmV9rWbTKIHUiYoXMvAf4F4p92++lOOUXis2wG1dUZ0mZ8+4Katw3jSyrDjKmIbJkxwKD16kiy3RrrDJIjaqytNWbl5nXU5z9dA/wPxS/+HdUVOe2adb4L+DeirJ0nftD1PhrRVn+XkGNO2eyRpc6nyzr3F5Blp41OvyuT/0/czVwfUTsA7yR4gzJ6dbouV4GrHNCRTW6zv8hxtNzvg2R5Z4KsnR9fYasc1cFNXr+PlcxX6rqFQaos2q5vOf/z72eYE5c6NDVUhwgeDHlBxL2eyzlGUIUu2/eS7G587MUn6rd8y+BquqYZbxr1JCl07x9LcXHqfT8q7yqOmYZ7xpNyUJxLNHtwA/osfWlqhrjlGXSxjOXspTLBuoVqqzT7TKfCRMRmwF3ZebvWpZFZt4XEY+nODPn2Ih4MsVBo4dl5mVtNXan+NC8O4GzMvOK8q/Ov0fEkyjOCjyaYgvKRsBvMvPKDlmmXccs9WVpyHjubZu3q1H8pbZnZv5iiCwD1zFLfVkmbTwD1tkrM18N3EzxwaYHZublVdcYpyyTNp45mqVvr1BlnYEN0tk15UJxavB9FJ+lslnbbVtQnMo9dUbjPGCdLjUuoTjt+B0Un1y8TluN5T5ao446ZhnvGjOcpfUM5Y4fwFhFHbPUl2XSxjNsHYrjOjt9/MK0a4xTlkkbj1k69wpV1hnmMq0Hj9OF4i/BEykatpMoDkDctOX2f5xOTfc3oA0oPhTxceX1dSg+BHXq82Iexz+/f6zXGTXTrmOW+rI0eDxdD1ytoo5Z6ssyaeMZoU63M0SnXWOcskzaeMzS/RsKqqoz7KWSIuNwoTjwcGplbVauvONpOwajz4uwEsWHuS5oWXY28IK2+3X9NPKq6phlvGuYxSxzeTxmmRvjMUu9WUa5TNLZown8BiAzf0nxPXkPAZ4ZEatHxLMiYqMszujrXCDzr8B5mXl3/PNLen9DecZJROwZEYszs+dZclXUMct41zCLWebyeMwyN8ZjlnqzjKLRTVtEPD0iPgP/OM12Xrk8sjjQ750U3yn3aYpPRl65V402Wf57I/CXiNiX4rOKVuyXZdQ6Zqkvy6SNxyzjn2XSxmOWuTEes9SbZdqq3Gw3kxdgG+By4LfA11uWzy//bf2S5evo/FUe3WrMa/n5GIqvN+l6ynAVdcxSX5ZJG49Zxj/LpI3HLHNjPGapN0sVlyZvaVtI8fUfDwFuj4iLADLznoiYn5kZEasDiyhOub10iBr3RsSC8j7XU3yw34FdalRVxyz1ZZm08Zhl/LNM2njMMjfGY5Z6s0xfHZ3gTF1o+R4y4DzgopbrG5b/9vs6qF41FlF+M8A0swxUxyzjXcMsZpnL4zHL3BiPWeqvM53L1C7Exori64LuK38+j+ILiP8H2A04KjPvmEaNJwD/mpk9v86jyjpmGe8aZjHLXB6PWebGeMxSf52R1dkRVn2Brp91FS0//57iU5A7fjFsFTXMMv5ZJm08Zhn/LJM2HrPMjfGYpd4sVV9qf4JKQsKGwFq0fMYa/zzhYAmwdvnzrsCv6Xww4rRrmGX8s0zaeMwy/lkmbTxmmRvjMUu9Weq6zMiTTCtg8eF13wG+BJwA7NNy2xOAL1J+gC6wI/CgOmqYZfyzTNp4zDL+WSZtPGaZG+MxS71Z6rzM2BONFK74WoifATsAW1J82erngIPL278DPKvuGmYZ/yyTNh6zjH+WSRuPWebGeMxSf506L/MZb/cAvwIuycy/RcRVwC3A4RHxK2C3zLwrIgL+8QG7ddQwy/hnmbTxmGX8s0zaeMwyN8Zjlnqz1GqsP6ctM28B7gI+UV7/C/AN4HxgT+CeKM7kyG4rr4oaZhn/LJM2HrOMf5ZJG49Z5sZ4zFJvlrqNXdMWEbtFxAsi4uXloucDd0bESQCZ+WeKTxveCVgpy1Nvq65hlvHPMmnjMcv4Z5m08ZhlbozHLPVmmUlj1bRFxF7AKRSfe/KyiHh/Zt4FvBVYMyI+GxFrAptTfI/ogjpqmGX8s0zaeMwy/lkmbTxmmRvjMUu9WWZczuIBda0XYCPg28Du5fU1gIuAhwIBrAR8hGKz5cXAo+qoYZbxzzJp4zHL+GeZtPGYZW6Mxyz1ZpmNy6wHaFmB6wF7lT8vpOhoLwB2arvfisAqddUwy/hnmbTxmGX8s0zaeMwyN8ZjlnqzzMZl1nePRsRGUXzZ6p8z83yAzPx7Zt4NXAHcW95vpygOAPxbtn01VRU1zDL+WSZtPGYZ/yyTNh6zzI3xmKXeLLNpVpu2iNib4qyMU4CPR8Rm5fKF5V3WAFaOiAOAjwHr1lHDLOOfZdLGY5bxzzJp4zHL3BiPWerNMutyFjbvAUHxNRE/o/hi9/WAY4A/0vJ1EMCJFJsrv07b10RUUcMs459l0sZjlvHPMmnjMcvcGI9Z6s0yLpfZe2KYB5wKbADFl68CRwN/ADYtr7+a4stYN6urhlnGP8ukjccs459l0sZjlrkxHrPUm2UcLjP/hMWZGdsB9wc+DRzbdvuxwBkUBwZuB2xYRw2zjH+WSRuPWcY/y6SNxyxzYzxmqTfLOF1m9slgH+CnFJse3wc8DbgSOK7lPkuAD9VZwyzjn2XSxmOW8c8yaeMxy9wYj1nqzTJul5l7ouLThH8JbF1ePxV4C7A+cBXwOoqO+DCKz0RZu44aZhn/LJM2HrOMf5ZJG49Z5sZ4zFJvlnG8zNwTFSvwsJbri4DPlz8/mOJD7E4pV96WddUwy/hnmbTxmGX8s0zaeMwyN8ZjlnqzjONl5p6oOAhw9ZafHwj8GFhcLtsYmA+sUWcNs4x/lkkbj1nGP8ukjccsc2M8Zqk3yzheVmCGZOa9mXlreTWAW4A/Zea1EXEw8FpgQWb+pc4aZhn/LJM2HrOMf5ZJG49Z5sZ4zFJvlnE0ddrr7Dx5xOnAtcAeFJsxfzYbNcwy/lkmbTxmGf8skzYes9RXwyxzJ8usy1nYvEfR9S4EfktxQOAms1HDLOOfZdLGY5bxzzJp4zHL3BiPWeqvMw6X2X1yOIxpfupwFTXMMv5ZJm08Zhn/LJM2HrPMjfGYpf46s3mZ7d2jkdMMUEUNs4x/lkkbj1nGP8ukjccs9dUwy9zJMttmtWmTJEnSYGbs7FFJkiSNzqZNkiSpAWzaJEmSGsCmTdKcEBFvjIhXzXYOSRqVTZskSVID2LRJmlgRcXxE/CoivgJsWi57QUT8ICJ+EhFnR8TKEbFaRPwuIhaU91k9Iq6cui5J48CmTdJEiohHA/sDWwPPBLYrbzonM7fLzK2Ay4AjMvM24EJg7/I++wNnZ+bdM5takrqzaZM0qXYGPpuZd2bxxdHnlssfERHfjIifAQcBW5TLPwwcXv58OPDRGU0rSX3YtEmaZJ0+Pfx04KjM3BI4AVgRIDO/BSyJiF2BeZn58xlLKUkDsGmTNKm+ATwjIlaKiNWAp5bLVwOuLY9XO6jtMR8DzsStbJLGkF9jJWliRcTxwPOA3wPXAL8A7gCOLZf9DFgtMw8r7/8A4HfA4sy8ZTYyS1I3Nm2SVIqIZwP7ZuYhs51FktrNn+0AkjQOIuK9wFOAvWY7iyR14pY2SZKkBvBEBEmSpAawaZMkSWoAmzZJkqQGsGmTJElqAJs2SZKkBrBpkyRJaoD/D7bdxJOOPYGTAAAAAElFTkSuQmCC\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": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "<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>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>...</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>http://m.facebook.com/</th>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>...</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>http://vinacorp.vn/ngoi-tai-nha-pha-pha-mo-tai-khoan-voi-vcsc-n120013.html</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://adi.admicro.vn/</th>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>...</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>https://adi.admicro.vn/adt/cpc/tvcads/2020/11/300x250_thuongnguyenhoai_2020-_16064478404914.html?url=%2F%2Flg1.logging.admicro.vn%2Fcrdu%3Fdmn%3Dhttps%253A%252F%252Fcafef.vn%252F%26rid%3D2ea27aa9-a7ce-406c-a8da-c4fa3a9f4ff1-5fc59a81%26lsn%3D1606785666857%26ce%3D1%26lc%3D5%26cr%3D%26ui%3D%26cmpg%3D1305344%26items%3D567534%26zid%3D515230%26pr%3Dundefined%26cid%3D-1%26sspz%3D1169%26cov%3D1%26re%3Dhttps%253A%252F%252Finvest.vcsc.com.vn%252Fmo-tai-khoan-online%253Futm_source%253D2&amp;admid=adnzone_515230_0_567534&amp;vast=https%3A%2F%2Fsspapi.admicro.vn%2Fssp_request%2Fvideo%3Fu%3Dcafef.vn%252F%26z%3D515230%26p%3D1%26w%3D650%26h%3D300%26%26lsn%3Dc8dc01b396a550c4d91e11a5fbaf6f61%26dgid%3D5373a9eb773ec194200ec72ac0e454e6%26l%3D5%26loc%3D5%26i%3D3212372809457911335%26isdetail%3D0%26pid%3D%26tags%3D5%26adstype%3D%26vtype%3D8%26vid%3D%26bannerid%3D567534</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>...</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.youtube.com/watch?v=ZC6mSQbx4cc</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://youtube.com/</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://zingnews.vn</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",
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       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>https://zingnews.vn/</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>https://zingnews.vn/vcsc-trien-khai-mo-tai-khoan-dinh-danh-nhanh-chong-post1161938.html</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>92 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    Created  day  \\\n",
       "Referrer URL                                                       \n",
       "http://m.facebook.com                                    18   18   \n",
       "http://m.facebook.com/                                   26   26   \n",
       "http://vinacorp.vn/ngoi-tai-nha-pha-pha-mo-tai-...        1    1   \n",
       "https://adi.admicro.vn/                                  29   29   \n",
       "https://adi.admicro.vn/adt/cpc/tvcads/2020/11/3...        1    1   \n",
       "...                                                     ...  ...   \n",
       "https://www.youtube.com/watch?v=ZC6mSQbx4cc               1    1   \n",
       "https://youtube.com/                                      1    1   \n",
       "https://zingnews.vn                                       1    1   \n",
       "https://zingnews.vn/                                      3    3   \n",
       "https://zingnews.vn/vcsc-trien-khai-mo-tai-khoa...        3    3   \n",
       "\n",
       "                                                    Recording URL  \\\n",
       "Referrer URL                                                        \n",
       "http://m.facebook.com                                          18   \n",
       "http://m.facebook.com/                                         26   \n",
       "http://vinacorp.vn/ngoi-tai-nha-pha-pha-mo-tai-...              1   \n",
       "https://adi.admicro.vn/                                        29   \n",
       "https://adi.admicro.vn/adt/cpc/tvcads/2020/11/3...              1   \n",
       "...                                                           ...   \n",
       "https://www.youtube.com/watch?v=ZC6mSQbx4cc                     1   \n",
       "https://youtube.com/                                            1   \n",
       "https://zingnews.vn                                             1   \n",
       "https://zingnews.vn/                                            3   \n",
       "https://zingnews.vn/vcsc-trien-khai-mo-tai-khoa...              3   \n",
       "\n",
       "                                                    Publicly Shared  \\\n",
       "Referrer URL                                                          \n",
       "http://m.facebook.com                                            18   \n",
       "http://m.facebook.com/                                           26   \n",
       "http://vinacorp.vn/ngoi-tai-nha-pha-pha-mo-tai-...                1   \n",
       "https://adi.admicro.vn/                                          29   \n",
       "https://adi.admicro.vn/adt/cpc/tvcads/2020/11/3...                1   \n",
       "...                                                             ...   \n",
       "https://www.youtube.com/watch?v=ZC6mSQbx4cc                       1   \n",
       "https://youtube.com/                                              1   \n",
       "https://zingnews.vn                                               1   \n",
       "https://zingnews.vn/                                              3   \n",
       "https://zingnews.vn/vcsc-trien-khai-mo-tai-khoa...                3   \n",
       "\n",
       "                                                    Already Watched  \\\n",
       "Referrer URL                                                          \n",
       "http://m.facebook.com                                            18   \n",
       "http://m.facebook.com/                                           26   \n",
       "http://vinacorp.vn/ngoi-tai-nha-pha-pha-mo-tai-...                1   \n",
       "https://adi.admicro.vn/                                          29   \n",
       "https://adi.admicro.vn/adt/cpc/tvcads/2020/11/3...                1   \n",
       "...                                                             ...   \n",
       "https://www.youtube.com/watch?v=ZC6mSQbx4cc                       1   \n",
       "https://youtube.com/                                              1   \n",
       "https://zingnews.vn                                               1   \n",
       "https://zingnews.vn/                                              3   \n",
       "https://zingnews.vn/vcsc-trien-khai-mo-tai-khoa...                3   \n",
       "\n",
       "                                                    Favorited  Tags  Notes  \\\n",
       "Referrer URL                                                                 \n",
       "http://m.facebook.com                                      18     0      0   \n",
       "http://m.facebook.com/                                     26     0      0   \n",
       "http://vinacorp.vn/ngoi-tai-nha-pha-pha-mo-tai-...          1     0      0   \n",
       "https://adi.admicro.vn/                                    29     0      0   \n",
       "https://adi.admicro.vn/adt/cpc/tvcads/2020/11/3...          1     0      0   \n",
       "...                                                       ...   ...    ...   \n",
       "https://www.youtube.com/watch?v=ZC6mSQbx4cc                 1     0      0   \n",
       "https://youtube.com/                                        1     0      0   \n",
       "https://zingnews.vn                                         1     0      0   \n",
       "https://zingnews.vn/                                        3     0      0   \n",
       "https://zingnews.vn/vcsc-trien-khai-mo-tai-khoa...          3     0      0   \n",
       "\n",
       "                                                    Landing Page URL  \\\n",
       "Referrer URL                                                           \n",
       "http://m.facebook.com                                             18   \n",
       "http://m.facebook.com/                                            26   \n",
       "http://vinacorp.vn/ngoi-tai-nha-pha-pha-mo-tai-...                 1   \n",
       "https://adi.admicro.vn/                                           29   \n",
       "https://adi.admicro.vn/adt/cpc/tvcads/2020/11/3...                 1   \n",
       "...                                                              ...   \n",
       "https://www.youtube.com/watch?v=ZC6mSQbx4cc                        1   \n",
       "https://youtube.com/                                               1   \n",
       "https://zingnews.vn                                                1   \n",
       "https://zingnews.vn/                                               3   \n",
       "https://zingnews.vn/vcsc-trien-khai-mo-tai-khoa...                 3   \n",
       "\n",
       "                                                    Exit Page URL  ...  \\\n",
       "Referrer URL                                                       ...   \n",
       "http://m.facebook.com                                          18  ...   \n",
       "http://m.facebook.com/                                         26  ...   \n",
       "http://vinacorp.vn/ngoi-tai-nha-pha-pha-mo-tai-...              1  ...   \n",
       "https://adi.admicro.vn/                                        29  ...   \n",
       "https://adi.admicro.vn/adt/cpc/tvcads/2020/11/3...              1  ...   \n",
       "...                                                           ...  ...   \n",
       "https://www.youtube.com/watch?v=ZC6mSQbx4cc                     1  ...   \n",
       "https://youtube.com/                                            1  ...   \n",
       "https://zingnews.vn                                             1  ...   \n",
       "https://zingnews.vn/                                            3  ...   \n",
       "https://zingnews.vn/vcsc-trien-khai-mo-tai-khoa...              3  ...   \n",
       "\n",
       "                                                    Rage Clicked  U-Turned  \\\n",
       "Referrer URL                                                                 \n",
       "http://m.facebook.com                                         18        18   \n",
       "http://m.facebook.com/                                        26        26   \n",
       "http://vinacorp.vn/ngoi-tai-nha-pha-pha-mo-tai-...             1         1   \n",
       "https://adi.admicro.vn/                                       29        29   \n",
       "https://adi.admicro.vn/adt/cpc/tvcads/2020/11/3...             1         1   \n",
       "...                                                          ...       ...   \n",
       "https://www.youtube.com/watch?v=ZC6mSQbx4cc                    1         1   \n",
       "https://youtube.com/                                           1         1   \n",
       "https://zingnews.vn                                            1         1   \n",
       "https://zingnews.vn/                                           3         3   \n",
       "https://zingnews.vn/vcsc-trien-khai-mo-tai-khoa...             3         3   \n",
       "\n",
       "                                                    Incoming Feedback  \\\n",
       "Referrer URL                                                            \n",
       "http://m.facebook.com                                               0   \n",
       "http://m.facebook.com/                                              0   \n",
       "http://vinacorp.vn/ngoi-tai-nha-pha-pha-mo-tai-...                  0   \n",
       "https://adi.admicro.vn/                                             0   \n",
       "https://adi.admicro.vn/adt/cpc/tvcads/2020/11/3...                  0   \n",
       "...                                                               ...   \n",
       "https://www.youtube.com/watch?v=ZC6mSQbx4cc                         0   \n",
       "https://youtube.com/                                                0   \n",
       "https://zingnews.vn                                                 0   \n",
       "https://zingnews.vn/                                                0   \n",
       "https://zingnews.vn/vcsc-trien-khai-mo-tai-khoa...                  0   \n",
       "\n",
       "                                                    Net Promoter Score®  \\\n",
       "Referrer URL                                                              \n",
       "http://m.facebook.com                                                 0   \n",
       "http://m.facebook.com/                                                0   \n",
       "http://vinacorp.vn/ngoi-tai-nha-pha-pha-mo-tai-...                    0   \n",
       "https://adi.admicro.vn/                                               0   \n",
       "https://adi.admicro.vn/adt/cpc/tvcads/2020/11/3...                    0   \n",
       "...                                                                 ...   \n",
       "https://www.youtube.com/watch?v=ZC6mSQbx4cc                           0   \n",
       "https://youtube.com/                                                  0   \n",
       "https://zingnews.vn                                                   0   \n",
       "https://zingnews.vn/                                                  0   \n",
       "https://zingnews.vn/vcsc-trien-khai-mo-tai-khoa...                    0   \n",
       "\n",
       "                                                    Hotjar User ID  New User  \\\n",
       "Referrer URL                                                                   \n",
       "http://m.facebook.com                                           18        18   \n",
       "http://m.facebook.com/                                          26        26   \n",
       "http://vinacorp.vn/ngoi-tai-nha-pha-pha-mo-tai-...               1         1   \n",
       "https://adi.admicro.vn/                                         29        29   \n",
       "https://adi.admicro.vn/adt/cpc/tvcads/2020/11/3...               1         1   \n",
       "...                                                            ...       ...   \n",
       "https://www.youtube.com/watch?v=ZC6mSQbx4cc                      1         1   \n",
       "https://youtube.com/                                             1         1   \n",
       "https://zingnews.vn                                              1         1   \n",
       "https://zingnews.vn/                                             3         3   \n",
       "https://zingnews.vn/vcsc-trien-khai-mo-tai-khoa...               3         3   \n",
       "\n",
       "                                                    Country  Device  Browser  \\\n",
       "Referrer URL                                                                   \n",
       "http://m.facebook.com                                    18      18       18   \n",
       "http://m.facebook.com/                                   26      26       26   \n",
       "http://vinacorp.vn/ngoi-tai-nha-pha-pha-mo-tai-...        1       1        1   \n",
       "https://adi.admicro.vn/                                  29      29       29   \n",
       "https://adi.admicro.vn/adt/cpc/tvcads/2020/11/3...        1       1        1   \n",
       "...                                                     ...     ...      ...   \n",
       "https://www.youtube.com/watch?v=ZC6mSQbx4cc               1       1        1   \n",
       "https://youtube.com/                                      1       1        1   \n",
       "https://zingnews.vn                                       1       1        1   \n",
       "https://zingnews.vn/                                      3       3        3   \n",
       "https://zingnews.vn/vcsc-trien-khai-mo-tai-khoa...        3       3        3   \n",
       "\n",
       "                                                    Operating System  \n",
       "Referrer URL                                                          \n",
       "http://m.facebook.com                                             18  \n",
       "http://m.facebook.com/                                            26  \n",
       "http://vinacorp.vn/ngoi-tai-nha-pha-pha-mo-tai-...                 1  \n",
       "https://adi.admicro.vn/                                           29  \n",
       "https://adi.admicro.vn/adt/cpc/tvcads/2020/11/3...                 1  \n",
       "...                                                              ...  \n",
       "https://www.youtube.com/watch?v=ZC6mSQbx4cc                        1  \n",
       "https://youtube.com/                                               1  \n",
       "https://zingnews.vn                                                1  \n",
       "https://zingnews.vn/                                               3  \n",
       "https://zingnews.vn/vcsc-trien-khai-mo-tai-khoa...                 3  \n",
       "\n",
       "[92 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 16 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_Dan Tri                          32 non-null     uint8 \n",
      " 3   Referrer URL_Direct                           32 non-null     uint8 \n",
      " 4   Referrer URL_Skype                            32 non-null     uint8 \n",
      " 5   Referrer URL_cafef                            32 non-null     uint8 \n",
      " 6   Referrer URL_cafef banner                     32 non-null     uint8 \n",
      " 7   Referrer URL_facebook                         32 non-null     uint8 \n",
      " 8   Referrer URL_google                           32 non-null     uint8 \n",
      " 9   Referrer URL_https://www.cafechungkhoan.com/  32 non-null     uint8 \n",
      " 10  Referrer URL_nhipcaudautu                     32 non-null     uint8 \n",
      " 11  Referrer URL_vietstock                        32 non-null     uint8 \n",
      " 12  Referrer URL_website vcsc                     32 non-null     uint8 \n",
      " 13  Referrer URL_youtube                          32 non-null     uint8 \n",
      " 14  Referrer URL_zalo                             32 non-null     uint8 \n",
      " 15  Referrer URL_zingnews                         32 non-null     uint8 \n",
      "dtypes: object(1), uint8(15)\n",
      "memory usage: 864.0+ 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_Dan Tri</th>\n",
       "      <th>Referrer URL_Direct</th>\n",
       "      <th>Referrer URL_Skype</th>\n",
       "      <th>Referrer URL_cafef</th>\n",
       "      <th>Referrer URL_cafef banner</th>\n",
       "      <th>Referrer URL_facebook</th>\n",
       "      <th>Referrer URL_google</th>\n",
       "      <th>Referrer URL_https://www.cafechungkhoan.com/</th>\n",
       "      <th>Referrer URL_nhipcaudautu</th>\n",
       "      <th>Referrer URL_vietstock</th>\n",
       "      <th>Referrer URL_website vcsc</th>\n",
       "      <th>Referrer URL_youtube</th>\n",
       "      <th>Referrer URL_zalo</th>\n",
       "      <th>Referrer URL_zingnews</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-11-30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</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>2020-12-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-12-02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-12-03</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-12-04</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2020-12-05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2020-12-06</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>26</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2020-12-07</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2020-12-08</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2020-12-09</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2020-12-10</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2020-12-11</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2020-12-12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>16</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2020-12-13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</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>14</th>\n",
       "      <td>2020-12-14</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2020-12-15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2020-12-16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2020-12-17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2020-12-18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2020-12-19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</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>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",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2020-12-20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2020-12-21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>40</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2020-12-22</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2020-12-23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</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",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2020-12-24</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2020-12-25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2020-12-26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>35</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>27</th>\n",
       "      <td>2020-12-27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2020-12-28</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>38</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>29</th>\n",
       "      <td>2020-12-29</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2020-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2020-12-31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>36</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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           day  Referrer URL_Coc Coc  Referrer URL_Dan Tri  \\\n",
       "0   2020-11-30                     0                     0   \n",
       "1   2020-12-01                     0                     0   \n",
       "2   2020-12-02                     0                     0   \n",
       "3   2020-12-03                     0                     0   \n",
       "4   2020-12-04                     0                     0   \n",
       "5   2020-12-05                     0                     0   \n",
       "6   2020-12-06                     0                     0   \n",
       "7   2020-12-07                     0                     0   \n",
       "8   2020-12-08                     0                     0   \n",
       "9   2020-12-09                     0                     0   \n",
       "10  2020-12-10                     0                     8   \n",
       "11  2020-12-11                     0                     1   \n",
       "12  2020-12-12                     0                     0   \n",
       "13  2020-12-13                     0                     0   \n",
       "14  2020-12-14                     0                     2   \n",
       "15  2020-12-15                     0                     0   \n",
       "16  2020-12-16                     0                     0   \n",
       "17  2020-12-17                     0                     0   \n",
       "18  2020-12-18                     0                     0   \n",
       "19  2020-12-19                     0                     0   \n",
       "20  2020-12-20                     0                     0   \n",
       "21  2020-12-21                     0                     0   \n",
       "22  2020-12-22                     2                     0   \n",
       "23  2020-12-23                     0                     0   \n",
       "24  2020-12-24                     0                     1   \n",
       "25  2020-12-25                     0                     0   \n",
       "26  2020-12-26                     0                     0   \n",
       "27  2020-12-27                     0                     0   \n",
       "28  2020-12-28                     0                     0   \n",
       "29  2020-12-29                     0                     0   \n",
       "30  2020-12-30                     0                     0   \n",
       "31  2020-12-31                     0                     0   \n",
       "\n",
       "    Referrer URL_Direct  Referrer URL_Skype  Referrer URL_cafef  \\\n",
       "0                     3                   0                   0   \n",
       "1                    32                   0                   2   \n",
       "2                    21                   0                   3   \n",
       "3                    41                   0                   1   \n",
       "4                    14                   0                   1   \n",
       "5                     4                   0                   0   \n",
       "6                     3                   0                   0   \n",
       "7                    20                   0                   0   \n",
       "8                    42                   0                   9   \n",
       "9                    44                   0                   4   \n",
       "10                   27                   0                   0   \n",
       "11                   45                   0                   1   \n",
       "12                    5                   0                   0   \n",
       "13                    4                   0                   0   \n",
       "14                   24                   0                   0   \n",
       "15                   35                   0                   0   \n",
       "16                   44                   0                   0   \n",
       "17                   20                   0                   0   \n",
       "18                   18                   0                   0   \n",
       "19                    5                   0                   0   \n",
       "20                   11                   0                   0   \n",
       "21                   27                   0                   0   \n",
       "22                   15                   0                   1   \n",
       "23                   18                   0                   0   \n",
       "24                   30                   0                   0   \n",
       "25                   47                   0                   0   \n",
       "26                   17                   0                   0   \n",
       "27                   19                   0                   0   \n",
       "28                   32                   1                   0   \n",
       "29                   26                   0                   0   \n",
       "30                   36                   0                   1   \n",
       "31                   14                   0                   0   \n",
       "\n",
       "    Referrer URL_cafef banner  Referrer URL_facebook  Referrer URL_google  \\\n",
       "0                           0                      0                    3   \n",
       "1                           5                      1                   49   \n",
       "2                           3                      1                   36   \n",
       "3                           4                      3                   36   \n",
       "4                           3                      0                   19   \n",
       "5                           0                      2                   30   \n",
       "6                           1                      0                   26   \n",
       "7                           2                      2                   35   \n",
       "8                           4                      3                   31   \n",
       "9                           6                      1                   20   \n",
       "10                          1                      2                   14   \n",
       "11                          0                      9                   21   \n",
       "12                          0                      3                   16   \n",
       "13                          0                      0                   11   \n",
       "14                          0                      2                   31   \n",
       "15                          0                      1                   28   \n",
       "16                          0                      0                    8   \n",
       "17                          0                      2                   33   \n",
       "18                          0                      0                   29   \n",
       "19                          0                      0                   22   \n",
       "20                          0                      0                   23   \n",
       "21                          0                      7                   40   \n",
       "22                          0                      4                   23   \n",
       "23                          0                      0                    2   \n",
       "24                          0                      1                   26   \n",
       "25                          0                      4                   42   \n",
       "26                          0                      4                   35   \n",
       "27                          0                      2                   32   \n",
       "28                          0                      2                   38   \n",
       "29                          0                      0                    1   \n",
       "30                          0                      4                   11   \n",
       "31                          0                      4                   36   \n",
       "\n",
       "    Referrer URL_https://www.cafechungkhoan.com/  Referrer URL_nhipcaudautu  \\\n",
       "0                                              0                          0   \n",
       "1                                              0                          0   \n",
       "2                                              0                          0   \n",
       "3                                              0                          1   \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                                             1                          0   \n",
       "13                                             0                          0   \n",
       "14                                             0                          0   \n",
       "15                                             0                          0   \n",
       "16                                             0                          0   \n",
       "17                                             0                          0   \n",
       "18                                             0                          1   \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                                             1                          0   \n",
       "30                                             0                          0   \n",
       "31                                             0                          0   \n",
       "\n",
       "    Referrer URL_vietstock  Referrer URL_website vcsc  Referrer URL_youtube  \\\n",
       "0                        2                          0                     0   \n",
       "1                        5                         15                     1   \n",
       "2                        1                         15                     1   \n",
       "3                        0                          7                     0   \n",
       "4                        1                          8                     1   \n",
       "5                        0                          3                     0   \n",
       "6                        1                          0                     0   \n",
       "7                        0                          6                     0   \n",
       "8                        0                          6                     1   \n",
       "9                        0                          7                     0   \n",
       "10                       0                          4                     0   \n",
       "11                       0                          3                     3   \n",
       "12                       0                          0                     0   \n",
       "13                       0                          0                     0   \n",
       "14                       0                          2                     0   \n",
       "15                       0                          1                     0   \n",
       "16                       0                          1                     0   \n",
       "17                       0                          4                     0   \n",
       "18                       0                          3                     0   \n",
       "19                       0                          0                     2   \n",
       "20                       0                          2                     0   \n",
       "21                       0                          0                     0   \n",
       "22                       0                          3                     1   \n",
       "23                       0                          3                     0   \n",
       "24                       0                          1                     0   \n",
       "25                       0                          2                     1   \n",
       "26                       0                          0                     0   \n",
       "27                       0                          1                     1   \n",
       "28                       0                          1                     0   \n",
       "29                       1                          4                     0   \n",
       "30                       0                          1                     1   \n",
       "31                       0                          0                     0   \n",
       "\n",
       "    Referrer URL_zalo  Referrer URL_zingnews  \n",
       "0                   0                      0  \n",
       "1                   3                      0  \n",
       "2                   0                      0  \n",
       "3                   2                      0  \n",
       "4                   2                      0  \n",
       "5                   0                      0  \n",
       "6                   0                      0  \n",
       "7                   0                      0  \n",
       "8                   0                      0  \n",
       "9                   0                      0  \n",
       "10                  2                      3  \n",
       "11                  1                      3  \n",
       "12                  0                      0  \n",
       "13                  0                      0  \n",
       "14                  1                      0  \n",
       "15                  1                      0  \n",
       "16                  1                      0  \n",
       "17                  0                      0  \n",
       "18                  1                      0  \n",
       "19                  0                      0  \n",
       "20                  1                      0  \n",
       "21                  1                      0  \n",
       "22                  0                      1  \n",
       "23                  1                      0  \n",
       "24                  1                      0  \n",
       "25                  2                      0  \n",
       "26                  0                      0  \n",
       "27                  1                      0  \n",
       "28                  0                      0  \n",
       "29                  3                      0  \n",
       "30                  2                      0  \n",
       "31                  0                      0  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>day</th>\n",
       "      <th>2020-11-30</th>\n",
       "      <th>2020-12-01</th>\n",
       "      <th>2020-12-02</th>\n",
       "      <th>2020-12-03</th>\n",
       "      <th>2020-12-04</th>\n",
       "      <th>2020-12-05</th>\n",
       "      <th>2020-12-06</th>\n",
       "      <th>2020-12-07</th>\n",
       "      <th>2020-12-08</th>\n",
       "      <th>2020-12-09</th>\n",
       "      <th>...</th>\n",
       "      <th>2020-12-22</th>\n",
       "      <th>2020-12-23</th>\n",
       "      <th>2020-12-24</th>\n",
       "      <th>2020-12-25</th>\n",
       "      <th>2020-12-26</th>\n",
       "      <th>2020-12-27</th>\n",
       "      <th>2020-12-28</th>\n",
       "      <th>2020-12-29</th>\n",
       "      <th>2020-12-30</th>\n",
       "      <th>2020-12-31</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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       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</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_Dan Tri</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>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Referrer URL_Direct</th>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>21</td>\n",
       "      <td>41</td>\n",
       "      <td>14</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "      <td>42</td>\n",
       "      <td>44</td>\n",
       "      <td>...</td>\n",
       "      <td>15</td>\n",
       "      <td>18</td>\n",
       "      <td>30</td>\n",
       "      <td>47</td>\n",
       "      <td>17</td>\n",
       "      <td>19</td>\n",
       "      <td>32</td>\n",
       "      <td>26</td>\n",
       "      <td>36</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Referrer URL_Skype</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_cafef</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>...</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>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Referrer URL_cafef banner</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>6</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_facebook</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Referrer URL_google</th>\n",
       "      <td>3</td>\n",
       "      <td>49</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>19</td>\n",
       "      <td>30</td>\n",
       "      <td>26</td>\n",
       "      <td>35</td>\n",
       "      <td>31</td>\n",
       "      <td>20</td>\n",
       "      <td>...</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>26</td>\n",
       "      <td>42</td>\n",
       "      <td>35</td>\n",
       "      <td>32</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>36</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>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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Referrer URL_nhipcaudautu</th>\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>...</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_vietstock</th>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\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>...</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>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>15</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Referrer URL_youtube</th>\n",
       "      <td>0</td>\n",
       "      <td>1</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\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>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Referrer URL_zalo</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</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>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Referrer URL_zingnews</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>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>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>15 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "day                                           2020-11-30  2020-12-01  \\\n",
       "Referrer URL_Coc Coc                                   0           0   \n",
       "Referrer URL_Dan Tri                                   0           0   \n",
       "Referrer URL_Direct                                    3          32   \n",
       "Referrer URL_Skype                                     0           0   \n",
       "Referrer URL_cafef                                     0           2   \n",
       "Referrer URL_cafef banner                              0           5   \n",
       "Referrer URL_facebook                                  0           1   \n",
       "Referrer URL_google                                    3          49   \n",
       "Referrer URL_https://www.cafechungkhoan.com/           0           0   \n",
       "Referrer URL_nhipcaudautu                              0           0   \n",
       "Referrer URL_vietstock                                 2           5   \n",
       "Referrer URL_website vcsc                              0          15   \n",
       "Referrer URL_youtube                                   0           1   \n",
       "Referrer URL_zalo                                      0           3   \n",
       "Referrer URL_zingnews                                  0           0   \n",
       "\n",
       "day                                           2020-12-02  2020-12-03  \\\n",
       "Referrer URL_Coc Coc                                   0           0   \n",
       "Referrer URL_Dan Tri                                   0           0   \n",
       "Referrer URL_Direct                                   21          41   \n",
       "Referrer URL_Skype                                     0           0   \n",
       "Referrer URL_cafef                                     3           1   \n",
       "Referrer URL_cafef banner                              3           4   \n",
       "Referrer URL_facebook                                  1           3   \n",
       "Referrer URL_google                                   36          36   \n",
       "Referrer URL_https://www.cafechungkhoan.com/           0           0   \n",
       "Referrer URL_nhipcaudautu                              0           1   \n",
       "Referrer URL_vietstock                                 1           0   \n",
       "Referrer URL_website vcsc                             15           7   \n",
       "Referrer URL_youtube                                   1           0   \n",
       "Referrer URL_zalo                                      0           2   \n",
       "Referrer URL_zingnews                                  0           0   \n",
       "\n",
       "day                                           2020-12-04  2020-12-05  \\\n",
       "Referrer URL_Coc Coc                                   0           0   \n",
       "Referrer URL_Dan Tri                                   0           0   \n",
       "Referrer URL_Direct                                   14           4   \n",
       "Referrer URL_Skype                                     0           0   \n",
       "Referrer URL_cafef                                     1           0   \n",
       "Referrer URL_cafef banner                              3           0   \n",
       "Referrer URL_facebook                                  0           2   \n",
       "Referrer URL_google                                   19          30   \n",
       "Referrer URL_https://www.cafechungkhoan.com/           0           0   \n",
       "Referrer URL_nhipcaudautu                              0           0   \n",
       "Referrer URL_vietstock                                 1           0   \n",
       "Referrer URL_website vcsc                              8           3   \n",
       "Referrer URL_youtube                                   1           0   \n",
       "Referrer URL_zalo                                      2           0   \n",
       "Referrer URL_zingnews                                  0           0   \n",
       "\n",
       "day                                           2020-12-06  2020-12-07  \\\n",
       "Referrer URL_Coc Coc                                   0           0   \n",
       "Referrer URL_Dan Tri                                   0           0   \n",
       "Referrer URL_Direct                                    3          20   \n",
       "Referrer URL_Skype                                     0           0   \n",
       "Referrer URL_cafef                                     0           0   \n",
       "Referrer URL_cafef banner                              1           2   \n",
       "Referrer URL_facebook                                  0           2   \n",
       "Referrer URL_google                                   26          35   \n",
       "Referrer URL_https://www.cafechungkhoan.com/           0           0   \n",
       "Referrer URL_nhipcaudautu                              0           0   \n",
       "Referrer URL_vietstock                                 1           0   \n",
       "Referrer URL_website vcsc                              0           6   \n",
       "Referrer URL_youtube                                   0           0   \n",
       "Referrer URL_zalo                                      0           0   \n",
       "Referrer URL_zingnews                                  0           0   \n",
       "\n",
       "day                                           2020-12-08  2020-12-09  ...  \\\n",
       "Referrer URL_Coc Coc                                   0           0  ...   \n",
       "Referrer URL_Dan Tri                                   0           0  ...   \n",
       "Referrer URL_Direct                                   42          44  ...   \n",
       "Referrer URL_Skype                                     0           0  ...   \n",
       "Referrer URL_cafef                                     9           4  ...   \n",
       "Referrer URL_cafef banner                              4           6  ...   \n",
       "Referrer URL_facebook                                  3           1  ...   \n",
       "Referrer URL_google                                   31          20  ...   \n",
       "Referrer URL_https://www.cafechungkhoan.com/           0           0  ...   \n",
       "Referrer URL_nhipcaudautu                              0           0  ...   \n",
       "Referrer URL_vietstock                                 0           0  ...   \n",
       "Referrer URL_website vcsc                              6           7  ...   \n",
       "Referrer URL_youtube                                   1           0  ...   \n",
       "Referrer URL_zalo                                      0           0  ...   \n",
       "Referrer URL_zingnews                                  0           0  ...   \n",
       "\n",
       "day                                           2020-12-22  2020-12-23  \\\n",
       "Referrer URL_Coc Coc                                   2           0   \n",
       "Referrer URL_Dan Tri                                   0           0   \n",
       "Referrer URL_Direct                                   15          18   \n",
       "Referrer URL_Skype                                     0           0   \n",
       "Referrer URL_cafef                                     1           0   \n",
       "Referrer URL_cafef banner                              0           0   \n",
       "Referrer URL_facebook                                  4           0   \n",
       "Referrer URL_google                                   23           2   \n",
       "Referrer URL_https://www.cafechungkhoan.com/           0           0   \n",
       "Referrer URL_nhipcaudautu                              0           0   \n",
       "Referrer URL_vietstock                                 0           0   \n",
       "Referrer URL_website vcsc                              3           3   \n",
       "Referrer URL_youtube                                   1           0   \n",
       "Referrer URL_zalo                                      0           1   \n",
       "Referrer URL_zingnews                                  1           0   \n",
       "\n",
       "day                                           2020-12-24  2020-12-25  \\\n",
       "Referrer URL_Coc Coc                                   0           0   \n",
       "Referrer URL_Dan Tri                                   1           0   \n",
       "Referrer URL_Direct                                   30          47   \n",
       "Referrer URL_Skype                                     0           0   \n",
       "Referrer URL_cafef                                     0           0   \n",
       "Referrer URL_cafef banner                              0           0   \n",
       "Referrer URL_facebook                                  1           4   \n",
       "Referrer URL_google                                   26          42   \n",
       "Referrer URL_https://www.cafechungkhoan.com/           0           0   \n",
       "Referrer URL_nhipcaudautu                              0           0   \n",
       "Referrer URL_vietstock                                 0           0   \n",
       "Referrer URL_website vcsc                              1           2   \n",
       "Referrer URL_youtube                                   0           1   \n",
       "Referrer URL_zalo                                      1           2   \n",
       "Referrer URL_zingnews                                  0           0   \n",
       "\n",
       "day                                           2020-12-26  2020-12-27  \\\n",
       "Referrer URL_Coc Coc                                   0           0   \n",
       "Referrer URL_Dan Tri                                   0           0   \n",
       "Referrer URL_Direct                                   17          19   \n",
       "Referrer URL_Skype                                     0           0   \n",
       "Referrer URL_cafef                                     0           0   \n",
       "Referrer URL_cafef banner                              0           0   \n",
       "Referrer URL_facebook                                  4           2   \n",
       "Referrer URL_google                                   35          32   \n",
       "Referrer URL_https://www.cafechungkhoan.com/           0           0   \n",
       "Referrer URL_nhipcaudautu                              0           0   \n",
       "Referrer URL_vietstock                                 0           0   \n",
       "Referrer URL_website vcsc                              0           1   \n",
       "Referrer URL_youtube                                   0           1   \n",
       "Referrer URL_zalo                                      0           1   \n",
       "Referrer URL_zingnews                                  0           0   \n",
       "\n",
       "day                                           2020-12-28  2020-12-29  \\\n",
       "Referrer URL_Coc Coc                                   0           0   \n",
       "Referrer URL_Dan Tri                                   0           0   \n",
       "Referrer URL_Direct                                   32          26   \n",
       "Referrer URL_Skype                                     1           0   \n",
       "Referrer URL_cafef                                     0           0   \n",
       "Referrer URL_cafef banner                              0           0   \n",
       "Referrer URL_facebook                                  2           0   \n",
       "Referrer URL_google                                   38           1   \n",
       "Referrer URL_https://www.cafechungkhoan.com/           0           1   \n",
       "Referrer URL_nhipcaudautu                              0           0   \n",
       "Referrer URL_vietstock                                 0           1   \n",
       "Referrer URL_website vcsc                              1           4   \n",
       "Referrer URL_youtube                                   0           0   \n",
       "Referrer URL_zalo                                      0           3   \n",
       "Referrer URL_zingnews                                  0           0   \n",
       "\n",
       "day                                           2020-12-30  2020-12-31  \n",
       "Referrer URL_Coc Coc                                   0           0  \n",
       "Referrer URL_Dan Tri                                   0           0  \n",
       "Referrer URL_Direct                                   36          14  \n",
       "Referrer URL_Skype                                     0           0  \n",
       "Referrer URL_cafef                                     1           0  \n",
       "Referrer URL_cafef banner                              0           0  \n",
       "Referrer URL_facebook                                  4           4  \n",
       "Referrer URL_google                                   11          36  \n",
       "Referrer URL_https://www.cafechungkhoan.com/           0           0  \n",
       "Referrer URL_nhipcaudautu                              0           0  \n",
       "Referrer URL_vietstock                                 0           0  \n",
       "Referrer URL_website vcsc                              1           0  \n",
       "Referrer URL_youtube                                   1           0  \n",
       "Referrer URL_zalo                                      2           0  \n",
       "Referrer URL_zingnews                                  0           0  \n",
       "\n",
       "[15 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, 12, 13, 14]),\n",
       " <a list of 15 Text major ticklabel objects>)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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XAbcAdwC3Z+aCyVgpSZIkSZIkDY/lCiA1u2fmHybhcyRJkiRJkjSEHMImSZIkSZKkTssbQErgqxFxaUQcNtYLIuKwiLgkIi5ZvHjxcn6dJEmSJEmSptvyBpAek5nbAv8CvCQidhn9gsw8OTMXZOaCefPmLefXSZIkSZIkabot1xxImXlNu70+Is4GtgcumIwVkyRJkiSN7ZhjjmHRokXMnz+fhQsXDnp1JM0Cy5yBFBFrRsRavfvAnsAVk7VikiRJkqSxLVq0iKuvvppFixYNelUkzRLLk4G0EXB2RPQ+5+OZ+eVJWStJkiRJkiQNjWUOIGXmr4CHT+K6SJIkSZIkaQgt7yTakiRJkiRJWsEZQJIkSZIkSVInA0iSJEmSJEnqZABJkiRJkiRJnQwgSZIkSZIkqZMBJEmSJEmSJHUygCRJkiRJkqROBpAkSZIkSZLUyQCSJEmSJEmSOhlAkiRJkiRJUqe5g14BSZIkSZrJzvr0H6b9O2+99c67bqfz+5++3wbT9l2ShosZSJIkSZIkSepkAEmSJEmSJEmdHMImSdIscswxx7Bo0SLmz5/PwoULB706kiRJmiEMIEmSNIssWrSIq6++etCrIUmSpBnGIWySJEmSJEnqZABJkiRJkiRJnQwgSZIkSZIkqZMBJEmSJEmSJHUygCRJkiRJkqROBpAkSZIkSZLUae6gV0CSpNnqSWe/edq/8x+33gDANbfeMK3f/8V9Xjtt3yVJs8E915q3xK0kTTUDSJIkSZI0wzztqf8+6FWQNMs4hE2SJEmSJEmdzECSJM14xxxzDIsWLWL+/PksXLhw0KsjSZIkrXAMIEmSZrxFixZx9dVXD3o1JEmSpBWWASRJGmJm1kiSJEkaBgaQJGmImVkjSZIkaRgYQJIkSZIkaRYz610TYQBJkqTZ5J6rEe1WkiQJzHrXxBhA0oQYkZakFcMqe20z6FWQJEnSDGQASRNiRFrSRB1y9hOn/Tuvu/W2dnv1tH//R/b58rR+nyRJkjQIBpAkSZIkDQWz3jXZZuo2tejEX07r991x42133U73d89/xRbT+n1adgaQJGmC3n36E6b9O2+65fZ2e/W0f//LnvWVaf0+SZLMetdkc5uSJo8BJEmSJEmSpAmYqVltk8EAkiRJkiRpyv3vh66f9u/8+5/uuOt2ur//Ec/fcFq/T9NjNme1LVcAKSKeCLwLmAN8KDNPmJS1miYzNXJ4zfuOmvbvvOPmxXfdTuf3b/KSt0/bd0mSJGnEy87+3bR/5+Jbb7/rdrq//937bDqt3ycNkw1WX3+JW2ksyxxAiog5wPuAxwO/B34QEZ/LzJ9M1spNtdkcOZQGaaYGbzW85t4zgGy3kqaLx/OJs6wkDbNXb//yQa/CMrnu3d+c9u+846a/3nU73d+/0ct2m9bvG215MpC2B36Zmb8CiIhPAnsByxRAWnzSx5ZjVZbNHTffctftdH//vBc9e1q/TxomBm8nbo17VGCkbjWeDfdyRLYE8NRPnzWt3/fXX/6SvPlmrrn11mn/7s/v9/Rlfu8+n7loEtdkYm795VXcefMfufbWv03795+9707T+n3SMFlvzXlL3EpadpGZy/bGiP2AJ2bm89vjg4BHZebho153GHBYe7gV8PNlX90psQHwh0GvxAxhWU2M5TQxltPEWVYTYzlNnGU1MZbTxFhOE2dZTYzlNHGW1cRYThNjOU3cMJbVfTJzSiOly9NlO1Z3+D9FozLzZODk5fieKRURl2TmgkGvx0xgWU2M5TQxltPEWVYTYzlNnGU1MZbTxFhOE2dZTYzlNHGW1cRYThNjOU3cbC2rlZbjvb8H+meauzdwzfKtjiRJkiRJkobN8gSQfgBsGRH3jYhVgGcCn5uc1ZIkSZIkSdKwWOYhbJl5e0QcDnwFmAOckplXTtqaTZ+hHV43hCyribGcJsZymjjLamIsp4mzrCbGcpoYy2niLKuJsZwmzrKaGMtpYiyniZuVZbXMk2hLkiRJkiRpdlieIWySJEmSJEmaBQwgSZIkSZIkqZMBJK2wImJuRKw/6PWQZoOIWC8i1hv0ekiSJEmaGgaQZqiImBMR/v+6vRp4xKBXYlhFxKoRscwT6UsAEXHPiDgdOAPYfMCrs8KLZtDrMQw8fi2pbRrWCzRhEbFmRBwWEQ+awu+Y1ccrj1PLLyJWms3Httn+++Gudu+sPpZMlYiYc3ffM6s3xpksM+/IzDsjYvWIWG3Q6zNoEbF1RLw6IrbvW/xm4IcRsdag1mtYRcRmwLMz8/ZBr8uwsjE2vv6TeGb+CdgYeD7wo4Gt1ApsVHlnZmZErBsR+8+2ClVE7BYRC6GuBtuWzepzYO841TaNO/uWz6ptQ3dfZv4ZeNZkf27/uTPb1XoiYo3J/p5hFBGrRMQ+EbEXLHGccn9cRpl5Z2vzrBcRDxj0+ky3vt+/VkTcc9DrMx1acPuuY0Zr92ZErNmed39aDqOO0Xe0ZTtOtM1s42jItUbsnP7H7XbPiPgy8DHgfoNav0GKiI0j4qiIuAw4Cfh7Zn4/IjaIiFcDOwDnATsPdEWHwOjtKDN/CzwvIt4VEd+OiAcOcPWGUq8x1hrqe0bEyoNep2EQESv1GgTt8fbAFsClwBH2tk6e/sBA37ItI+Iw4FRgW2Cdwazd9BkjkLtNRGzYnvsssM/0r9VgtYreSb2HbdlWEfHGiDg8Itbo326k0VkMfcfqbwO7tmXL1CiLiJUjYl7v8ahA5lot6LvfMq34DNFXx7oNeBR1nFq1BT3OAh49uLWbOcbKhoiIh0TEJ4GLgZ1X1GBkRKzSbmPU7YKI+ArwFeAVEfHgwa3l1IuIbYD/YuS4NDci/q21ez8SEbt5frv7RrUD+4/RL4mIS4D3ABNqDxpAGkIRsWq7jdaIvaP3XIu+3hs4CvgQcADw08Gs6WC03p2XAF8GHgLcH3hCZr49Ij4NLATWyMzvAucCj+6V6WzVvx1FxC4RsQPwF2B34C2Z+bPZmm0zXqZRRNwjIk4ELgCeTZ20t572FRygtq+9LCI+0QsytqDaVhFxQK+yA1wCXJCZbzOrbfL0TvARsXtE7N4WbwQ8F7gyM1+dmTcOav2mWq/y3F/RAX4C/AZ4QkQ8vJ7OTwxi/aZbO1b1Gv2/Al7YArp3RMRTgHcAvwfuAxwXEZsMal01HFrQaA4skcWwQUTMz8zbW8fIz4G/tdfcrUZZX8DpwVS9tBcwuldEvDsi7pmZt7TP37Q/yLSi6dWxWhl+A5gHPAB4IvD7zPzObK1nLU1/4LKvrvqoGMk2eirwm8zcMjM/nJl/GcR6TpW2v5wAPBnuauut2W5XA54CHJeZOwJbU511K0wm0uhObuoc/ydGEiS2BJ4A/AdwFnB0RDx1etdyZooxMo3a8h0i4vmtM+4hwHMzc7vM/MFEPtcD2ZCIiPkR8ZoWYX5Rr5c/IjaNiDdFxJciYu9WedwD+GVmfrp/Y5gtMvMfwOeAbTLzUODrwAva0zcD22bm69rjzwKPBOZP+4oOSIwxTrgFAo6OiP8HHEIdmF8P/JIKkIxupM0a/cM+IuKBMTLx+gOAf2Tm1sCZwEHAYwe0moOyHdVr/IIWZFw9Ij4OfIDqpfg88DNq/1spIh4BphbfXR1BzIdFxNeBo4FdIuL0zLyI6oX9y4pWzq0clhiu15Y/OyJeGxEPy8zrqd//ZKph9u7eewexztOhLwCQrdE/JzMXAd+nho5CHa8+DVxIZd9uA6w9iPXV4PUHX1uAcW5UNszHqHP+KRGxdmbeBjwIuLb/fRPVF3BaBDw3Is4H3kXNh7cR1egDuAi4F9UQnNE6jtcHRMQ5EfEK2jEaeBx1Hj0JZm89azwxdpbtcyLiZ1Sw4D6tTrYAOKc9v8Jkg/dtR3+n6uXbR8QRUSMr3hsRWwCrAjtRHQbfANYEPgPcMoh1ngpjJEvcSHWS3Dci1gaeAVyXmRdm5ieBs4HnDWZth9+oelR/ptHDIuK/28PVgBcCN1KJGK+LiFf16lpL+w4DSEOg9aKeC2wKvInKKOpV/I5v908AXkY1/u+g/vFExMot0LRC/i/HCoYAZObv+h5+mpHU6LdTw2l6GVw/oA7M2071ug7S6Ahz2yY2iYh12+LNgccDCzLzkMz8ScvQWh3Ys/f+FbkRNp6IWLtVWM4HTgM+EBHzqaFBz4qI71P73kLg/QNc1SnV3wPUtx38hkq7f0dEPIeqxH2JahR8g9qmnkb1Lv8C+Jfex03jqs94fcMl14uInfqeejgV6H0GcBNwYNs2r6QqkfeBFWO/bcfrHNWQWKVVdg4AbgXOiYhtqeGS9wL+E5gXEeusyOnsfT3yD4mI11MNK4BTGKlE3x84jqoznJiZT8jMWZWdPJv1H79hieDrlhHxXqpeeTTwzcx8MFUvekl7+Q2MdI7crWNJ2yZ3AHahGiI3Z+bzgO9SQ+Me3156MbAGsOVMP171dzr1RMQzqX3xE8BpmXkTcA117D6Q+u29187o37+8RjduI2L9iDg0at6oVany2ikzH5eZ52XmH6lO4F4g/bb2OauM9fnDblR9/c6oTKIbgP+lgrkPpBIFbgGOAHYDfkvtm/tl5p6Z+VVgRl5lOsaYEDwiNo+It0bE1yLi4Pa/vZCq52wDnE8lA/S2nyuBlaPNh6TS64QbVY9aLyJe2x6uBTw/Il4FXE4ds9cGXkpldl1BDb89Omq007hWyKDDDPRa4O2Z+aLMvCgzv5KZN0aNAV0dOCEzv0VVGp9DZdw8LCKelJm3RcRGwO6xAg3T6uuV6AVD/qkntW8H+TiwcUQ8JDOvBK6NiCf3PX8xsN+KdKDpnYB7PTGjIsxPjohvAp8E3hwRG1MBpBupsfn0bSsXAI9pH7lJK+sVqnIzzskqooby7ULtU28EXpeZj6KCIQdTgchvUmnDe2bmqdQJa4XMZhvVA9SblPjFVCVmbmb+D7A9VVbfpCo2+2Tmx6ie1gupE4+9rOMY3cjrC9w+LSIOBb4FvD0iXtxeshfVc/01quf+kS3z5HLqf/Tw6Vz/yRSj5rlox56toi6GsGtUtu36VGbNczPzncBHqFT+oAKZX6OObZ+LiOdGmxdppmrbx1iZDZtHxLepYOIWwOHtOP0h4MHt/Pg74COZ+YzMPCci1oiacHyF6a3X+Eb34AO0wNF7qIbpvwJ7A5u1pz9MZTusTXUGrNs+Z3RgZKUY1cEUNQSu9zk7ACdSHXnPo7KOoPbRHwCbRMS8zLwZ2IAKKG06Wb97KkV1YG7W97h/rrHjIuLIGBlGdBTwppYd8Ye27DKq7M8HDomIsyNi5xU52D0Roxq3z6DqEzsAizPz71THyHsi4g0R8brWFjoZeFmrt60VES9lhlxlOSLWae00YMz60aeoBvz5VAP/zy0D551UEPJ+1La0amb+Mapz+C3AY8c6Xwy7HBlKu07U3E6rAq+ghl+/EtgReEnrAFlM1SsvAVaPiD3b9rMLcFFm/nlFa7PcXaMCstnqUg+IymSbl5k3AAe19s7qVD3iwVT20ZeBrTLz/zLzjMz8AvDR9lm/7/reGbfhzWSjK8ytsrgy8A9qJxmdmnkj1Wi4OSJWyczzqQPrHCob4l+jsia+TVUqZ+xJaXQlpReVj4idI+JCqoGwyxjvm9MOJhcxciWR06iDUc+pVJBphRgzHRG7MrKD9wJCu7TKyerUSfWVmbkLNcfRv1GNrP9HXS2LdpKmfc6a1Lwip7ftbMZuRz2tgndvGDlZteVrt2VJZS/05iq4gZGgyQeog+xfqKyaQ6PGp7+WGhI5oxupMG5QbZOIeHNE/IgKPO6ema8FjqQa8VATOK4H7JKZ+7WG6lZU2f0YuCMmkPo6W/U38iJi476K5CeoMt2aCsxtHxELqJP7nzPz0Zl5eGZe2sr3f6kG2mYxalLzYRYR20XE42HJsfjtuWdSx+51gDdQ5bAV8EOg1xP2BeBhwPXUvC1/zcyFVMP1qbRG8EzVy2xoFesnt+M51G++rAWHnkM1Kp7Ztp/vUJnJJ1Hbwyci4h3A96jMXOt5K5hxjt/rRA0/+HxEvLAFYL9A7RPfycrGfg8jc4qcS53ntqXOaT+KuurRnL6gSH9jb7XWMNmY6kTYu73ktPY5D6ddhTNqgk1Vp+wAACAASURBVNs7qCGWf6KC4q+jzreXA0M9T15f2a5FjQro1R0iIrYEPkjVw7cDTogauv01WvY70MuMuZKqx38POIYKgL+iP5gwG0XEYyPi3yPiHtQFEI7OzBdkDc+GCnZ+gtpW1gfOoKYROBc4lur43Ar49bSv/N3Qtx09lhqCvnJUNsgTI+IdMdIx/lHgqVnTc3yemg4gMvNXVLD1Firge0NEfA74KlUPu2QmdtZFDfU8Ffg/4OOtPfJaKkj0CqrdskvbTy6hso1XB95KBUIupc7334O7P2/biqD/HDD690fEe6iA69rAW1ub8aVUJtvjqKle3gvsT9Utrm3H/Ve3sn0Btc91smIxDXrRwVxy8qpepf9e1P/h7+01t/Vek5m/Af4IHJKZ/2if8x1grcz8NPBq4PWZuUVmfqAdfGak/kZ+387wO+pEcjQVBDok6opP/Qfm3mtPYeRKPCdTwxp65X5NZp47Uw8yEfHgiHhM73FWNtrBLQC5YdScBi+jTkLbUAeE10bE96j5aT5JnXhXAY5vlcSDIuJ4KnD571Qmye4zeRuKmr/oQVFX5/gvYKd2kN0gIl4eEacDr4waAgNVNvcFrqIa6r1sjsuoXtJLqIPs/wKnU8G312XmjL9U/ageoF55PI4Kmu1G9Rx/oC0/E9g6IjbMzCuocnlTVNbMiVRl+uGZ+WvgGStC+UyGcRp58yLiRRFxOfCpiDikPfVe6lwANe7/R1QF6UxglaiepL0j4gxqiNJqwH9m5nuGvQLZOw43+wK7Rg0b3S8iDomRNOnHAB/LzGOp33hfKnC0Cm0IcmZeRk32eBsVsLwmIu6bmb/MzH0z8+fT86uWX4xxpaG2/DiqR/6FwCej5sDoBc16PsjI0LV3A0e1DI+jqaDBYqpBcnhfZ4FWEH3H75VbQAfgMGrf+O92+0GqoflXqpMI6ty2RkRs1+pDv6Iaa/OpbWxtKtP9ULjrGHZA1BXEzmqBoWupDqcNorKWb2+fu2/WxMYXUkO/V2qf+RJqKPRK1Fx6J2bmNVNYPMusr0HWq4veRAXzL6Xq3g+hjmE/y8zXA6+h6g//SgWL9mzv+3tEPIQKHv2OKtc5mfm5zNwrM6+b1h82YK0OtlOMzC+5M7VNBpXx/ff2ulUBMvPyVlZnU4GkK4FVsrLA/y0zH9GObdeP/q5h0nduXonqsPwJFSi5lgo+9vbds4HNI2JTaujngxmZO2yd+qj8K9Wp8tLMfGhm/lsLMM0oUUP0n0XNY/se6sIPUIHul1KZjE+m6qKPpoJEawNPyczTqEy/F2TmLpn5zeld+8Hqr0uN6hh/QkT0pjPYGrgmM3ejym5XKtj/DSpg93DqWP19qkP8OcBGLT5xPrB3Zj4+M7+4tPUxgDQFRlWYe6n567SGwzvbst4J6iqqN+bBreFLqxSs3HqB3gk8KCLOoaLx12bmT9p7f5eZ327vGbMyOmxGB0P6lu8YER+NmryrdwnB86gN+/tU786vGBlPn7BEOX4LuCUiHpCZ17cD7IwMGAFEXTr+yKihaB8DXh41kfoO7SUnAW9tJ9BVqNTWs6gT03yqErdHZj49Kw30BuBtVIrol6me6W9m5t8z8w+9bWp0g3fYtaj5ETEyZG/HVom9mBpHHtSJeCOqInsT8KqoTL8/UVlZf6EOrC+IiPtRGVx/BW5tFcj/zMzdMvMlmXnx9P7CqRE1af8ZVPbige3/fgZ1QnkvdSK/b0Q8vlVcvkM1aGm3P6EaGX8GDsrMXk/QbTNtG5oqfY283rxSW1E9aE+ngiVvAQ6LiPWoubUe2d53HVVhvj81eeb+VC9sb/jyszLzz8PeCGmNzxh1HP421XD4b+CZ1MSgp7WK89+A69r28y3gHtRQkK8Az4y6mMR5VMVzMfCLrGHfv+77zqE+D/bvGzmSifbIiLhXu78O9X9/TmY+jcqAfBnVqNg16mo8UHWB3SJi3VbRuyMiNs3MGzPz9Mx8S2b+pnUyzOr0/hVR6yw5k9pP9mgN74OAYzPzXOB1VLBjc2qfe2J76++oya6f2R6fQE14/QXgxy2w8ysqk20O1YDbiTpWnUjNi7F9+8x123dAdVAd1La191FXibqMGnJ7Y2a+NjPfkJmLhmmbjMpy7+1T/Ve93DUqi+txVBbVnMx8SGb+GLiamocUqr51LRXQ/hp1lbn3RcSXqPrII4APtf3xlr7vXaHOke1fOtbQ297/eRvqyqG9odk/pLaRW6n2z4ZwV+Bt5XbuOCJqIu0TgZMy80/tfPK79tljzo86DGJkNMXDoiZUv46qU74/M4/KzB9SWaQ7RsSqmflnqqPyGa2O+RfgjVEXVVqLatiTmbdnJRb0fv/At6Pe/yAqu/g1/cvG8e0WRD2LOtctasu3BR7agoa3UnNB7d/aOJ9nJNtocetIGvrz/WSJvoto9C27T0Qc284DC6lMyK2otvHxEXEx1alwRGYemZm3ZQ2vvR3YKiqT8v1UZuTv2771/cz8Xdufl162menfJP0BK42zfHOqAvghasLZlfpfT00Y90HgwL73PIxK41+ZSt17JnCfQf/GZSyXdalhMN+kKhWfouaveHR7/jAqqPFU4OXAl9ry3ahLnwLMpXp+TqEysMYtdyDa7ZxB//blKLMPUEGQXdrjNdtB4mttm9gT+L/23N5UBW5Oe/x+qqF6Lyql+qPAwe25Valg08B/4ySV0/ZURW2HUct3a+WwW9vvdu1tG9TVK55NBUG2bcu3o05S51CV6f3ba6PvM+eMt4/PtD8qRfUN1NxG/csXUlmNUIGks9r9Z1CTo473eTEV6zkT/tp28k/HmnbM/hwV7N2uLTsO+Grfa86gKo1QE0M/s91/KJWyvn97PGf0dw76d49TFv+0f1BDDZ7RjlvrUue6C/qeP506B76T6l2c15afCbyo3d+OypTcdyLfOUx/4x03qIb5BVRG30eBw6kK9VeANdtrNqCulLk61Ut9PHUefC0t86F/e+i7XWlYtxH/JrzNjPv/o4I0RwKr9y37Vv/+0V5zEHWO/BawcVu+XTu+xKjP3IKaG+M9VB3toW35em2/vIyqk7yvLf8Pan5OqA6pO4Dd2+N7jbHOQ7dNUsP7e8ffdahA/TeoBvuL2rJo++BG7XVPoDLiH9Ee/zvwlnZ/A2qOtr3G+K6h+u2TUHZzx1m+U9+2tlLf8i2pjrrNqfrria1s96bq/y+mhi+dRQWcNgc2G/TvXEoZzOm732vPPaVv2VPb71mXulrm63q/iQqo/Q+wTnt8GtUpAnXRiKf0ynEY/9ox6kF9jx/X9p31J/j+7YBLR33eFVSH+UVUNu0eK9p+s5xlvgmVIQSV9XgHsGV7fEI7fq9Gja7Yue999wYe0u7vS7UP5y3v+gw8ejmTRcRDoy6N/ghYovdip6jLDvfSNZ8PfD0zn5+Vlnln/+upA8ynqHlHjo+Ir1KN4huog9JfM/OTOXN7FE+gGlOvz8xtqQPnj6kI+wbUuPADqUj7PtQE4XtkpSdmRGyflSZ9FdUrvcSl1PvKsX9OJHLUHBszQV/U92tUgOM7AFk9FK+nIvPPzLoCwz0j4qFUI+QvjGRnnUgNdziFaqD+kjpBk5Vx9PcYY3jNTNK3D+wArJeZ32s9V70x5d+mgmWvAtbNylCjbRvHUr1f96VdxYrqVbyAmmfkKZn5qWx635k1ofvQDRe6Oz1Afcv3pS6Jenu0eVaihsrciwr0QgVt9wbIzDOoIMDoz5szRpbJrBART4qI17fNZInhyRHxNKrXfyGVkv2+qIzSC4Cr2n4LFTx4dLv/SWofh8o8OTYzPwW17fX3Cg1beceooR9t2T2iho1+gAoinUv1fn0P+FWMTE77Hapx8Umq1/E/IuKtVMP1K+1zL83M/8jMz7TPHvMStcOod9yIiNUj4nERcUB76jHAlzNzARWsPZLKuNqENtFxZv6Bmq/g/lTm3+1U8Pt8qvHxoPa6HHXuu3PYthEtXd/+fcd4/7+I2ITaHr6RmX+NkStRfZJ2VbW2P64F/CQrg/sHVF1qpbYvXdG2mVXbcWV9aihJrxG3BdX5AtUwfBCVOXkENZx5HSqIskVE/ILalvemMp/JzKv7f09bNtBtcpxe9cXAKRHxeapDZTMqA+spmXlSZt7U1vmHVL2VzPwKlTXxloh4GxUk+G577g+Z+YXM7F1u/p+uijcT9dUx1m63j6cCk/2vOSIifkgdp94WEZv1tYlWysxfUMGBZ1Ftol7Zfp46721JzbX45qwhbFdl5m8nnA0xTWLsLNLN+l7y/oh4Ubv/M2r45p5UEHcrRoaqf4bKun1fRJxNzen3qai5xs5s29G17fcPvK7etw3sGhEfprJgT42I50WNnrmU2nee1F63tHXejrq677yIeBNVNo+lglDPzcy3Zeb5vf1mBrZ777axtvW27DlRw4jfSg0lnk/tN9dSx3moetSG1AiU04BjIuLAiHg71Rm3FUBmfiYzj83MxX3fsWzb1/JGoGbjHzVD/Hep3pi3UkML1qeGEp1MpbyeTk3c/BAqw+ad7b2rjfF5vV7DTalej73H+d4ZFYllJCNmfypINLfvudWoHtWD2uNXUhWg+1CV6V55vRf4Qru/Xiv7dQb926ah7NagDqQ7j1p+AnXFPqiG2fvb/ddRqdL9r91k0L9jGsrpPlSA7LPUCflk4M1UT+B+1DDIC6gskIP73vdgqhH20L5lB7VtcP6gf9cEf/sy9wBR2Q7vH7VsLhVw+zKVTn14O7bNYZzextn0144/6/U93qGV9zZUBfhCKhC+Sju+rUulB19MDR09rO3Xb6fG8ENlmn6XaqCtAjxh0L9zgmUx5rmIakS+sf2WR7btZ1Vqzos7qcDlo6lhM/u19+xGpbXT9ttjqQybzcf4/KHONhqnTO7X9qlz2vHoU23559tv753/L2qPX0FVAJ9MZTec0tv/2r7YG457IXDfQf8+/5Zr21giy7UtW6ntR1+jJkffoPe/b7dbU9lF245631wqs/tUqg56BuPUldr37kg1LDYBFgA/7Xv+BdQw07nUefWQtvyl1MTFL22P780Q1jP69qmtx3l+63b7GmpY+/Pb4y2BL1KN/fdSQdodeseo9nwvS/QJ1Dykm4/3/SvSXzt2v6Pd36sd015NZXHdkzoHbkhlml5HTT7ey6Ts/T/WodoDtwPnDfo3TUKZHEoFic4H3tCWPRv4bru/FhV47NXTP0BlWu1HnfvXaPvUPmNtQ8OyHbXtftN2/zLgnHZ/H6qd+/j2+N+AU5fyWb1MrQupDpML2zFrizF+/4w73y9D2a4+zvLePrM21fn2VGBe296Obs+9n5piA6pT4YS+Y/WeVHvm30cfoyarbAdeeDPpr+8feiLtBNoer9Jud6AuK9hb/hoqLf8AqmG7Yd9z67Xbcf+JLCWNeab80R0MWdh2kFOA57Xlb6SyjTamKt/vGPRvmMRtZzvgNf3Lxnht7wD7LiowtDIjlcf9qCuqQE2G9rd2fzdqeMzc0Z89k7aju1lOvdfuSQU+nt3K4HPUxIv3pBpiT6AmkjuNOtGv3t53GfCwvs/bbPRJbJj++n7vrtTwph9TwYnntX1s3ba8F5TtOrZsRWW5PJpqkL4B2Kk993jg/oP+vcPy17ajj1ON/9GNts9QjYzjqNT984DXtude1ra5tdq2+fVRy3v76m4zZR9tx6J/Wk+qIflVKijy3LbsKKpH8rtUFtbT2vK1qPnYLqHSsL9JBStXyMoi1cj6974y+RrVaH83cEzf604AFrb7T6MaaO+nJqjvvWYDquPlHbSUdP9m3t942zoVMPoSVQd6MVUH+K/+97RjxVupINIq7e9gWscHlQHwsNH7adt3n9J3fFq97a97UkHwj9LOf1RnxDlU/euZVAfN96iO0X2B+4367KFr7FGNrff1HWfXbPvYFW0fOrgtP4GaYwcqeLdR+3sk1QHw8fbcm6jz7UmM6gieCcfuZdlG+eeh072y/BCVGXkqVfd4HHXu+wEVCH8dfZ0tY3z2+xmjo7x951BtR2Os405Um24NarqDzdrx/KNU58dKVFBy/fb6F7Zj/n2pDKte9s4eY3z20O1Hff/vz7f7LwLObPfXpIIUC9rj3lQQD2iPx5xGhKpTvYC60MNYz69w+9M4ZfAm2lDYtmxTar65X1ND+DakMtlPZaQN+HTq6ntQF0D4bt/7j6HOHfeYjjIdeCHOtD+q0X4+1Vhb4gBLjSv/KiPBoZ2oANJ2VCPjI+0A8x3gVR3fMXQHkFHrN1nBkP2pNGyo1OgvUYGkM6kG7UaD/q2TUFZ3O0ukr8x2ayeoTfuee23blnpleDZjzDcw0/6WpZzG+ox2e2/g1+3+xxjpLV2NkR6xV1IN26HrPR3nt01mD1Bv/z2Mmo/mx1SAe6weoKHpBZvm8h7d+Po6le12VyZIuz2Uqgw+sj3ener9X5NqdO3alr+eysDZop0nnko1/Ia6bKkMhCOoRkF/9tUDqGErvf3pn7Y7Kkh5M7By37IHtn39+W3bO55x5jUaxrJh2QLc5zPSObIhNXfM4VQW5FepzMfdqMD3w6dy/f0b6LYz1jxY27Rz0R7t8Q5U9sbO7fGj2rFnvVHv25QKQH6RuhDE2xh73qGt2v67YXt8IFXH6s3DcgLV+bJ9735bvn07L7y5PX44fXO7zJQ/KkjWm/tjR+D4dn9valja06jsz+v73rNqO0btRE0tcWjvs8b4/FlxfmSk7nEB1Ya5B3Wl217d6qFUR8Befe+Zw6gMuJlaVrQOtbY9vY4KCt2fmmaiVxfYiQq0rEZNS/KfVD3gLVTbprcdjTUKZWjafFQw7EiW7Fx9ALCo7/nLqQDa6lRHx4Pbc/PacelFfe99ICNZlOPNF7nCzC+6lLJdIkDatpVV2/03UgHYF1D1i7dT9cb7tOW97Wwt4B9tn5tDdQQ/rj23wThlOyX73cDHVc5A11An05uyxnT3z7MTwE+pRgTUBFf3oy7JfDR1st8UODIzTxjvC3JI53Ro8508KNtWSQXRHh8R6/ctG8/ZVGVofl+ZbUVdFYTMfBdVmb6YSsE7LttVhmbSvE+TMU44R+bI+ia1828aEZtExFFU9slbemWYmftkm2+g//uH3WSPp46IdbLmiVmPGgLy4fbU26heUzLzb5n55zZnxAVUZWcoLyc8hmOpXjuohnfv0txfpU5KN7bHPwDWj4gHwNhXqejtq5l5MnUs2jozD8vMX/Ze05vXqGdKftGQavM1ZN/jR1KBn0upqyHOpYJBUHP03AT8OSJWzsxvUGPQ16a26UMj4kKqUXI08Oes+Uc+n5n/mAFluzlVmXl9Zt4QdVWZb1GB2f2pYS5QV/74I0BErNLm4/k5FUx7c0Q8LSJOpCrYD6M6CV6Smcdnm9eoXw7ZHD7Lcu7rW/5Z6gozZF1RZjUqYNC7pPMTqP37XCo7YvT3Wk+bwWLs+cHWi4hTqGz2fwCviIids65m+TtqG4GadPi3VKCDiLh/ROyTdSWqV1LbzQMz8+hR9YD1I+IT1P42n7oqz+5Up8xfqMYuVJ30sdRQknOAZ0XEh6hg0geohi+Z+cPM/ELv9wx7PSMido6If6HqD2e0xZsBz4iIc6mg2Uepyfx/Cvw9InaLiI2psvlPKsvrfOpYR9bVSJe4+teKcH6MuhLdymMs3zwiTo6IX1IBf6j61LMy81YqI22PiFglM6+gzo9Pjbqq5IFUQGmP/s8cdV4dmnmNxtOaHk8CzoyIe7ZtYAHVaL+N+o29femv1DD31aiG/9rU8fwf1JD1D0PVQ0fPdTNkbb6/UkPOt+jbzv8PuCkienXmn1NXir2cChqdEBEPz5pX5zvAXhHx6oi4nDqG3KdXr8qReaPuFTWXGjmk84tOthy5Mu86EbEtFYz7RERsTmVubUhdHftSqo60O3X8Xwy8qG0zW1Jztv5LK8tnAxe28v0D/NMckePOpzcZP2hW/3E3ehTbc2tQJ9oD2uNVGOmV3oRKyb+CSgs+nZZ+PBP/+spmV5ZzyEx7/ktUL9AmVCr/eVTlZ6zXDn0q6xjrPBXjhN9ITcJ3GVWh613NaYkhaoP+7YMqp77P3J8aS305NXfBjJ0bBHuAprOsV6GGlH2i/1hEBbcPaM9vT/UonjXqvb3j4+lUL+M92uOzWpmvTDVgnj7G9w51T2zfb9uZmg/k09RQrA2AHdtz+1CBtAdTQ2j+g5a63rdNbUANyzmHyirdfPT3DON2xySe+1r5/KJtE6tRWcmfZyTLZM1B/17/JnXbGSvTaGVqKNiBjPQkP6Qdv3enJkP9IFXveQ3w0faauVSP9Ffb4x2pYexLZOi1fW3ftp/u2N7XOyc8naqTfqQ9PoqROSZXorIEexlyD2zft/kYv2HYj1n3bberUkM5jmrl/n9U8OgAKmD2pL73rNFu/5Wa4+gSau6xWbFPUhm0b2Pk3DW/b/s8jJZFM+o9f6SybzaiguO9q9E9oJXjF6ih3WMOTxr0H3ezzdeeP5mqi69HDVc/qu07r2LkqtEHAGeM3raG+Q/+6UrDvbJ5DW1Oq77njgW+1u7vC/y877k3tH1nGyqj7/vU0LadRn3fPKq+dRGVCbnCz2c76vcfQA1Hu57KXluJms5g3/b8jxmpX61P1Uv3pOoQ72rHso9QQ98uHPTvmbU9W8uRTfNXqlfixQBZvci9Kxk9idppjqOigt+n0h37vzdmQo9iRGxJDQWCmm9hg8zcmuqZehzwmMy8kcp42APGj6L3/d4fUDvEF6gG2qsy82f90dL+3rrxPm+ITVqWSJ+TqIysbTPzhVmRafq30Zx5V5ubinK6lEq33yYzD8/MX0/+ak+b6ewBWqt9/qzoARrDdlSD7AXtWLR6RHycCtY+kDpW/ZxqVK0U7Yqb7f/SO26dSVWo3hh1FZobMvNnmXlbZn4xM8/qvafv+DbUvdaZmW1dH06lUF9HNTr/AMyNiIupsflfo4ZgnUsNa3hrRDwrIj5LTSr6h8z8SGbulZVVetWo3rEctu1uks99kZVpdFJ7/4+o3sM/UA1dsrIil+iR1swSERtHxBPgn7eFiLgPtZ/sR13J8oS27OdUhtBzqQbBWlSm2mnAzi3j4XYqa+izEbFqZn4nMz+dfRl6bbt5MxUM+AI1GfbtwHUR8RWqUX88sFvU1da+CGwTEf8FvIcKEF/XsgZ/lpkf7O2nseQVp4bymNUyovYGzoiI1TPz71SW428y8zbqPLk31Vl1Fe3qYRFxGPCB9r/4JNWIW5CZ566o+2Qrq/7fdAUVFNk3Ir5EZdS+OyrL9v7UPKQvjYj9o668BtVB8pKsEQLfAT4WEedRQcePUxNC75uZn5+u3zURy9Lm6yurN1CjTz5BTQB+ZdvP3wX8JiIuooaKntx7b2b+pe97hzJjr51/MyLmR8TafeVwAUtepRgq23jriFiV6rS8ISIe3j7nOCoAuytwVWZun5nPzMyLACJiraiRBmdRVxd/UmY+LzNvmpYfOgQiYifqCoSfo46772vb0C9pGcpUQPaQdv9mKobw8laHOJZqF7wA+DM1lclgTVekatB/TG6P4pz23vdRw7KOpOZTeXnX+2bSH5M4aRoj2TQbA48d9G+bpPIxS8RymozysQdoesu617vaK+dNqFT0D1JXDNuZCoj0Xzns2e2491+M9Fj2j2Nfq5X1rsC9x/jeodkW+3733el9fXHbHjduj49h5IozT6HSq9ekUvYPoYaG7D3Gd86UicIn89zXv2+v3W53pTKy7jno3+rfcm8rvbrNIVTjchWqc+wgRuYZOhI4pd2/H5WpdwzVQLuy77N+CxzX7p/Xjj/PY1Sdqb3vWEauYrg5fVdQ63vdM4AT2/3VqIbKUe3xY6ng6JPHeN/A5/VZxuPUJxmZ4+h1jGRZPYXWW09dwe4D1FVGz6BN7D/qc2ZURvcklPVJVAfAXu3xt9oxf4t2+yIqa+ICYJdWhne2186lApT3GfWZAx9BwCS2+fo+81NU4/1xfctW4W7M1Tmosujfrqlz8crUXIxHtfPRg0Y9/2Gq7rNaX1l+hZH52j4CvHd0eY/6jJX63jvupOoz8e/uHqNYsi5wKiNZRzu2xw+kzg/XMZIZuRkjGUn3oNoEP6fqWJsNugyGPhNmMkx2Nk1WD/6BVMP3OOqAemRmvjOXHOc+I3ovoubXOTIiHta3eCF1FQqog8sDouamuZO6FOdf2nO/pWaM75XbHRHxwIjYoH32XT31mXltZn69LZ/pcztMZ5bI2u3zZ2KWiOXUof0Ge4CmQf/2wsgcIy8GbqGGIf8P1Tv9RmpugyOoQMjHqOPdhVSHwRLnh8y8pZX1tzLz92P03A98W1zO3teLqaDk5m3ZWsAaLRvrUdQ5YevMvDkr2+igzPxs73N6n59TORZ/GU3Dua//HLcgIs6n6gwfzMw/DWvPtMYXEU/v/Y/79u0fU3MXfYRqkO9HBSqgGgS97eBq6jy3IdXAuiUiDo+IN1HzZy5qx/cnZuaFVIbIle17t4yID1KB7PlUZsjhVLD7yojYqr1u1fZd6wAbR8TTqPmSfkANhSAzv56ZR2bmue09S2QaDWo/nYQskTlRc639Alj0/9s78zA7qmp9v18SDEMIEmYi5KcEkEmGgMwzigKKekGmixi5DF5BQUBA0QsKyIygDAoIguIFAWUMIpMDBC8BIkFmGQVBhMgkQkjW74+1K1056e6kO919Tnd/7/Ocp6vq1Klhd9Xae6+99rcAIrWbVpe0QURMIQdQNoqIXSLimsbjRf+L6J5rJK0h6VxJ90n6iqTRZNTDKHJaDWQ03BZkJO3ZEXEO6UR6gsz6O4WMNB0JTI+ISyPi6botiybPIOjJPl85XvV+fIOcnveB6rvIWSgvt1rEWrmeulZX1VZepSwvSt7LkpERwg9Vvyvf30VGxowrbdRNyTrvvnKKo8kpjlTnaLAj06MWKRkRDyUfugAAIABJREFUr/TyLfcJ3bFR0NYOkjSObC9V2o8Tybpgm4h4ghyUWrr85pmIuLMsv0E6MFcrbaxneuP+ukJ/7sB3hZ4UoK0Ejp+IDPWtOmJ3tbNvf6mI3MnvhLohrtZL5TOJVMJforb7hcCBZfly4J2IWDkixpGG9wJJa5EZQEaRU0QOiIj3R8Q9kQJrS0j6sjIs9ju0TZVpaVxOHdPYuCiV0HySPqEUR/8hGQ1TMZHssK4saf5Slq+S798mEfEm8DAZzlpxUEScEbOKfQ4pv30dOCwiNo2In0bEa718y02l3PeQhm3LSjpW0v2ksPOWEXEUGSGwYtnt1+TztllE7BQR15SO2fxkZ266pDU6OOdQaI1pWdV7qHkT86+E+u8BXgNWL9t+Qr7LPyYdKGvW679Wa0jPgb6q+0aRDoZPRcRWpVM7s1FpWpuG92M82aFG0sqSziDfj9fI6NmtImJHYAFJHyWnIrwtafXI6VXLk//6x8mpZ5uRUQzHR8QPI+LtSGfkULJN+l1JI8o+OwNXRMTBZOdtDKnZczewI3ngt4tj4HzyeTyKbPPuFxGVGPIs99Use9XDduohMmJ5c7Kj/3Rttz1I/RBK+b7VXh0x0Cj3OFrS6mXTZ0gJji3IiIfTSBv2JGVQJSJuJqMiFpK0rqSfkBHN08t+RMSREfFarVOsFrNlPSqTUOv3PUrWGfe2s89Me99MqnZ4uZ7q/7OApNMl3QN8R9L4yIQOl1Hazcppi3WuJKd8HiXpGtIRN6VyBEXE01ET7i/b+kWfriv0hI1qYBxweum/fId0Rl5RjkFE/FdxJM1GRFTTk1uCAWc81csjiu0ZGPWjaBp38rtOZYjlKJFOaVI5TaVFy6n+rjV0Jj0C1MvE7NkuIEce/0U2nu+mLULgcuBDkpaMzCYziVkzh51HOkmeAHaJHIFt75xNbzxCr+nXPQRsKOkDpeN7QESsHRE/jogX6nVKqzSkG2ly3XcKmSr89V6/UdNjqM0pXH8/ziffI8j357nSsZxMRhBVzujfARuQz8jrwHGSPkd2NKaU415HaiDNT75fkrSxUk9p4WK71wP2jYg/k6PTq5bjTya1tN4BbiWz9Bwm6VrymV0kcrDgwxFxUpSIt4Z3dSBFiQyNdOoeT06tWrD6LlKLbpb6L5ocJdObSBohacNyf7uTToDFSd26xcnpfqsDtxWb9Dywn6QxklYhO8VvkM/tL8mIrb1L+VbnaAl9rL7s80k6gizDmeXQCqidzIDK7HoHKaMUtwSeLfXX/wIHKLMyXklmlaNyTNTbixFxJtnGPCdSH+zMvr+75tFLbak9yUQaV9E2mHB1RNxQ27d/DMBFC8wl7MkP2Sm7ivS01+ccPkzbHN/LSKPxCGkoryE7CJCZMm4kM85MLvuNo2F+LDCarOCbfs/dLKelKZoMZX0TstG8Xm3bImT49XBS/2FiVU7l+zPIaR4LtHP8hck5tL8n59G2vN4Dnifscuq58mm8/gXICugecrRhfNl+CXBiWa6yOc68RzLcfkKxUZOALzf7/vrDp9i3y8jIkZPLszOc7HxdSjoop9GW8e9G4JtleSyph1RlDhvTcOyW0TTq4N57XMOnlOc67Xzf7/RC6Nu6b0/6Qd3nzxyfmdGkbtFS5f87qbw/l1CyN5Id8lOAz5X19cnpQSuXZ2hPMmpv20YbQjqRTirHu7PYo/PLd58lR/6r5Qm1311OmxbSamRWqE+3c/0tpz/Wk3aq8V472N5S999LZbpC+ftd0vmzFJnF6cTyDDxJiu+u2vC7j5JRNReVv/u3c+ym6xp1cM991ecbTjoNWkLvqL3nmXSark+2Na8nB+0XIQdDppAOo/8rtmwh0tH6CLDiXJ6z5exIL5dxj9ooYCQ5a2C2DIWt+G7NsXyafQHz+M+1AG3nZeNOfhefodr2VcrfJckRvhMaf1f+7kOGAW9c1jclIxZGlfUxwOiG3/Y/Q+FymlP5zFaxlsriIOAActS5EjDdiWzEbElmh7llDsfeDPh4s++xP33K83YMxSlX234S8K2y/APgqrK8C/BqJ8dryUYTTRCpb/VP43Xjus+fLj4zte3bk47As0mHcyWWejIZxXAhMH/ZNpzsqJ1c+/3VFCd1O8d+L8UpS7Y7fwpcWtaXJkWvlyzrU8ko3sWBv5Ij4EeQI99rdXD8lqk/m2GnaLD9A/1DthPuLrbo4PLs7U1OYazaHucAZ9Z+8yXSKTmi7Du6GdfehXtsdp9vkd64ry6WwWzvNemkPoZM7HRQ+Z8+SxkUKev/B2xe+83C5e+v6jaro3Jv9n33Qbk64U8XP/1i2lVHRMFTixJPmZl7qrKqnqGyzfOEG3A5dUzDVIDp5X1YUNL6kk4ns/IsRo4qrwCMl3QlOfpzGVmhXwe8rzbtYTYi4ncRMaGcs2VTwvYW1f1KGifp6/VtHe1LNhhfjIh3JS1QvhtLRhLcXvYZRjrwiIjLSCdS4/GGVs9/z91Rj9Ln+nWtiOs+My9Uz4ykYZKWqX21JfCLiPhvMrPXbmX7laS20VDgEmUa+fnJTtvSklYr++0WEb+BtmdU0paS9iYjPU6RdGB5Hh8BpkoaGREvkBEUny7HuR74SkT8g3R2rkGKRO8SEZPr96Im6xp1QF/aqYXL8VtGK6Q7dKXeg2wnkM7FzwJBaqo8RUbmrFR2Ow1YRNJ1ku4js/E9FhFvRMQFVRusVafQNKnPV5dJeLVPbrSGpKUknSHpUEkjqvda0jqStqt2Ix1mj0Qmc7qckhykfP8gWZ99oPx2PGl7RpHt0Us6u4YWbv/0JH1po95bjt9vtIDbJVrAizWnDx5RnJvy8ZSZOZeTo0RcTj1RPh4B6ptyHtpg17cBbmMuQsjLc3p2w7Zh5Kj9jaRj4AByqtpQ+sFodaOdr9ntQRtx67rPn574kA6ZL5JaMFeUOm4E2WYcW9vvufLeiBQjXo/M3HgpGd2xEm1RQ6r/LcsLkWnATyXbsGuVZ25VUkPj9FqdMZ4yXY2sNx8py1sz6zS2lhrBtp2a5/Lrcr1H6R+V5+Q04FBKdBwZlfQ8NckNUiR7NgmORlva5GfIfb68jj2Bm2rrY8uzfgM5lfrwsv1G4L9q+30POKu2vjXwIzIZyBWU6X2D8WMb1UPl2OwLmNt/cG27p8yEO/ldeY7a2eZ5wi6nrpTNUmRFfSgworZ9HXJkCjJc9d/UOp3kqM+GZXl1Zu3MjidFnEeRnY4P9cW9tPKnZrs3JxuDU8gU8l8oz+KiZfueZb8O7TXp0HsM2LD8/46hVOrARyhaEf3xwyDX8GnPbuC6z585PzeVfRlS/i5dbMMq5OjzkcUef5rM1jSUdBJ9tHaMOyidMlLv6OKyvD5t09vardNo6+RfTJlGVN7N7xT7tCBZ1+5VvhtBjnYv33CcD5BaNet1pxz6sLwHtZ3qxnM5z/Ve+X430uF0SVk/iEz/PVudRwvpGuE+X/X/GNqwbT/gZtJptnS5z4+X704lHUIrkNMRr6z9bnUyE+Hw2rb30MKOwyaUt7WA56X8mn0B7RS4RxQ7KZt2trmT3/51O0rE5dRTZeQRoN4v4xWB5cryvcDVZfnT5Oh+JXa9P3DR3DxfwL5kA3JKKfexjfvRQaO1yWXh0dcO/qcN21z3+TPH/2HD+ojyd/7yThxY1u+oLS8G/IwUFt6V7HyvR0YJ/Yxshw4lI4/mK7/5CHMfJbIjcEdZFuncvKksH0UKHi9aXWf5O6R2nJnvaZPL1nZq3suwx+q9huNeDtxalof31PX24nPkPt/s5bJg+VxLCntXST5+QE5VnFjep6pdvjjwKLNGz1xPEflvOPZsjqqB+LGN6uXybfYF1ArcI4od34M7+XMuI0eJuJx6onw8AtSccu+tjDwjOtjeUuWNR187KhfXff505XlZhOxEbtDBc3MTxYFY9juBdCweBVxYtg8D/qu2viepkTWBdEZOJR2R8xIl8iCwdllehnQ+bVCWR9WP0Urvqe1Uj5dnT2d5qsp5oXa+axmHAYO8z0c6Do8jHX3r0+aIHgN8nxwA+TYp4j+cnEb1pbLPfsA1DcerxJzvoJ0MeoPpYxvVd5+miWhbgLZjLJrWLT5KGohTIuINSWMl/QE4FthW0uER8TApoPuv2u9uIr3NRMQDpI7BhpIeII33DRHxSkQ8GhH39+UN9RIup06IFMKtxO4WlLQgsANpgyZFipuuCZwnaSKZSWd8RPyFtEtrSFqyHOsB0rn0/trx34mI1yUNqQtV9sP3rdtIWlbSwZI+VNt8EjnKD+moW6mU/QyyjKtn8RlyNG5ryLpD0gclLV6OrYZyfaNsH9ogetwS5V2p6kahbBu0IvWu+0xXqb/zkSK3GwGrSNpE0uWSvilpDGk3niDrQEjR01Gk3bkI2Kg8c++SDqO1JX2gLH+e7LweQCZSWY10Pm1DdjSmklozlV1q992q2abJwH+X5b+TYtt3RcTfau/sjM6O1ZfYTs07fVHvVf+biHizbJ9F6L/37m7OuM+XSLqYjB56kayrDiGFziFFzSeRU++fBs6NiLfJiKO1JI0kHdmjJH1R0laSfg4cKmk+YOeIOLfhfC0piN7T2Eb1PY0F1+soFclnZisp21YGdidD8B4jX66dgKMj4lVJL5Jz1M+MiN+W3ywcmWHnIXKqwmGdnLN6qJpqQLtA1cn/ClBlD7oIeA14TNIaEXGipNtpv5M/MSIekHQOsIukQ8iMHpeUl6BfZ4gplaIa/p8LAkMkXU166LcEjouICZJOBfaUdAU5ivNxcuSH8vd6SV+NiLcj4hZJvyejRl5vOG8rZ2OaDZdTx5QGyOfJkaBTgXsjYlrpaBwKbAH8khxl3okcGXuj/HwKqUvxydrxVo2IByW9RDYGzgWIiO3bO/9grXAKVbaLpyVNKbb5UUlVtourJVXZLt4hy/0ESd+MiD9JuhP4vDKTxS5k1MFOkl4p5Toz2wXwWkS83kq2vzToZjQ0dEaS0Qzvkp3cZyNinKSdgCMlPUU2bA6EtgxDtQ7DK8CZyuwfC1UN6H6I6z7TJco7UH+/ryfrtc3JgZDlgB9HxNZKp/+25NTiSZIOAzaKiFMlvUG2Q38EPA7sGhFPKLMxrUE6m54B3ixtz5tI+zO1nPduYHtJKxV7NrQdu1PVi8eQaaGrjv0LPVYgPYTtVI/TjHqv6e0M9/lm435g2Yg4U9IIMhJy6eLo2p+0X5eS9qZyBj1CRiptFhHXSTqCdCbuQr5vF0fENFIsfRZatAx6BNuoJhO9H07mKTOdl4+nzMxb+XmesMupq2VxMfAPsuI+mgwj3qV8Nx7YixQw3ZusfAD2IMNYRwLLkxpIXyRHjH5OZlaYj2wYNJ6v35RNL5S1s11E+/aWQa7h057dwHWfP3N+ZoY0bBtBdiZvKrZ7KVKf7uTab14l24v/rzxfHyrf/YqMangvGUm7C3AwtTYl2cZ8sSwvS0YPLUjqtNxI2/SRJYAzgS/WfvtBYPHquWv1usB2qufKkUFa7+E+35zKZyHSwVetn09bHXdV+R+vUPt+wfKbY4HTG5+pwfaxjWqdT19MYfOUmU4IT5npEEkrSjpOGYa+fgnRRNIYSd+XNIVMy70lOXpxLm0jzFPIqJINI2LviLi7RIn8A6iiRICMEinP4CzU/zetjMupy9wPTI6IM8lMOpOZdQRoDDkCNJ5ZR4DeIkeAniHLc0myMXgncHBETIuIQTUCNCeiIGlpSYvU7M7vSDs1prb7uaQ9G052zF6RtGY5zv+Q8/s3B56KiA9HxK4R8QfI0ckSKXAVGRGwXUR8ISL+2Sc32gElCnAWeytpZUnHACeToeoTgQ+RugavkqHt1ejrhyPiJLLT/C5Qjb52dk6Vc05vZTvvus/MDZKWKX+rSIYZte+Gkp2E1UjNkMsj4kVy8ONZSaPK/ncC+0bEU+T7do6k3wIvk5oj/4qI68l256bA2Np79CgwtUSJPE/WBX8m640lyCiRNSPipXKeHSUdWUawJwBjyrVH7XlftkSStAS2Uz3LIK/33OfrhMjphfdKOk/S2eTU2A0kvYcUaB5a6jgk7QUcVH5zBan7Vx2nirgZLFPUbKNajehZz6BHFDsuG4umda28HCXicuqtMvMIUM+XqbNdhEdfOygT133+dOe5+RipD3RkbduWxW58o7wPw0mB3UogtcrMtBsZXbtaWd8BmFqWh5djr123KcWGDcFRIoPSTnWzHAd1vYf7fN0tt+1JnavdSMfHVcAtpTxPLfZjMhlNs0Wzr7dJZWQb1eKfHo1ACo8otossmtYdHCUyd7icukh4BKhHUAFmjrhWtn+VsrwoGTq8ZETsGBEPVb8r399FNgbGRURI2pTUGLmvnOJo4LvV+co+s4iCRk1bIYrIYZPx6GsN131mHlgZ+CbpCELSJ8k67VJyUORoMnPZzRQ9oRq3kVMYVgaIiOuAXylFst+OiBsj4r5iU5apokQio5V6M0rkFRwl0q9xvdeG+3zdIzLacSqZgW9iRHyGfM/OIsX5vwFsGRn1f3vzrrSp2Ea1OOrOe6iuCdDeTBGgjYizJO0HbB/tC9DeQYpdztIo7O9IOhT4WERsozbRtDfJ+fJ3kV7mdUmv6ISIOE7SusDngJsiRdM2IUXTtqRNNO3VJtxOnyBpIeBvETGyrJ9PjlZMkHQV8D4yc0nV0V+QHA06khQ+O7hsb3lB53nB5dQ9JG1P6kHtQWZcOIzscHyEDIcdTY5uPEdqadzelAttQeqN59q2BYDjyRS6TwLXR8SFki4Bno+IwyUNixTBVGkUjyIr+o8D08hO4MWRztCWR+2I1Jf6bWfSvu9HjkT/NdpE6rcFdiQjILaKiP8ov1udrAdWKk4UikOzX4rUV7juM3Oi2JMhtY5oZR9+RUYJ/ZWcarAtKRT8OGlr7idHqD8OLBYRB5XfbxwRd0g6lpzKdjkwrXb8KoLjY2QbdnPgiFpHfygppH0bOWjwdrmeXwMnRSaQuJAU0z6gfs21expKCmZHZeua1dG3neoZBnO95z5fzyPpF8A/I2Kfsr4MQET8rbZPe4lwBhy2Uf2U6HpYmafMdL3MPGWme+V2e3luzi7P3DFkSOsngHtq++0FfL0srwWMHYjPkcupx8vtZWYNjb2WHK1YghxBW7TZ19gqH9oRESz2/CAytfV2wFfL9p3IaSVbktFdt8zh2JtV9rC/frBIfUfl4rrPn/aeCzX+T8tzvgU57WUxMsX5jdU7UWzzw6Tzcd3a78aQo84XkhFtE8gohmHtnLea0rYkmenqhMbrKn/3AU4DNi7rm5Y6dlTtnKMbr7/Z5ToX5W471bXyGvT1Hu7z9Va5bgB8r9nX0Wof26j+8xlG13EKwi4SEW9KulfSeeSIw6eA5yTdQjZ6jo5Zp8yMjojjlenU36gdZ+aUmYFQLnPBybRFiVxCRolMIKNEtpD0v9SiRAAiYnJ7Bxrg5eVy6h63klkb9inr+wJEiqG+BINnBKg96qMzUQtTJ1Na70rOIb+XnDr5OWC8pI3JtNmXkc6Bt4ETJa0YEY+1d56I+F3tnDPTsvbajXWRLo6+7kQZfS0/nwIsH+2PvlYi9edCitS3d/5ogVTM3cV1n6lT2ZT6+y1pYXLKxvbkFJZpZETQ1ySdA6xHOo6eI7VBjqu9f2tHxK8k7Up2yM4iB02q50Wk1szMKBFJVZTIZaQjiypKpHapV5JRIkdJqkeJvAIQEU833luz31PbqZ7B9d5suM/XC0TEXWQU7qDBNmpg0eUpbPKUmW4hT5npFpJeBsZExBtl/VrSC/0tcnTjlYiY2sRLbAlcTl1H0gbArlGmPphEJdtRw7aVgd3J0Z7HyIbfqcBnIjP3fZZsABwWEb8tv1k4Ur/gV8BjEXFYJ+dsyfpAqeGzHSnyPApYlazvLpM0nhTCvJJsGB8dEctJ2oNsCB1Caj5cCvyMbFTvQ+qP7QcsEQ06YwPRQeK6zzQiaRXSmXg72eH+FHAdsDAZxXFBRHxb0oFkBEOVlvlrZBvzHVIg9Woy4vadBqfUImR0xLvAE+Ro9GmSdiLbooeW4x0YEVt3cp2bke3WCT139z2P7dS843qvfdzn6z2KE47BUC62UQOP7mog3U4a02nAZ8lRn+PIOYlHR8S4sl99RHEtck7s4w3HGjT/ZHfyu448T3iucDmZ7iJpKTLz0LOkkHFln9YBlo6IGyR9kBRo/1oUrQZJDwJ7R8RE5bzzo2nTgBhPRgQcSTa+549+KFgoa/j0CK77Bh8ddRglfZMU2r2VdBQ9rhRMP4mM8vgLqXV0LDAMOAo4PyJ+qxSx3oZ8366IiLdqx+0sSmRfcprDcrQlQ3gb+DOwQ0dRIg3X3bJRIrZTXcf13tzjPp+ZV2yjBh7ddSB5RLEbuJPfdRwlMne4nLrHYBoB6ghJewJ7RsRHy/pY4CLgNcqoa0ScKOlGstN2ftnve2RK9i+V9SpEfSNyysklEXF1X99PT+LR157Bdd/goDGKo9jX+SLinfL/XYJsI54WtWnUyilA34mIrcr6k8BREfEzST8htZCuAKY3HH8IOR3CUSK2U13C9d7c4z6fmVdsowYe3XIggUcUu4M7+caYZtJeJ13OdtEpHn2dd1z3DS5qDprzgPsi4uyyfQPgf0i9CoB3IzUwVgWuITNTrQ0cDvyC1PQ7ioxKcpRIJ9hOdYzrvXnHfT4zr9hGDSzmxYHkEUXTJzhKZO5wOZmuUEZ4IIU/Vwd+HBHfkfQDUpPkWeBBsuN2t6TFgTuBTSLi7+UY1wOHRMTDDcceMLbfo6/GzJnSiR5KRnG8GxF7SDoMeCkiLqrtNwUYHxGTyvpCZHac/cl37E/AD4rNcZTIXGI7NXe43use7vOZecU2amAxLw4kjyh2A3fyjTG9jbqW7eJmSraLiDirjMxuH+1nu7iD7HydyyDCo6/zjuu+gYdSk2gTshOwVkR8q7wb7wG+STptfh+ZKW2+YoO+RkYZ/REYQ2Y4O5ScejZfRPy7dnxHiXSBwW6nXO/1Hu7zmZ5gsNuogcSQ7v4wIu6yIek6UWj2dRhjBibKbBcTgRfJkdRDaJsyshUwCdgQeJocZX2brMDXUorZTgBGSfqipK0k/Rw4VNJ8wM6NjWiluOxA51bg9Nr6vsC3I+KliPhLREyVNGSQlEW3cN3XP6kcfw3b1i2L25Ad9oeBj0haGniSjA5aFtgYGAtQOvIiha1PB1YBXiYjOZ6NiOkR8e/yHi1UIkV2AFYAJkXEC8CawHmSJpJZecZHamZcBqwhaclyrgeAB4D3V9ccEe+UaXWzvKcD7JkctHbK9V7v4j6f6SEGrY0aaHTbgQTZsGivcWGMMaZp3A9MjtQDOYXUB1m62Or9yVH/S8k011Wj+BEyJepmEfEMcASwJDkqdCdwcERMi4ZUqQCDJFz9VDIKAsiw/Xroftk2Y5CUhRng1Nt1lYNF0hLl72HA9SWqYz7g4Yh4EPgtaV8eJaOJniFtzQbld3uSqZdXJKOGFgV+Q3b4kTRG0vfJKWyHk5l2diJt1CvlcqaQUSUbRsTeZYrRqhHxD+Al2hwGRMT2jVOMyvaB/J4OZjvleq+XcZ/P9ACD2UYNKLo9hc0YY0zrIWe7MMZ0kfbed0kLAJuRuhTvAy4AVgN+SE7/GQbsEBE7SVqO1LRYEbgqIs6TdCepZ7EnOc3tZGA74NtkuubVSO2iy5Ti1jPI9My7kKKqy0nag5x6dAgZdXQp8DOy878P6QDYD1iisaMvC60OGlzvGWNM3zFPEUjGGGNai4h4E7hX0nmSziaFQTcoGiAXAkNrjei9gIPKb64gs2JUx6kiDxxKjEdfzcCjTBU4Q9LiERHlEX+PpE8qs5stA2xPRnc8TEYG3VzWR5CaFWtLGhERzwI/Jp09K5RTfB74z4j4d0S8yOxRIvfhKJEeZbDaKdd7xvQPBquNGmg4AskYYwYYcrYLY0w7FJ2g9Um9mH8CpwEXk5nNniedP7cA/0sKD18N7FT0gx4ATgSWIzVj9iMdTJ+KiHvK8TcDHi2aRdU5VRxUjhIxvYbrPWOM6RuGNfsCjDHG9CwRcb2kqcC1kdkuPqPMdnEWznZhzGBmHLBtRFwraQXgX8C7pJPmnoj4gaS7SMHhxchIo42AXwNnktPG/h4Rx0u6FfhwOQYAEfG7xhNWzp6IeFPSvZLOA6aRUSLPSbqFjBI5uiFKZHQ5zxXAG43H8xQ1U8f1njHG9A2OQDLGmAGIpF8A/4yIfcr6MpCihbV9hpD1gDthxgwCJC1LahRV4ta/JzWHhgPHkxpE8wGbAvcA/wHcUBxLI8moji9HxCKdnKPDCCFHiZjexPWeMcb0PtZAMsaYgYmzXRgzyOgsBXJx7DwPPCRpnbL5bmCriHiSzIr2dVJj6AIy+9m2pLg1EfEacAKpjTRTJ6Z0yGfS2fSyiLgeqKJEJkbEZ8gIprPKsb8BbFmyqN3e9RIwgxzXe8YY08s4AskYY4wxZoAhabGIeFnSfMDKEfGApLHA7sDlwF+AfYEXIuLK4gj6OalrtGFETJF0NXBORNzYcOwhETGjm9flKBFjjDGmn+IIJGOMGaA424UxA5cSbaSGbWMl/VjS48BeZfNmwJfK8t+BdYHnI2IasBrwImRkBvA9Mjva6LJtx0bnUW3f7uIoEdNruN4zxpjexRFIxhhjjDH9hEaNoVqk0RAyzf004EcR8WoHv/8lcF5E3CDpWOCdiPh2+W62yCJJwyLi3V67IWOMMcb0GxyBZIwxxhjTokgaKWktSYtAagxJWkjSJpJ+A/xa0jeK42dtUsPoPyXtIGnddg55M7BUWZ4ILF59UTmP6jpKveE8cpSIMcYY0z+xA8kYY4wxpoUoTqPKyTMc2Bn4sKTtJY0GfgkcTmYu2wL4tKTdgCNJkephwHjgDElrlmN+uRxveeCxsjwN+FmjM6e3p49FoTfPYYwxxpiexw4kY4wZGg4eAAAJG0lEQVQxxpgWQdIwYEtgw7LpNWBz4BLSQfQ6mTFtIeDhiHgDOB7YLyIej4jjI+IMYE9S86jSG3pf+Tsf6TgiIm6KiD/amWOMMcaYucEOJGOMMcaYJiBplKTh9QigMmVsBeB/JD0B7Ar8Avg1sHNEvAbcBLwLVFPNrgVWKsfbTNJPgT8CzwAvleN+rfz9akT8sXYNnkpmjDHGmLnCDiRjjDHGmOZwA7Br0TUaJWntsv1f5NS1syLiJ8BFwAxgA0kLRMSfyMiirxZtpI1IbaOpwL+B64GNIuIrdTHtIrRNg8PK0UfGGGOMmSuGNfsCjDHGGGMGE7XMZhcBuxeHzreApyT9MiK+L2l+YKikkRHxqqRngVWAa8phrgP2A44FNgVOL86g/yufmQ6jShy79tdOI2OMMcZ0GUcgGWOMMcb0IbXMZpcAKwGrASsDXwW2k7Qq8ADw/8r3ALeTAthnSjoBuIvUQ7o8ItYqkUpAW4RRRMyonEbGGGOMMfOKHUjGGGOMMT1A5biRNE7S1+vb2tl3SES8CdwJLBAR08jsaJOAXYCJ5LS1dSWtB7wI/BR4DzApIv5MOpDWlTS0ijYCRxgZY4wxpnewA8kYY4wxZh4oDpxVao6bRYGPSFqsE2dO5Vi6HKhrH91KZmB7C/g5sDvwfeA9EfGHiNgnIq4o+58B/DEipjvSyBhjjDG9jR1IxhhjjDFdoBZptLmkC4DJwEWSviBpQeAe4Algu7LfbO2tiJhe/l4NLCpp7eJsepjMrrZ1RNwFfCIiNoiI+2rnH1Z+e1tE3Nmb92qMMcYYU2EHkjHGGGPMXCJpReB9ZfV0YPGIWAM4AdgG2DgipgJ3A1tDm3h1O8caWhYnA/9dlv8O7BERv5GkIqCt2r51DSVjjDHGmD7DDiRjjDHGmLnncODssnwe8HZZvolsV00t63cDi0laCWZxFtWpprcdA1wKGZkUES+U5aj+VhFLxhhjjDHNwg4kY4wxxph2kLSspIMlfai2+SRgvbJ8NbBSmbY2A3gvqWME8AzwJG1RSNMlfVDS4uXYouggRcQjEXFbr9+QMcYYY8w8YAeSMcYYY0z7vAVsCoytdI8i4lHgn5J2jIjngUeAP5PT0JYATpC0ZkS8RGZY21HSkZImAxOAMSUD28yoouKoem/f354xxhhjzNxjB5IxxhhjBj1FZ0j19aJlNAlYnXQOVVwIHFiWLwfeiYiVI2IccB9wgaS1gD8Bo4A1gQMi4v0RcU9EzJC0hKQvS/oDcGzv36ExxhhjzLyhjrPLGmOMMcYMLiQtDbwVEa+W9U2AvYGzI+Lusm0R4FFgeWAYcDOwf0T8qXx/BpmF7UcR8VbD8RcGvgesBPwQuCYiXuuLezPGGGOMmRfsQDLGGGPMoKFEGQ2pTR8bSkZkfwxYEdgcOCIiHqp9/yPgNuAK4O2ICEm/Bk6KiFskXQi8GREHVOeIWgOrHCMoetiSRkXEK311z8YYY4wxPYGnsBljjDFmQFOfntagPbRKWV4UuBJYMiJ2rDmPVL6/C1gHGFccQJuSItn3lVMcDXy3Ol/ZZ0htfXpEzKhlVbPzyBhjjDH9jmHNvgBjjDHGmN6g7jSqbVsAOB7YDHhS0vURcaGkyyhZ0SQNi4h3a4e6EvhP4ChJ04BlgYsrR1BEPN147oiY0Uu3ZYwxxhjTFOxAMsYYY8yAoUwXm1EijaJsGwl8AXiX1CZ6NiLGSdoJOFLSU6ST6ECAynnUEDF0ZsmktlBETOjj2zLGGGOMaTrWQDLGGGNMv6ZRc6hsWxBYA9iVFKy+FzgF+BywLymCvRypa3QW8DbwZ2CHiHhsLs4501HVg7dijDHGGNOyOALJGGOMMf0SSUPq2kJl28rA7sDiwGPARGAn4OiIeFXSi8BbwJkR8dvym4Uj4l1JD5HOpcM6OafqOkrGGGOMMYMFi2gbY4wxpl8gaSlJZ0g6VNKISmdI0jqStqt2Aw4HHomI70XE5cDrtA2aPUgKYH+g/HY8cIqkUcDXgEs6uwZHHBljjDFmsOIIJGOMMcb0Fz4KrBIRXwGQNBa4CHgNeEzSGhFxoqTbgX/VfncTKYI9MSIekHQOsIukQ4CHgUuKzpGzoxljjDHGdIA1kIwxxhjTckgaQrZTpte27QfsDLwJ7Ad8AvhrREyQdCqwLbAj8DFgq4j4j/K71YHrgZUi4u2y7T3A8Ih4veG8s+kpGWOMMcYYT2EzxhhjTAtStI2mQwpiF1HsHYAVgEkR8QKwJnCepInAe4HxEfEX4DJgDUlLlmM9ADwAvL92/Hci4nVJQ4ogdrXdziNjjDHGmHbwFDZjjDHGNA1JKwKfB1YETgXujYhpksYAhwJbAL8E/kiKYR8EvFF+PgVYPiI+WTveqhHxoKSXgM8A5wJExPbtnb/SUTLGGGOMMZ3jCCRjjDHGNAVJF5NZ0l4kxa0PIZ0+AFsBk4ANgaeBc8v0s78Ca0kaCUwARkn6oqStJP0cOFTSfMDOEXFuw/mGYowxxhhjuoUdSMYYY4xpFvcDkyPiTOAUYDKwtCQB+wNjgEuB8ZRIIuAR4C1gs4h4BjgCWBL4FnAncHBETIuI5xtPVtdTMsYYY4wxXcMi2sYYY4xpCpIWAv4WESPL+vnAlUUU+yrgfcBuRdeIooMk4EhgoYg4uGy38LUxxhhjTC9jDSRjjDHGNIWIeFPSvZLOA6YBnwKek3QLcCFwdM15tBcwOiKOl3QFbTpIM4WvJQ11lJExxhhjTO/gCCRjjDHGNA1J2wPXAnsATwGHAYsAHwFOBkYDHwSeA06OiNubcqHGGGOMMYMcO5CMMcYY01QkvQyMiYg3yvq1pFj2t4CRwCsRMbWJl2iMMcYYM+ixA8kYY4wxTUXSL4B/RsQ+ZX0ZgIj4W22fIWS7xVPUjDHGGGOagLOwGWOMMabZnAq8Wa1ExN/qzqOybYadR8YYY4wxzcMRSMYYY4wxxhhjjDGmUxyBZIwxxpimo0Kzr8MYY4wxxrSPI5CMMcYYY4wxxhhjTKc4AskYY4wxxhhjjDHGdIodSMYYY4wxxhhjjDGmU+xAMsYYY4wxxhhjjDGdYgeSMcYYY4wxxhhjjOkUO5CMMcYYY4wxxhhjTKf8f9ByyS9sELmoAAAAAElFTkSuQmCC\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": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}