Newsletter.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>.container { width:100% !important; }</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "import os\n",
    "from IPython.display import Image, display\n",
    "from PIL import Image\n",
    "from jupyterthemes import get_themes\n",
    "import jupyterthemes as jt\n",
    "from jupyterthemes import jtplot\n",
    "from IPython.core.display import display, HTML\n",
    "display(HTML('<style>.container { width:100% !important; }</style>'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.chdir(r'C:\\Users\\bruna\\IronHack\\Project Refyld\\Refyld\\données')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = pd.read_csv('unsubscribed_members_export_71a9411d9b.csv')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Email Address', 'First Name', 'Last Name', 'Address', 'Phone Number',\n",
       "       'Birthday', 'MEMBER_RATING', 'OPTIN_TIME', 'OPTIN_IP', 'CONFIRM_TIME',\n",
       "       'CONFIRM_IP', 'LATITUDE', 'LONGITUDE', 'GMTOFF', 'DSTOFF', 'TIMEZONE',\n",
       "       'CC', 'REGION', 'LAST_CHANGED', 'LEID', 'EUID', 'NOTES', 'TAGS'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = pd.read_csv('subscribed_members_export_71a9411d9b.csv')\n",
    "df2.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "    .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>Email Address</th>\n",
       "      <th>First Name</th>\n",
       "      <th>Last Name</th>\n",
       "      <th>Address</th>\n",
       "      <th>Phone Number</th>\n",
       "      <th>Birthday</th>\n",
       "      <th>MEMBER_RATING</th>\n",
       "      <th>OPTIN_TIME</th>\n",
       "      <th>OPTIN_IP</th>\n",
       "      <th>CONFIRM_TIME</th>\n",
       "      <th>...</th>\n",
       "      <th>GMTOFF</th>\n",
       "      <th>DSTOFF</th>\n",
       "      <th>TIMEZONE</th>\n",
       "      <th>CC</th>\n",
       "      <th>REGION</th>\n",
       "      <th>LAST_CHANGED</th>\n",
       "      <th>LEID</th>\n",
       "      <th>EUID</th>\n",
       "      <th>NOTES</th>\n",
       "      <th>TAGS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>cherrytomato264@gmail.com</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>2020-11-12 10:02:06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-11-12 10:02:06</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-11-12 10:02:32</td>\n",
       "      <td>1324844776</td>\n",
       "      <td>221586fedf</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>florine.dreux@yahoo.fr</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-01-06 22:22:32</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-01-06 22:22:32</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fr</td>\n",
       "      <td>ara</td>\n",
       "      <td>2021-01-06 22:22:33</td>\n",
       "      <td>1341514960</td>\n",
       "      <td>96cf6adbf7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\"Membre Ulule\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>phigallic@free.fr</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>2021-03-10 14:52:03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-03-10 14:52:03</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-03-10 14:52:03</td>\n",
       "      <td>1362066076</td>\n",
       "      <td>37f129065a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\"Membre Ulule\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>sg_mei@hotmail.com</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-03-21 18:40:29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-03-21 18:40:29</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-03-21 18:40:30</td>\n",
       "      <td>1365829892</td>\n",
       "      <td>e81a2ad30a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>lucas.bonetto@yahoo.fr</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-03-10 14:52:05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-03-10 14:52:05</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fr</td>\n",
       "      <td>pac</td>\n",
       "      <td>2021-03-10 14:52:05</td>\n",
       "      <td>1362066504</td>\n",
       "      <td>ab062061ec</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\"Membre Ulule\"</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",
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       "      <td>...</td>\n",
       "      <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>1739</th>\n",
       "      <td>jltt.person@gmail.com</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-03-10 14:52:02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-03-10 14:52:02</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>de</td>\n",
       "      <td>by</td>\n",
       "      <td>2021-03-10 14:52:02</td>\n",
       "      <td>1362065936</td>\n",
       "      <td>6e5345dd01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\"Membre Ulule\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1740</th>\n",
       "      <td>astridedarmon@yahoo.fr</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-03-25 08:55:35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-03-25 08:55:35</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-03-25 08:55:36</td>\n",
       "      <td>1365946136</td>\n",
       "      <td>b61a5f1440</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1741</th>\n",
       "      <td>jambon@voila.fr</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-06 17:07:08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-11-06 17:07:08</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-03-19 13:06:17</td>\n",
       "      <td>1324348708</td>\n",
       "      <td>c25eeca11f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1742</th>\n",
       "      <td>jeremyroche@free.fr</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>2021-03-10 14:52:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-03-10 14:52:00</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-03-10 14:52:00</td>\n",
       "      <td>1362063812</td>\n",
       "      <td>df5979534e</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\"Membre Ulule\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1743</th>\n",
       "      <td>adeline.herzog@neuf.fr</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>2021-01-19 15:55:35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-01-19 15:55:35</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-01-19 15:55:35</td>\n",
       "      <td>1341651504</td>\n",
       "      <td>d1de1ad744</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1744 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Email Address First Name Last Name Address  Phone Number  \\\n",
       "0     cherrytomato264@gmail.com        NaN       NaN     NaN           NaN   \n",
       "1        florine.dreux@yahoo.fr        NaN       NaN     NaN           NaN   \n",
       "2             phigallic@free.fr        NaN       NaN     NaN           NaN   \n",
       "3            sg_mei@hotmail.com        NaN       NaN     NaN           NaN   \n",
       "4        lucas.bonetto@yahoo.fr        NaN       NaN     NaN           NaN   \n",
       "...                         ...        ...       ...     ...           ...   \n",
       "1739      jltt.person@gmail.com        NaN       NaN     NaN           NaN   \n",
       "1740     astridedarmon@yahoo.fr        NaN       NaN     NaN           NaN   \n",
       "1741            jambon@voila.fr        NaN       NaN     NaN           NaN   \n",
       "1742        jeremyroche@free.fr        NaN       NaN     NaN           NaN   \n",
       "1743     adeline.herzog@neuf.fr        NaN       NaN     NaN           NaN   \n",
       "\n",
       "      Birthday  MEMBER_RATING           OPTIN_TIME OPTIN_IP  \\\n",
       "0          NaN              3  2020-11-12 10:02:06      NaN   \n",
       "1          NaN              4  2021-01-06 22:22:32      NaN   \n",
       "2          NaN              2  2021-03-10 14:52:03      NaN   \n",
       "3          NaN              4  2021-03-21 18:40:29      NaN   \n",
       "4          NaN              4  2021-03-10 14:52:05      NaN   \n",
       "...        ...            ...                  ...      ...   \n",
       "1739       NaN              4  2021-03-10 14:52:02      NaN   \n",
       "1740       NaN              4  2021-03-25 08:55:35      NaN   \n",
       "1741       NaN              1  2020-11-06 17:07:08      NaN   \n",
       "1742       NaN              2  2021-03-10 14:52:00      NaN   \n",
       "1743       NaN              2  2021-01-19 15:55:35      NaN   \n",
       "\n",
       "             CONFIRM_TIME  ... GMTOFF DSTOFF TIMEZONE   CC  REGION  \\\n",
       "0     2020-11-12 10:02:06  ...    NaN    NaN      NaN  NaN     NaN   \n",
       "1     2021-01-06 22:22:32  ...    NaN    NaN      NaN   fr     ara   \n",
       "2     2021-03-10 14:52:03  ...    NaN    NaN      NaN  NaN     NaN   \n",
       "3     2021-03-21 18:40:29  ...    NaN    NaN      NaN  NaN     NaN   \n",
       "4     2021-03-10 14:52:05  ...    NaN    NaN      NaN   fr     pac   \n",
       "...                   ...  ...    ...    ...      ...  ...     ...   \n",
       "1739  2021-03-10 14:52:02  ...    NaN    NaN      NaN   de      by   \n",
       "1740  2021-03-25 08:55:35  ...    NaN    NaN      NaN  NaN     NaN   \n",
       "1741  2020-11-06 17:07:08  ...    NaN    NaN      NaN  NaN     NaN   \n",
       "1742  2021-03-10 14:52:00  ...    NaN    NaN      NaN  NaN     NaN   \n",
       "1743  2021-01-19 15:55:35  ...    NaN    NaN      NaN  NaN     NaN   \n",
       "\n",
       "             LAST_CHANGED        LEID        EUID NOTES            TAGS  \n",
       "0     2020-11-12 10:02:32  1324844776  221586fedf   NaN             NaN  \n",
       "1     2021-01-06 22:22:33  1341514960  96cf6adbf7   NaN  \"Membre Ulule\"  \n",
       "2     2021-03-10 14:52:03  1362066076  37f129065a   NaN  \"Membre Ulule\"  \n",
       "3     2021-03-21 18:40:30  1365829892  e81a2ad30a   NaN             NaN  \n",
       "4     2021-03-10 14:52:05  1362066504  ab062061ec   NaN  \"Membre Ulule\"  \n",
       "...                   ...         ...         ...   ...             ...  \n",
       "1739  2021-03-10 14:52:02  1362065936  6e5345dd01   NaN  \"Membre Ulule\"  \n",
       "1740  2021-03-25 08:55:36  1365946136  b61a5f1440   NaN             NaN  \n",
       "1741  2021-03-19 13:06:17  1324348708  c25eeca11f   NaN             NaN  \n",
       "1742  2021-03-10 14:52:00  1362063812  df5979534e   NaN  \"Membre Ulule\"  \n",
       "1743  2021-01-19 15:55:35  1341651504  d1de1ad744   NaN    \"Newsletter\"  \n",
       "\n",
       "[1744 rows x 23 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
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   ],
   "source": [
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
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   "outputs": [
    {
     "data": {
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       "0"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2['CONFIRM_TIME'].isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "df1.drop(['First Name', 'Last Name', 'Address', 'Phone Number','Birthday', 'GMTOFF', 'DSTOFF', 'CONFIRM_IP', \n",
    "          'CC', 'UNSUB_REASON_OTHER', 'NOTES', 'TIMEZONE', 'OPTIN_IP', 'REGION', ], axis = 1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2.drop(['First Name', 'Last Name', 'Address', 'Phone Number','Birthday', 'OPTIN_IP',  'GMTOFF', 'DSTOFF', \n",
    "          'CONFIRM_IP', 'CC', 'NOTES', 'TIMEZONE', 'REGION', 'LATITUDE', 'LONGITUDE', 'LEID'], axis = 1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Email Address</th>\n",
       "      <th>MEMBER_RATING</th>\n",
       "      <th>OPTIN_TIME</th>\n",
       "      <th>CONFIRM_TIME</th>\n",
       "      <th>LATITUDE</th>\n",
       "      <th>LONGITUDE</th>\n",
       "      <th>UNSUB_TIME</th>\n",
       "      <th>UNSUB_CAMPAIGN_TITLE</th>\n",
       "      <th>UNSUB_CAMPAIGN_ID</th>\n",
       "      <th>UNSUB_REASON</th>\n",
       "      <th>LEID</th>\n",
       "      <th>EUID</th>\n",
       "      <th>TAGS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ac.dcroue@hotmail.fr</td>\n",
       "      <td>2</td>\n",
       "      <td>2020-11-24 13:39:40</td>\n",
       "      <td>2020-11-24 13:39:40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-02-04 13:15:32</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1326473692</td>\n",
       "      <td>0a3ee08126</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>audrey.lattion@hotmail.ch</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>46.53</td>\n",
       "      <td>6.6200000</td>\n",
       "      <td>2021-02-04 13:08:59</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1341651080</td>\n",
       "      <td>a6f33c0d2f</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>mv30@free.fr</td>\n",
       "      <td>2</td>\n",
       "      <td>2021-01-19 15:55:34</td>\n",
       "      <td>2021-01-19 15:55:34</td>\n",
       "      <td>43.87</td>\n",
       "      <td>4.3800000</td>\n",
       "      <td>2021-03-30 14:38:18</td>\n",
       "      <td>La news qui vous dit enfin tout</td>\n",
       "      <td>e112709bb8</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1341651448</td>\n",
       "      <td>c987a1f230</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>elodie.migot@me.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2020-10-29 11:21:07</td>\n",
       "      <td>2020-10-29 11:21:07</td>\n",
       "      <td>47.21</td>\n",
       "      <td>'-1.5000000</td>\n",
       "      <td>2020-11-15 22:01:07</td>\n",
       "      <td>Ce week-end, vous avez le droit.</td>\n",
       "      <td>cf7546408b</td>\n",
       "      <td>OTHER</td>\n",
       "      <td>1322611396</td>\n",
       "      <td>ea10d7c641</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>anastasia.sokoloff@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:31</td>\n",
       "      <td>2021-01-19 15:55:31</td>\n",
       "      <td>48.83</td>\n",
       "      <td>2.4500000</td>\n",
       "      <td>2021-03-01 16:09:13</td>\n",
       "      <td>Semaine de lives + ZW Guide</td>\n",
       "      <td>70dd4d04b4</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1341651216</td>\n",
       "      <td>a43ae2b2ae</td>\n",
       "      <td>\"Newsletter\"</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>camille.c@hotmail.fr</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:37</td>\n",
       "      <td>2021-01-19 15:55:37</td>\n",
       "      <td>48.89</td>\n",
       "      <td>2.3100000</td>\n",
       "      <td>2021-02-18 12:55:02</td>\n",
       "      <td>5 documentaires pour s'inspirer</td>\n",
       "      <td>67147fe60c</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1341651640</td>\n",
       "      <td>24c2a2a06a</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>raynaud.fab@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2020-11-11 08:39:33</td>\n",
       "      <td>2020-11-11 08:39:33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-11-15 12:08:49</td>\n",
       "      <td>Ce week-end, vous avez le droit.</td>\n",
       "      <td>cf7546408b</td>\n",
       "      <td>NOSIGNUP</td>\n",
       "      <td>1324686480</td>\n",
       "      <td>4ffb4f9f51</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>roxane.makpopan@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-03-10 14:52:05</td>\n",
       "      <td>2021-03-10 14:52:05</td>\n",
       "      <td>48.83</td>\n",
       "      <td>2.4500000</td>\n",
       "      <td>2021-03-30 14:00:04</td>\n",
       "      <td>La news qui vous dit enfin tout</td>\n",
       "      <td>e112709bb8</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1362066496</td>\n",
       "      <td>7d94b178fb</td>\n",
       "      <td>\"Membre Ulule\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>puce_746@hotmail.fr</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:29</td>\n",
       "      <td>2021-01-19 15:55:29</td>\n",
       "      <td>45.12</td>\n",
       "      <td>5.8100000</td>\n",
       "      <td>2021-02-04 12:07:09</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1341651016</td>\n",
       "      <td>84f8c2d0dc</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>geraldine.roquier@gmail.com</td>\n",
       "      <td>2</td>\n",
       "      <td>2020-11-13 13:30:04</td>\n",
       "      <td>2020-11-13 13:30:04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-03-01 16:07:50</td>\n",
       "      <td>Semaine de lives + ZW Guide</td>\n",
       "      <td>70dd4d04b4</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1325469968</td>\n",
       "      <td>932fc76d2a</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>94 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Email Address  MEMBER_RATING           OPTIN_TIME  \\\n",
       "0           ac.dcroue@hotmail.fr              2  2020-11-24 13:39:40   \n",
       "1      audrey.lattion@hotmail.ch              3  2021-01-19 15:55:30   \n",
       "2                   mv30@free.fr              2  2021-01-19 15:55:34   \n",
       "3            elodie.migot@me.com              3  2020-10-29 11:21:07   \n",
       "4   anastasia.sokoloff@gmail.com              3  2021-01-19 15:55:31   \n",
       "..                           ...            ...                  ...   \n",
       "89          camille.c@hotmail.fr              3  2021-01-19 15:55:37   \n",
       "90         raynaud.fab@gmail.com              3  2020-11-11 08:39:33   \n",
       "91     roxane.makpopan@gmail.com              3  2021-03-10 14:52:05   \n",
       "92           puce_746@hotmail.fr              3  2021-01-19 15:55:29   \n",
       "93   geraldine.roquier@gmail.com              2  2020-11-13 13:30:04   \n",
       "\n",
       "           CONFIRM_TIME  LATITUDE    LONGITUDE           UNSUB_TIME  \\\n",
       "0   2020-11-24 13:39:40       NaN          NaN  2021-02-04 13:15:32   \n",
       "1   2021-01-19 15:55:30     46.53    6.6200000  2021-02-04 13:08:59   \n",
       "2   2021-01-19 15:55:34     43.87    4.3800000  2021-03-30 14:38:18   \n",
       "3   2020-10-29 11:21:07     47.21  '-1.5000000  2020-11-15 22:01:07   \n",
       "4   2021-01-19 15:55:31     48.83    2.4500000  2021-03-01 16:09:13   \n",
       "..                  ...       ...          ...                  ...   \n",
       "89  2021-01-19 15:55:37     48.89    2.3100000  2021-02-18 12:55:02   \n",
       "90  2020-11-11 08:39:33       NaN          NaN  2020-11-15 12:08:49   \n",
       "91  2021-03-10 14:52:05     48.83    2.4500000  2021-03-30 14:00:04   \n",
       "92  2021-01-19 15:55:29     45.12    5.8100000  2021-02-04 12:07:09   \n",
       "93  2020-11-13 13:30:04       NaN          NaN  2021-03-01 16:07:50   \n",
       "\n",
       "                UNSUB_CAMPAIGN_TITLE UNSUB_CAMPAIGN_ID UNSUB_REASON  \\\n",
       "0          Hello de la team Refyld 👋        1059c540f3       NORMAL   \n",
       "1          Hello de la team Refyld 👋        1059c540f3          NaN   \n",
       "2    La news qui vous dit enfin tout        e112709bb8       NORMAL   \n",
       "3   Ce week-end, vous avez le droit.        cf7546408b        OTHER   \n",
       "4        Semaine de lives + ZW Guide        70dd4d04b4       NORMAL   \n",
       "..                               ...               ...          ...   \n",
       "89  5 documentaires pour s'inspirer         67147fe60c          NaN   \n",
       "90  Ce week-end, vous avez le droit.        cf7546408b     NOSIGNUP   \n",
       "91   La news qui vous dit enfin tout        e112709bb8       NORMAL   \n",
       "92         Hello de la team Refyld 👋        1059c540f3       NORMAL   \n",
       "93       Semaine de lives + ZW Guide        70dd4d04b4       NORMAL   \n",
       "\n",
       "          LEID        EUID            TAGS  \n",
       "0   1326473692  0a3ee08126             NaN  \n",
       "1   1341651080  a6f33c0d2f    \"Newsletter\"  \n",
       "2   1341651448  c987a1f230    \"Newsletter\"  \n",
       "3   1322611396  ea10d7c641             NaN  \n",
       "4   1341651216  a43ae2b2ae    \"Newsletter\"  \n",
       "..         ...         ...             ...  \n",
       "89  1341651640  24c2a2a06a    \"Newsletter\"  \n",
       "90  1324686480  4ffb4f9f51             NaN  \n",
       "91  1362066496  7d94b178fb  \"Membre Ulule\"  \n",
       "92  1341651016  84f8c2d0dc    \"Newsletter\"  \n",
       "93  1325469968  932fc76d2a             NaN  \n",
       "\n",
       "[94 rows x 13 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1744"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2['Email Address'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2.to_csv('Sub_Nw.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1['hour'] =  pd.to_datetime(df1['UNSUB_TIME'], yearfirst=True).dt.hour\n",
    "    \n",
    "df1['day_week'] = pd.to_datetime(df1['UNSUB_TIME'], yearfirst=True).dt.day_name()\n",
    "    \n",
    "df1['week']=pd.to_datetime(df1['UNSUB_TIME'], yearfirst=True).dt.isocalendar().week\n",
    "\n",
    "df1['month']=pd.to_datetime(df1['UNSUB_TIME'], yearfirst=True).dt.month_name()\n",
    "\n",
    "df1['year']=pd.to_datetime(df1['UNSUB_TIME'], yearfirst=True).dt.year\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "    \n",
    "    \n",
    "df2['hour'] =  pd.to_datetime(df2['LAST_CHANGED'], yearfirst=True).dt.hour\n",
    "    \n",
    "df2['day_week'] = pd.to_datetime(df2['LAST_CHANGED'], yearfirst=True).dt.day_name()\n",
    "    \n",
    "df2['week']=pd.to_datetime(df2['LAST_CHANGED'], yearfirst=True).dt.isocalendar().week\n",
    "\n",
    "df2['month']=pd.to_datetime(df2['LAST_CHANGED'], yearfirst=True).dt.month_name()\n",
    "\n",
    "df2['year']=pd.to_datetime(df2['LAST_CHANGED'], yearfirst=True).dt.year\n",
    "    \n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "month_order = ['October','November', 'December', 'January', 'February', 'March']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>month</th>\n",
       "      <th>Email Address</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>October</td>\n",
       "      <td>157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>November</td>\n",
       "      <td>102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>December</td>\n",
       "      <td>151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>January</td>\n",
       "      <td>249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>February</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>March</td>\n",
       "      <td>1015</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      month  Email Address\n",
       "0   October            157\n",
       "1  November            102\n",
       "2  December            151\n",
       "3   January            249\n",
       "4  February             70\n",
       "5     March           1015"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "email_per_month = df2.pivot_table(index = ['month'], values= 'Email Address', aggfunc='count').reindex(month_order)\n",
    "email_per_month.reset_index(inplace=True)\n",
    "email_per_month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "week_order = list(np.array(range(40, 54)))+list(np.array(range(1, 13)))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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>week</th>\n",
       "      <th>Email Address</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>41</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>42</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>43</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>44</td>\n",
       "      <td>160.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>45</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>46</td>\n",
       "      <td>51.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>47</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>48</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>49</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>50</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>51</td>\n",
       "      <td>109.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>52</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>53</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>3</td>\n",
       "      <td>197.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>4</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>5</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>6</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>7</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>8</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>9</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>10</td>\n",
       "      <td>875.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>11</td>\n",
       "      <td>54.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>12</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    week  Email Address\n",
       "0     40            0.0\n",
       "1     41            0.0\n",
       "2     42            0.0\n",
       "3     43            0.0\n",
       "4     44          160.0\n",
       "5     45            7.0\n",
       "6     46           51.0\n",
       "7     47           16.0\n",
       "8     48           20.0\n",
       "9     49           13.0\n",
       "10    50           20.0\n",
       "11    51          109.0\n",
       "12    52           11.0\n",
       "13    53           12.0\n",
       "14     1           20.0\n",
       "15     2           15.0\n",
       "16     3          197.0\n",
       "17     4            8.0\n",
       "18     5           16.0\n",
       "19     6           12.0\n",
       "20     7           36.0\n",
       "21     8            6.0\n",
       "22     9           31.0\n",
       "23    10          875.0\n",
       "24    11           54.0\n",
       "25    12           31.0"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "email_per_week = df2.pivot_table(index = ['week'], values= 'Email Address', aggfunc='count').reindex(week_order)\n",
    "email_per_week.reset_index(inplace=True)\n",
    "email_per_week.fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>109.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>January</td>\n",
       "      <td>20.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>197.0</td>\n",
       "      <td>8.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>9.0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>February</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",
       "      <td>12.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>6.0</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>6 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "week     month     1     2      3    4     5     6     7    8     9  ...  \\\n",
       "0      October   0.0   0.0    0.0  0.0   0.0   0.0   0.0  0.0   0.0  ...   \n",
       "1     November   0.0   0.0    0.0  0.0   0.0   0.0   0.0  0.0   0.0  ...   \n",
       "2     December   0.0   0.0    0.0  0.0   0.0   0.0   0.0  0.0   0.0  ...   \n",
       "3      January  20.0  15.0  197.0  8.0   0.0   0.0   0.0  0.0   0.0  ...   \n",
       "4     February   0.0   0.0    0.0  0.0  16.0  12.0  36.0  6.0   0.0  ...   \n",
       "5        March   0.0   0.0    0.0  0.0   0.0   0.0   0.0  0.0  31.0  ...   \n",
       "\n",
       "week     44   45    46    47    48   49    50     51    52   53  \n",
       "0     157.0  0.0   0.0   0.0   0.0  0.0   0.0    0.0   0.0  0.0  \n",
       "1       3.0  7.0  51.0  16.0  20.0  5.0   0.0    0.0   0.0  0.0  \n",
       "2       0.0  0.0   0.0   0.0   0.0  8.0  20.0  109.0  11.0  3.0  \n",
       "3       0.0  0.0   0.0   0.0   0.0  0.0   0.0    0.0   0.0  9.0  \n",
       "4       0.0  0.0   0.0   0.0   0.0  0.0   0.0    0.0   0.0  0.0  \n",
       "5       0.0  0.0   0.0   0.0   0.0  0.0   0.0    0.0   0.0  0.0  \n",
       "\n",
       "[6 rows x 24 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "email_per_month = df2.pivot_table(index = ['month'], columns= ['week'],values= 'Email Address', aggfunc='count').reindex(month_order)\n",
    "email_per_month.reset_index(inplace=True)\n",
    "email_per_month.fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Email Address</th>\n",
       "      <th>MEMBER_RATING</th>\n",
       "      <th>OPTIN_TIME</th>\n",
       "      <th>CONFIRM_TIME</th>\n",
       "      <th>LATITUDE</th>\n",
       "      <th>LONGITUDE</th>\n",
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       "      <td>ac.dcroue@hotmail.fr</td>\n",
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       "    <tr>\n",
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       "      <td>audrey.lattion@hotmail.ch</td>\n",
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       "      <td>2021-03-30 14:38:18</td>\n",
       "      <td>La news qui vous dit enfin tout</td>\n",
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       "      <td>\"Newsletter\"</td>\n",
       "      <td>14</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>13</td>\n",
       "      <td>March</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>elodie.migot@me.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2020-10-29 11:21:07</td>\n",
       "      <td>2020-10-29 11:21:07</td>\n",
       "      <td>47.21</td>\n",
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       "      <td>2020-11-15 22:01:07</td>\n",
       "      <td>Ce week-end, vous avez le droit.</td>\n",
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       "      <td>2020</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>anastasia.sokoloff@gmail.com</td>\n",
       "      <td>3</td>\n",
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       "      <td>2021-01-19 15:55:31</td>\n",
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       "      <td>2.4500000</td>\n",
       "      <td>2021-03-01 16:09:13</td>\n",
       "      <td>Semaine de lives + ZW Guide</td>\n",
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       "      <td>2021</td>\n",
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       "      <th>89</th>\n",
       "      <td>camille.c@hotmail.fr</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:37</td>\n",
       "      <td>2021-01-19 15:55:37</td>\n",
       "      <td>48.89</td>\n",
       "      <td>2.3100000</td>\n",
       "      <td>2021-02-18 12:55:02</td>\n",
       "      <td>5 documentaires pour s'inspirer</td>\n",
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       "      <td>1341651640</td>\n",
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       "      <td>2021</td>\n",
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       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>raynaud.fab@gmail.com</td>\n",
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       "      <td>2020-11-11 08:39:33</td>\n",
       "      <td>2020-11-11 08:39:33</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>2020-11-15 12:08:49</td>\n",
       "      <td>Ce week-end, vous avez le droit.</td>\n",
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       "      <td>12</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>46</td>\n",
       "      <td>November</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>roxane.makpopan@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-03-10 14:52:05</td>\n",
       "      <td>2021-03-10 14:52:05</td>\n",
       "      <td>48.83</td>\n",
       "      <td>2.4500000</td>\n",
       "      <td>2021-03-30 14:00:04</td>\n",
       "      <td>La news qui vous dit enfin tout</td>\n",
       "      <td>e112709bb8</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1362066496</td>\n",
       "      <td>7d94b178fb</td>\n",
       "      <td>\"Membre Ulule\"</td>\n",
       "      <td>14</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>13</td>\n",
       "      <td>March</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>puce_746@hotmail.fr</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:29</td>\n",
       "      <td>2021-01-19 15:55:29</td>\n",
       "      <td>45.12</td>\n",
       "      <td>5.8100000</td>\n",
       "      <td>2021-02-04 12:07:09</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1341651016</td>\n",
       "      <td>84f8c2d0dc</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>12</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>geraldine.roquier@gmail.com</td>\n",
       "      <td>2</td>\n",
       "      <td>2020-11-13 13:30:04</td>\n",
       "      <td>2020-11-13 13:30:04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-03-01 16:07:50</td>\n",
       "      <td>Semaine de lives + ZW Guide</td>\n",
       "      <td>70dd4d04b4</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1325469968</td>\n",
       "      <td>932fc76d2a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16</td>\n",
       "      <td>Monday</td>\n",
       "      <td>9</td>\n",
       "      <td>March</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>94 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Email Address  MEMBER_RATING           OPTIN_TIME  \\\n",
       "0           ac.dcroue@hotmail.fr              2  2020-11-24 13:39:40   \n",
       "1      audrey.lattion@hotmail.ch              3  2021-01-19 15:55:30   \n",
       "2                   mv30@free.fr              2  2021-01-19 15:55:34   \n",
       "3            elodie.migot@me.com              3  2020-10-29 11:21:07   \n",
       "4   anastasia.sokoloff@gmail.com              3  2021-01-19 15:55:31   \n",
       "..                           ...            ...                  ...   \n",
       "89          camille.c@hotmail.fr              3  2021-01-19 15:55:37   \n",
       "90         raynaud.fab@gmail.com              3  2020-11-11 08:39:33   \n",
       "91     roxane.makpopan@gmail.com              3  2021-03-10 14:52:05   \n",
       "92           puce_746@hotmail.fr              3  2021-01-19 15:55:29   \n",
       "93   geraldine.roquier@gmail.com              2  2020-11-13 13:30:04   \n",
       "\n",
       "           CONFIRM_TIME  LATITUDE    LONGITUDE           UNSUB_TIME  \\\n",
       "0   2020-11-24 13:39:40       NaN          NaN  2021-02-04 13:15:32   \n",
       "1   2021-01-19 15:55:30     46.53    6.6200000  2021-02-04 13:08:59   \n",
       "2   2021-01-19 15:55:34     43.87    4.3800000  2021-03-30 14:38:18   \n",
       "3   2020-10-29 11:21:07     47.21  '-1.5000000  2020-11-15 22:01:07   \n",
       "4   2021-01-19 15:55:31     48.83    2.4500000  2021-03-01 16:09:13   \n",
       "..                  ...       ...          ...                  ...   \n",
       "89  2021-01-19 15:55:37     48.89    2.3100000  2021-02-18 12:55:02   \n",
       "90  2020-11-11 08:39:33       NaN          NaN  2020-11-15 12:08:49   \n",
       "91  2021-03-10 14:52:05     48.83    2.4500000  2021-03-30 14:00:04   \n",
       "92  2021-01-19 15:55:29     45.12    5.8100000  2021-02-04 12:07:09   \n",
       "93  2020-11-13 13:30:04       NaN          NaN  2021-03-01 16:07:50   \n",
       "\n",
       "                UNSUB_CAMPAIGN_TITLE UNSUB_CAMPAIGN_ID UNSUB_REASON  \\\n",
       "0          Hello de la team Refyld 👋        1059c540f3       NORMAL   \n",
       "1          Hello de la team Refyld 👋        1059c540f3          NaN   \n",
       "2    La news qui vous dit enfin tout        e112709bb8       NORMAL   \n",
       "3   Ce week-end, vous avez le droit.        cf7546408b        OTHER   \n",
       "4        Semaine de lives + ZW Guide        70dd4d04b4       NORMAL   \n",
       "..                               ...               ...          ...   \n",
       "89  5 documentaires pour s'inspirer         67147fe60c          NaN   \n",
       "90  Ce week-end, vous avez le droit.        cf7546408b     NOSIGNUP   \n",
       "91   La news qui vous dit enfin tout        e112709bb8       NORMAL   \n",
       "92         Hello de la team Refyld 👋        1059c540f3       NORMAL   \n",
       "93       Semaine de lives + ZW Guide        70dd4d04b4       NORMAL   \n",
       "\n",
       "          LEID        EUID            TAGS  hour  day_week  week     month  \\\n",
       "0   1326473692  0a3ee08126             NaN    13  Thursday     5  February   \n",
       "1   1341651080  a6f33c0d2f    \"Newsletter\"    13  Thursday     5  February   \n",
       "2   1341651448  c987a1f230    \"Newsletter\"    14   Tuesday    13     March   \n",
       "3   1322611396  ea10d7c641             NaN    22    Sunday    46  November   \n",
       "4   1341651216  a43ae2b2ae    \"Newsletter\"    16    Monday     9     March   \n",
       "..         ...         ...             ...   ...       ...   ...       ...   \n",
       "89  1341651640  24c2a2a06a    \"Newsletter\"    12  Thursday     7  February   \n",
       "90  1324686480  4ffb4f9f51             NaN    12    Sunday    46  November   \n",
       "91  1362066496  7d94b178fb  \"Membre Ulule\"    14   Tuesday    13     March   \n",
       "92  1341651016  84f8c2d0dc    \"Newsletter\"    12  Thursday     5  February   \n",
       "93  1325469968  932fc76d2a             NaN    16    Monday     9     March   \n",
       "\n",
       "    year  \n",
       "0   2021  \n",
       "1   2021  \n",
       "2   2021  \n",
       "3   2020  \n",
       "4   2021  \n",
       "..   ...  \n",
       "89  2021  \n",
       "90  2020  \n",
       "91  2021  \n",
       "92  2021  \n",
       "93  2021  \n",
       "\n",
       "[94 rows x 18 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Email Address</th>\n",
       "      <th>MEMBER_RATING</th>\n",
       "      <th>OPTIN_TIME</th>\n",
       "      <th>CONFIRM_TIME</th>\n",
       "      <th>LATITUDE</th>\n",
       "      <th>LONGITUDE</th>\n",
       "      <th>UNSUB_TIME</th>\n",
       "      <th>UNSUB_CAMPAIGN_TITLE</th>\n",
       "      <th>UNSUB_CAMPAIGN_ID</th>\n",
       "      <th>UNSUB_REASON</th>\n",
       "      <th>LEID</th>\n",
       "      <th>EUID</th>\n",
       "      <th>TAGS</th>\n",
       "      <th>hour</th>\n",
       "      <th>day_week</th>\n",
       "      <th>week</th>\n",
       "      <th>month</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ac.dcroue@hotmail.fr</td>\n",
       "      <td>2</td>\n",
       "      <td>2020-11-24 13:39:40</td>\n",
       "      <td>2020-11-24 13:39:40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-02-04 13:15:32</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1326473692</td>\n",
       "      <td>0a3ee08126</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>audrey.lattion@hotmail.ch</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>46.53</td>\n",
       "      <td>6.6200000</td>\n",
       "      <td>2021-02-04 13:08:59</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1341651080</td>\n",
       "      <td>a6f33c0d2f</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>13</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>cmm.peyron+refyld@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2020-10-29 11:20:45</td>\n",
       "      <td>2020-10-29 11:20:45</td>\n",
       "      <td>49.15</td>\n",
       "      <td>7.0800000</td>\n",
       "      <td>2021-02-04 11:12:37</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1322611312</td>\n",
       "      <td>1222f8c62d</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>valentine.merlo@hotmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2020-11-18 09:56:08</td>\n",
       "      <td>2020-11-18 09:56:08</td>\n",
       "      <td>43.31</td>\n",
       "      <td>5.3800000</td>\n",
       "      <td>2021-02-04 11:20:04</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1325696612</td>\n",
       "      <td>c4ca051cb0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>p.argaud@orange.fr</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-01 12:00:11</td>\n",
       "      <td>2021-01-01 12:00:11</td>\n",
       "      <td>46.77</td>\n",
       "      <td>4.8300000</td>\n",
       "      <td>2021-02-04 13:15:05</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1341455940</td>\n",
       "      <td>7358ed8493</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>aj1991@free.fr</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:27</td>\n",
       "      <td>2021-01-19 15:55:27</td>\n",
       "      <td>48.87</td>\n",
       "      <td>2.3500000</td>\n",
       "      <td>2021-02-05 08:19:00</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NOSIGNUP</td>\n",
       "      <td>1341650820</td>\n",
       "      <td>9afbc4692e</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>8</td>\n",
       "      <td>Friday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>babeth.princet@orange.fr</td>\n",
       "      <td>3</td>\n",
       "      <td>2020-11-11 09:17:07</td>\n",
       "      <td>2020-11-11 09:17:07</td>\n",
       "      <td>48.77</td>\n",
       "      <td>5.1600000</td>\n",
       "      <td>2021-02-04 11:26:31</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1324686808</td>\n",
       "      <td>f71c061abc</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>franzon.laurene@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:27</td>\n",
       "      <td>2021-01-19 15:55:27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-02-04 11:58:59</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1341650812</td>\n",
       "      <td>404d10a5da</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>11</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>beredfitness@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:32</td>\n",
       "      <td>2021-01-19 15:55:32</td>\n",
       "      <td>45.47</td>\n",
       "      <td>9.1900000</td>\n",
       "      <td>2021-02-04 12:10:03</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1341651284</td>\n",
       "      <td>69f6d229da</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>12</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>emilie.delberghe@gmail.com</td>\n",
       "      <td>2</td>\n",
       "      <td>2021-01-19 15:55:32</td>\n",
       "      <td>2021-01-19 15:55:32</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-02-14 11:12:33</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1341651276</td>\n",
       "      <td>36e2442e75</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>11</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>6</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>ameliesct28@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:34</td>\n",
       "      <td>2021-01-19 15:55:34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-02-04 11:13:24</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1341651428</td>\n",
       "      <td>5d85a677e2</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>11</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>marion.kirmann@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:27</td>\n",
       "      <td>2021-01-19 15:55:27</td>\n",
       "      <td>48.78</td>\n",
       "      <td>2.3400000</td>\n",
       "      <td>2021-02-04 13:54:20</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NOSIGNUP</td>\n",
       "      <td>1341650832</td>\n",
       "      <td>d8e96667d7</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>13</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>laurent.dupuis.eu@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2020-11-14 08:01:26</td>\n",
       "      <td>2020-11-14 08:01:26</td>\n",
       "      <td>48.86</td>\n",
       "      <td>2.3400000</td>\n",
       "      <td>2021-02-04 11:37:26</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1325490080</td>\n",
       "      <td>6f47381dd3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>dahimene_s@hotmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:35</td>\n",
       "      <td>2021-01-19 15:55:35</td>\n",
       "      <td>43.71</td>\n",
       "      <td>7.3000000</td>\n",
       "      <td>2021-02-04 15:19:24</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1341651508</td>\n",
       "      <td>397064e1fe</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>15</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>mail2isa@yahoo.fr</td>\n",
       "      <td>3</td>\n",
       "      <td>2020-10-29 11:20:22</td>\n",
       "      <td>2020-10-29 11:20:22</td>\n",
       "      <td>46.40</td>\n",
       "      <td>6.5900000</td>\n",
       "      <td>2021-02-04 16:44:34</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1322611228</td>\n",
       "      <td>545d27514a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>dahimenes@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>43.71</td>\n",
       "      <td>7.3000000</td>\n",
       "      <td>2021-02-04 15:19:39</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1341651096</td>\n",
       "      <td>c75bcf3cf7</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>15</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>julia.adibi@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:27</td>\n",
       "      <td>2021-01-19 15:55:27</td>\n",
       "      <td>47.97</td>\n",
       "      <td>0.2000000</td>\n",
       "      <td>2021-02-04 15:00:09</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1341650872</td>\n",
       "      <td>4a3ca3aa63</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>15</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>adele.dannoot@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-02-04 11:58:51</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NOSIGNUP</td>\n",
       "      <td>1341651136</td>\n",
       "      <td>19f77c2adc</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>11</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>oli_vier27@yahoo.fr</td>\n",
       "      <td>3</td>\n",
       "      <td>2020-12-19 13:47:35</td>\n",
       "      <td>2020-12-19 13:47:35</td>\n",
       "      <td>40.73</td>\n",
       "      <td>'-73.9900000</td>\n",
       "      <td>2021-02-04 16:44:45</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NOSIGNUP</td>\n",
       "      <td>1341328400</td>\n",
       "      <td>6c14caeebd</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>madeinel@hotmail.fr</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>48.88</td>\n",
       "      <td>2.8600000</td>\n",
       "      <td>2021-02-04 11:51:39</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NOSIGNUP</td>\n",
       "      <td>1341651144</td>\n",
       "      <td>5c4d684eb7</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>11</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>emilie.snchz@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-02-04 11:17:54</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NOSIGNUP</td>\n",
       "      <td>1341651156</td>\n",
       "      <td>adb2deb7f5</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>11</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>t.elsa13@yahoo.fr</td>\n",
       "      <td>2</td>\n",
       "      <td>2021-01-19 15:55:33</td>\n",
       "      <td>2021-01-19 15:55:33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-02-04 11:27:03</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NOSIGNUP</td>\n",
       "      <td>1341651372</td>\n",
       "      <td>8dd68f08bf</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>11</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>leuthej@hotmail.fr</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:35</td>\n",
       "      <td>2021-01-19 15:55:35</td>\n",
       "      <td>48.95</td>\n",
       "      <td>2.1700000</td>\n",
       "      <td>2021-02-04 11:32:22</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NOSIGNUP</td>\n",
       "      <td>1341651512</td>\n",
       "      <td>b3bfabfe1e</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>11</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>melodelfe-sarah@hotmail.fr</td>\n",
       "      <td>3</td>\n",
       "      <td>2020-11-11 10:05:41</td>\n",
       "      <td>2020-11-11 10:05:41</td>\n",
       "      <td>44.05</td>\n",
       "      <td>4.2300000</td>\n",
       "      <td>2021-02-04 11:21:41</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1324686940</td>\n",
       "      <td>919de2ba58</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>agricole.manon@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>44.84</td>\n",
       "      <td>'-0.6500000</td>\n",
       "      <td>2021-02-04 17:13:56</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NOSIGNUP</td>\n",
       "      <td>1341651152</td>\n",
       "      <td>6f8ff99650</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>17</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>gentiane.mode@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:29</td>\n",
       "      <td>2021-01-19 15:55:29</td>\n",
       "      <td>48.91</td>\n",
       "      <td>2.3300000</td>\n",
       "      <td>2021-02-06 18:25:02</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1341650992</td>\n",
       "      <td>aceb99ad67</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>18</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>catherinec3011@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2020-11-12 13:35:46</td>\n",
       "      <td>2020-11-12 13:35:46</td>\n",
       "      <td>49.26</td>\n",
       "      <td>0.9100000</td>\n",
       "      <td>2021-02-04 13:48:15</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1324857204</td>\n",
       "      <td>e715fc0bf9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>agnessuc@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:28</td>\n",
       "      <td>2021-01-19 15:55:28</td>\n",
       "      <td>43.04</td>\n",
       "      <td>0.5900000</td>\n",
       "      <td>2021-02-07 07:23:52</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1341650892</td>\n",
       "      <td>0eafc84871</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>7</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>aliceagras@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:25</td>\n",
       "      <td>2021-01-19 15:55:25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-02-04 14:44:45</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1341650704</td>\n",
       "      <td>9499dc43c3</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>14</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>dricharduval@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:33</td>\n",
       "      <td>2021-01-19 15:55:33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-02-04 11:57:35</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NOSIGNUP</td>\n",
       "      <td>1341651320</td>\n",
       "      <td>5ab401ddc4</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>11</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>mhaget64@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2020-10-29 11:21:48</td>\n",
       "      <td>2020-10-29 11:21:48</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-02-04 14:21:24</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1322611540</td>\n",
       "      <td>0028e6c960</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>agras@deloitte.fr</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>48.83</td>\n",
       "      <td>2.3600000</td>\n",
       "      <td>2021-02-04 11:28:45</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1341651104</td>\n",
       "      <td>90977505b7</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>11</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>reuteler.daniela@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:36</td>\n",
       "      <td>2021-01-19 15:55:36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-02-04 11:37:16</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NOSIGNUP</td>\n",
       "      <td>1341651580</td>\n",
       "      <td>9a20cc649e</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>11</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>louis.lheritier25@gmail.com</td>\n",
       "      <td>4</td>\n",
       "      <td>2020-12-20 23:43:09</td>\n",
       "      <td>2020-12-20 23:43:09</td>\n",
       "      <td>50.41</td>\n",
       "      <td>2.8100000</td>\n",
       "      <td>2021-02-04 15:37:37</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1341331440</td>\n",
       "      <td>6562973f6b</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>marion874@hotmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2020-11-11 07:24:27</td>\n",
       "      <td>2020-11-11 07:24:27</td>\n",
       "      <td>48.86</td>\n",
       "      <td>2.3800000</td>\n",
       "      <td>2021-02-04 11:29:37</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1324686376</td>\n",
       "      <td>bb8af54966</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>alysee.barraux@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:36</td>\n",
       "      <td>2021-01-19 15:55:36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-02-10 17:28:57</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1341651552</td>\n",
       "      <td>2194bc83a4</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>17</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>6</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>elodie.gllr@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2020-10-29 11:21:15</td>\n",
       "      <td>2020-10-29 11:21:15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-02-05 21:46:26</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1322611424</td>\n",
       "      <td>b37171f33b</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21</td>\n",
       "      <td>Friday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>goletti.cha@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:33</td>\n",
       "      <td>2021-01-19 15:55:33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-02-04 16:36:38</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1341651352</td>\n",
       "      <td>fcf3805a6b</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>16</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>lossky.helene@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2020-11-11 15:10:27</td>\n",
       "      <td>2020-11-11 15:10:27</td>\n",
       "      <td>48.88</td>\n",
       "      <td>2.3600000</td>\n",
       "      <td>2021-02-04 16:12:49</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1324770704</td>\n",
       "      <td>5a11292da9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>clemence.labrousse@essec.edu</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>49.09</td>\n",
       "      <td>1.4800000</td>\n",
       "      <td>2021-02-04 12:27:54</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NOSIGNUP</td>\n",
       "      <td>1341651092</td>\n",
       "      <td>f43c0acb62</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>12</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>remidelsg@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:36</td>\n",
       "      <td>2021-01-19 15:55:36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-02-04 12:46:46</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1341651540</td>\n",
       "      <td>ba2bc82646</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>12</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>puce_746@hotmail.fr</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:29</td>\n",
       "      <td>2021-01-19 15:55:29</td>\n",
       "      <td>45.12</td>\n",
       "      <td>5.8100000</td>\n",
       "      <td>2021-02-04 12:07:09</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1341651016</td>\n",
       "      <td>84f8c2d0dc</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>12</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Email Address  MEMBER_RATING           OPTIN_TIME  \\\n",
       "0           ac.dcroue@hotmail.fr              2  2020-11-24 13:39:40   \n",
       "1      audrey.lattion@hotmail.ch              3  2021-01-19 15:55:30   \n",
       "8    cmm.peyron+refyld@gmail.com              3  2020-10-29 11:20:45   \n",
       "9    valentine.merlo@hotmail.com              3  2020-11-18 09:56:08   \n",
       "11            p.argaud@orange.fr              3  2021-01-01 12:00:11   \n",
       "12                aj1991@free.fr              3  2021-01-19 15:55:27   \n",
       "14      babeth.princet@orange.fr              3  2020-11-11 09:17:07   \n",
       "15     franzon.laurene@gmail.com              3  2021-01-19 15:55:27   \n",
       "18        beredfitness@gmail.com              3  2021-01-19 15:55:32   \n",
       "19    emilie.delberghe@gmail.com              2  2021-01-19 15:55:32   \n",
       "20         ameliesct28@gmail.com              3  2021-01-19 15:55:34   \n",
       "23      marion.kirmann@gmail.com              3  2021-01-19 15:55:27   \n",
       "25   laurent.dupuis.eu@gmail.com              3  2020-11-14 08:01:26   \n",
       "27        dahimene_s@hotmail.com              3  2021-01-19 15:55:35   \n",
       "28             mail2isa@yahoo.fr              3  2020-10-29 11:20:22   \n",
       "30           dahimenes@gmail.com              3  2021-01-19 15:55:30   \n",
       "31         julia.adibi@gmail.com              3  2021-01-19 15:55:27   \n",
       "33       adele.dannoot@gmail.com              3  2021-01-19 15:55:30   \n",
       "34           oli_vier27@yahoo.fr              3  2020-12-19 13:47:35   \n",
       "35           madeinel@hotmail.fr              3  2021-01-19 15:55:30   \n",
       "36        emilie.snchz@gmail.com              3  2021-01-19 15:55:30   \n",
       "37             t.elsa13@yahoo.fr              2  2021-01-19 15:55:33   \n",
       "39            leuthej@hotmail.fr              3  2021-01-19 15:55:35   \n",
       "43    melodelfe-sarah@hotmail.fr              3  2020-11-11 10:05:41   \n",
       "44      agricole.manon@gmail.com              3  2021-01-19 15:55:30   \n",
       "45       gentiane.mode@gmail.com              3  2021-01-19 15:55:29   \n",
       "46      catherinec3011@gmail.com              3  2020-11-12 13:35:46   \n",
       "47            agnessuc@gmail.com              3  2021-01-19 15:55:28   \n",
       "53          aliceagras@gmail.com              3  2021-01-19 15:55:25   \n",
       "57        dricharduval@gmail.com              3  2021-01-19 15:55:33   \n",
       "63            mhaget64@gmail.com              3  2020-10-29 11:21:48   \n",
       "69             agras@deloitte.fr              3  2021-01-19 15:55:30   \n",
       "70    reuteler.daniela@gmail.com              3  2021-01-19 15:55:36   \n",
       "71   louis.lheritier25@gmail.com              4  2020-12-20 23:43:09   \n",
       "73         marion874@hotmail.com              3  2020-11-11 07:24:27   \n",
       "75      alysee.barraux@gmail.com              3  2021-01-19 15:55:36   \n",
       "76         elodie.gllr@gmail.com              3  2020-10-29 11:21:15   \n",
       "83         goletti.cha@gmail.com              3  2021-01-19 15:55:33   \n",
       "84       lossky.helene@gmail.com              3  2020-11-11 15:10:27   \n",
       "86  clemence.labrousse@essec.edu              3  2021-01-19 15:55:30   \n",
       "88           remidelsg@gmail.com              3  2021-01-19 15:55:36   \n",
       "92           puce_746@hotmail.fr              3  2021-01-19 15:55:29   \n",
       "\n",
       "           CONFIRM_TIME  LATITUDE     LONGITUDE           UNSUB_TIME  \\\n",
       "0   2020-11-24 13:39:40       NaN           NaN  2021-02-04 13:15:32   \n",
       "1   2021-01-19 15:55:30     46.53     6.6200000  2021-02-04 13:08:59   \n",
       "8   2020-10-29 11:20:45     49.15     7.0800000  2021-02-04 11:12:37   \n",
       "9   2020-11-18 09:56:08     43.31     5.3800000  2021-02-04 11:20:04   \n",
       "11  2021-01-01 12:00:11     46.77     4.8300000  2021-02-04 13:15:05   \n",
       "12  2021-01-19 15:55:27     48.87     2.3500000  2021-02-05 08:19:00   \n",
       "14  2020-11-11 09:17:07     48.77     5.1600000  2021-02-04 11:26:31   \n",
       "15  2021-01-19 15:55:27       NaN           NaN  2021-02-04 11:58:59   \n",
       "18  2021-01-19 15:55:32     45.47     9.1900000  2021-02-04 12:10:03   \n",
       "19  2021-01-19 15:55:32       NaN           NaN  2021-02-14 11:12:33   \n",
       "20  2021-01-19 15:55:34       NaN           NaN  2021-02-04 11:13:24   \n",
       "23  2021-01-19 15:55:27     48.78     2.3400000  2021-02-04 13:54:20   \n",
       "25  2020-11-14 08:01:26     48.86     2.3400000  2021-02-04 11:37:26   \n",
       "27  2021-01-19 15:55:35     43.71     7.3000000  2021-02-04 15:19:24   \n",
       "28  2020-10-29 11:20:22     46.40     6.5900000  2021-02-04 16:44:34   \n",
       "30  2021-01-19 15:55:30     43.71     7.3000000  2021-02-04 15:19:39   \n",
       "31  2021-01-19 15:55:27     47.97     0.2000000  2021-02-04 15:00:09   \n",
       "33  2021-01-19 15:55:30       NaN           NaN  2021-02-04 11:58:51   \n",
       "34  2020-12-19 13:47:35     40.73  '-73.9900000  2021-02-04 16:44:45   \n",
       "35  2021-01-19 15:55:30     48.88     2.8600000  2021-02-04 11:51:39   \n",
       "36  2021-01-19 15:55:30       NaN           NaN  2021-02-04 11:17:54   \n",
       "37  2021-01-19 15:55:33       NaN           NaN  2021-02-04 11:27:03   \n",
       "39  2021-01-19 15:55:35     48.95     2.1700000  2021-02-04 11:32:22   \n",
       "43  2020-11-11 10:05:41     44.05     4.2300000  2021-02-04 11:21:41   \n",
       "44  2021-01-19 15:55:30     44.84   '-0.6500000  2021-02-04 17:13:56   \n",
       "45  2021-01-19 15:55:29     48.91     2.3300000  2021-02-06 18:25:02   \n",
       "46  2020-11-12 13:35:46     49.26     0.9100000  2021-02-04 13:48:15   \n",
       "47  2021-01-19 15:55:28     43.04     0.5900000  2021-02-07 07:23:52   \n",
       "53  2021-01-19 15:55:25       NaN           NaN  2021-02-04 14:44:45   \n",
       "57  2021-01-19 15:55:33       NaN           NaN  2021-02-04 11:57:35   \n",
       "63  2020-10-29 11:21:48       NaN           NaN  2021-02-04 14:21:24   \n",
       "69  2021-01-19 15:55:30     48.83     2.3600000  2021-02-04 11:28:45   \n",
       "70  2021-01-19 15:55:36       NaN           NaN  2021-02-04 11:37:16   \n",
       "71  2020-12-20 23:43:09     50.41     2.8100000  2021-02-04 15:37:37   \n",
       "73  2020-11-11 07:24:27     48.86     2.3800000  2021-02-04 11:29:37   \n",
       "75  2021-01-19 15:55:36       NaN           NaN  2021-02-10 17:28:57   \n",
       "76  2020-10-29 11:21:15       NaN           NaN  2021-02-05 21:46:26   \n",
       "83  2021-01-19 15:55:33       NaN           NaN  2021-02-04 16:36:38   \n",
       "84  2020-11-11 15:10:27     48.88     2.3600000  2021-02-04 16:12:49   \n",
       "86  2021-01-19 15:55:30     49.09     1.4800000  2021-02-04 12:27:54   \n",
       "88  2021-01-19 15:55:36       NaN           NaN  2021-02-04 12:46:46   \n",
       "92  2021-01-19 15:55:29     45.12     5.8100000  2021-02-04 12:07:09   \n",
       "\n",
       "         UNSUB_CAMPAIGN_TITLE UNSUB_CAMPAIGN_ID UNSUB_REASON        LEID  \\\n",
       "0   Hello de la team Refyld 👋        1059c540f3       NORMAL  1326473692   \n",
       "1   Hello de la team Refyld 👋        1059c540f3          NaN  1341651080   \n",
       "8   Hello de la team Refyld 👋        1059c540f3       NORMAL  1322611312   \n",
       "9   Hello de la team Refyld 👋        1059c540f3          NaN  1325696612   \n",
       "11  Hello de la team Refyld 👋        1059c540f3          NaN  1341455940   \n",
       "12  Hello de la team Refyld 👋        1059c540f3     NOSIGNUP  1341650820   \n",
       "14  Hello de la team Refyld 👋        1059c540f3       NORMAL  1324686808   \n",
       "15  Hello de la team Refyld 👋        1059c540f3       NORMAL  1341650812   \n",
       "18  Hello de la team Refyld 👋        1059c540f3          NaN  1341651284   \n",
       "19  Hello de la team Refyld 👋        1059c540f3       NORMAL  1341651276   \n",
       "20  Hello de la team Refyld 👋        1059c540f3          NaN  1341651428   \n",
       "23  Hello de la team Refyld 👋        1059c540f3     NOSIGNUP  1341650832   \n",
       "25  Hello de la team Refyld 👋        1059c540f3       NORMAL  1325490080   \n",
       "27  Hello de la team Refyld 👋        1059c540f3       NORMAL  1341651508   \n",
       "28  Hello de la team Refyld 👋        1059c540f3          NaN  1322611228   \n",
       "30  Hello de la team Refyld 👋        1059c540f3       NORMAL  1341651096   \n",
       "31  Hello de la team Refyld 👋        1059c540f3          NaN  1341650872   \n",
       "33  Hello de la team Refyld 👋        1059c540f3     NOSIGNUP  1341651136   \n",
       "34  Hello de la team Refyld 👋        1059c540f3     NOSIGNUP  1341328400   \n",
       "35  Hello de la team Refyld 👋        1059c540f3     NOSIGNUP  1341651144   \n",
       "36  Hello de la team Refyld 👋        1059c540f3     NOSIGNUP  1341651156   \n",
       "37  Hello de la team Refyld 👋        1059c540f3     NOSIGNUP  1341651372   \n",
       "39  Hello de la team Refyld 👋        1059c540f3     NOSIGNUP  1341651512   \n",
       "43  Hello de la team Refyld 👋        1059c540f3       NORMAL  1324686940   \n",
       "44  Hello de la team Refyld 👋        1059c540f3     NOSIGNUP  1341651152   \n",
       "45  Hello de la team Refyld 👋        1059c540f3          NaN  1341650992   \n",
       "46  Hello de la team Refyld 👋        1059c540f3       NORMAL  1324857204   \n",
       "47  Hello de la team Refyld 👋        1059c540f3       NORMAL  1341650892   \n",
       "53  Hello de la team Refyld 👋        1059c540f3          NaN  1341650704   \n",
       "57  Hello de la team Refyld 👋        1059c540f3     NOSIGNUP  1341651320   \n",
       "63  Hello de la team Refyld 👋        1059c540f3       NORMAL  1322611540   \n",
       "69  Hello de la team Refyld 👋        1059c540f3          NaN  1341651104   \n",
       "70  Hello de la team Refyld 👋        1059c540f3     NOSIGNUP  1341651580   \n",
       "71  Hello de la team Refyld 👋        1059c540f3       NORMAL  1341331440   \n",
       "73  Hello de la team Refyld 👋        1059c540f3       NORMAL  1324686376   \n",
       "75  Hello de la team Refyld 👋        1059c540f3       NORMAL  1341651552   \n",
       "76  Hello de la team Refyld 👋        1059c540f3          NaN  1322611424   \n",
       "83  Hello de la team Refyld 👋        1059c540f3       NORMAL  1341651352   \n",
       "84  Hello de la team Refyld 👋        1059c540f3       NORMAL  1324770704   \n",
       "86  Hello de la team Refyld 👋        1059c540f3     NOSIGNUP  1341651092   \n",
       "88  Hello de la team Refyld 👋        1059c540f3       NORMAL  1341651540   \n",
       "92  Hello de la team Refyld 👋        1059c540f3       NORMAL  1341651016   \n",
       "\n",
       "          EUID          TAGS  hour   day_week  week     month  year  \n",
       "0   0a3ee08126           NaN    13   Thursday     5  February  2021  \n",
       "1   a6f33c0d2f  \"Newsletter\"    13   Thursday     5  February  2021  \n",
       "8   1222f8c62d           NaN    11   Thursday     5  February  2021  \n",
       "9   c4ca051cb0           NaN    11   Thursday     5  February  2021  \n",
       "11  7358ed8493           NaN    13   Thursday     5  February  2021  \n",
       "12  9afbc4692e  \"Newsletter\"     8     Friday     5  February  2021  \n",
       "14  f71c061abc           NaN    11   Thursday     5  February  2021  \n",
       "15  404d10a5da  \"Newsletter\"    11   Thursday     5  February  2021  \n",
       "18  69f6d229da  \"Newsletter\"    12   Thursday     5  February  2021  \n",
       "19  36e2442e75  \"Newsletter\"    11     Sunday     6  February  2021  \n",
       "20  5d85a677e2  \"Newsletter\"    11   Thursday     5  February  2021  \n",
       "23  d8e96667d7  \"Newsletter\"    13   Thursday     5  February  2021  \n",
       "25  6f47381dd3           NaN    11   Thursday     5  February  2021  \n",
       "27  397064e1fe  \"Newsletter\"    15   Thursday     5  February  2021  \n",
       "28  545d27514a           NaN    16   Thursday     5  February  2021  \n",
       "30  c75bcf3cf7  \"Newsletter\"    15   Thursday     5  February  2021  \n",
       "31  4a3ca3aa63  \"Newsletter\"    15   Thursday     5  February  2021  \n",
       "33  19f77c2adc  \"Newsletter\"    11   Thursday     5  February  2021  \n",
       "34  6c14caeebd           NaN    16   Thursday     5  February  2021  \n",
       "35  5c4d684eb7  \"Newsletter\"    11   Thursday     5  February  2021  \n",
       "36  adb2deb7f5  \"Newsletter\"    11   Thursday     5  February  2021  \n",
       "37  8dd68f08bf  \"Newsletter\"    11   Thursday     5  February  2021  \n",
       "39  b3bfabfe1e  \"Newsletter\"    11   Thursday     5  February  2021  \n",
       "43  919de2ba58           NaN    11   Thursday     5  February  2021  \n",
       "44  6f8ff99650  \"Newsletter\"    17   Thursday     5  February  2021  \n",
       "45  aceb99ad67  \"Newsletter\"    18   Saturday     5  February  2021  \n",
       "46  e715fc0bf9           NaN    13   Thursday     5  February  2021  \n",
       "47  0eafc84871  \"Newsletter\"     7     Sunday     5  February  2021  \n",
       "53  9499dc43c3  \"Newsletter\"    14   Thursday     5  February  2021  \n",
       "57  5ab401ddc4  \"Newsletter\"    11   Thursday     5  February  2021  \n",
       "63  0028e6c960           NaN    14   Thursday     5  February  2021  \n",
       "69  90977505b7  \"Newsletter\"    11   Thursday     5  February  2021  \n",
       "70  9a20cc649e  \"Newsletter\"    11   Thursday     5  February  2021  \n",
       "71  6562973f6b           NaN    15   Thursday     5  February  2021  \n",
       "73  bb8af54966           NaN    11   Thursday     5  February  2021  \n",
       "75  2194bc83a4  \"Newsletter\"    17  Wednesday     6  February  2021  \n",
       "76  b37171f33b           NaN    21     Friday     5  February  2021  \n",
       "83  fcf3805a6b  \"Newsletter\"    16   Thursday     5  February  2021  \n",
       "84  5a11292da9           NaN    16   Thursday     5  February  2021  \n",
       "86  f43c0acb62  \"Newsletter\"    12   Thursday     5  February  2021  \n",
       "88  ba2bc82646  \"Newsletter\"    12   Thursday     5  February  2021  \n",
       "92  84f8c2d0dc  \"Newsletter\"    12   Thursday     5  February  2021  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.query(\"UNSUB_CAMPAIGN_ID == '1059c540f3'\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Email Address</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week</th>\n",
       "      <th>day_week</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">5</th>\n",
       "      <th>Friday</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Saturday</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sunday</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thursday</th>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">6</th>\n",
       "      <th>Sunday</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wednesday</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <th>Thursday</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">9</th>\n",
       "      <th>Monday</th>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sunday</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tuesday</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wednesday</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">10</th>\n",
       "      <th>Thursday</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wednesday</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">11</th>\n",
       "      <th>Thursday</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tuesday</th>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wednesday</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">12</th>\n",
       "      <th>Monday</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tuesday</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <th>Tuesday</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <th>Sunday</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Email Address\n",
       "week day_week                \n",
       "5    Friday                 2\n",
       "     Saturday               1\n",
       "     Sunday                 1\n",
       "     Thursday              36\n",
       "6    Sunday                 1\n",
       "     Wednesday              1\n",
       "7    Thursday               8\n",
       "9    Monday                11\n",
       "     Sunday                 1\n",
       "     Tuesday                1\n",
       "     Wednesday              1\n",
       "10   Thursday               1\n",
       "     Wednesday              1\n",
       "11   Thursday               1\n",
       "     Tuesday               11\n",
       "     Wednesday              2\n",
       "12   Monday                 1\n",
       "     Tuesday                1\n",
       "13   Tuesday                9\n",
       "46   Sunday                 3"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.groupby(['week', 'day_week'])[['Email Address']].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = df1.query('year != 2020')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "df2 = df2.query(\"year != 2020\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-23-695c0fa32c3d>:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df2['TAGS'] = df2['TAGS'].str.strip('\"')\n"
     ]
    }
   ],
   "source": [
    "df2['TAGS'] = df2['TAGS'].str.strip('\"')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Email Address</th>\n",
       "      <th>MEMBER_RATING</th>\n",
       "      <th>OPTIN_TIME</th>\n",
       "      <th>CONFIRM_TIME</th>\n",
       "      <th>LAST_CHANGED</th>\n",
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       "      <th>TAGS</th>\n",
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       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>florine.dreux@yahoo.fr</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-01-06 22:22:32</td>\n",
       "      <td>2021-01-06 22:22:32</td>\n",
       "      <td>2021-01-06 22:22:33</td>\n",
       "      <td>96cf6adbf7</td>\n",
       "      <td>Membre Ulule</td>\n",
       "      <td>22</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>1</td>\n",
       "      <td>January</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>phigallic@free.fr</td>\n",
       "      <td>2</td>\n",
       "      <td>2021-03-10 14:52:03</td>\n",
       "      <td>2021-03-10 14:52:03</td>\n",
       "      <td>2021-03-10 14:52:03</td>\n",
       "      <td>37f129065a</td>\n",
       "      <td>Membre Ulule</td>\n",
       "      <td>14</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>10</td>\n",
       "      <td>March</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>sg_mei@hotmail.com</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-03-21 18:40:29</td>\n",
       "      <td>2021-03-21 18:40:29</td>\n",
       "      <td>2021-03-21 18:40:30</td>\n",
       "      <td>e81a2ad30a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>11</td>\n",
       "      <td>March</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>lucas.bonetto@yahoo.fr</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-03-10 14:52:05</td>\n",
       "      <td>2021-03-10 14:52:05</td>\n",
       "      <td>2021-03-10 14:52:05</td>\n",
       "      <td>ab062061ec</td>\n",
       "      <td>Membre Ulule</td>\n",
       "      <td>14</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>10</td>\n",
       "      <td>March</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>miss_teo_chew@hotmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-03-10 14:52:02</td>\n",
       "      <td>2021-03-10 14:52:02</td>\n",
       "      <td>2021-03-10 14:52:02</td>\n",
       "      <td>ad2a25fe6b</td>\n",
       "      <td>Membre Ulule</td>\n",
       "      <td>14</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>10</td>\n",
       "      <td>March</td>\n",
       "      <td>2021</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1739</th>\n",
       "      <td>jltt.person@gmail.com</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-03-10 14:52:02</td>\n",
       "      <td>2021-03-10 14:52:02</td>\n",
       "      <td>2021-03-10 14:52:02</td>\n",
       "      <td>6e5345dd01</td>\n",
       "      <td>Membre Ulule</td>\n",
       "      <td>14</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>10</td>\n",
       "      <td>March</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1740</th>\n",
       "      <td>astridedarmon@yahoo.fr</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-03-25 08:55:35</td>\n",
       "      <td>2021-03-25 08:55:35</td>\n",
       "      <td>2021-03-25 08:55:36</td>\n",
       "      <td>b61a5f1440</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>12</td>\n",
       "      <td>March</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1741</th>\n",
       "      <td>jambon@voila.fr</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-06 17:07:08</td>\n",
       "      <td>2020-11-06 17:07:08</td>\n",
       "      <td>2021-03-19 13:06:17</td>\n",
       "      <td>c25eeca11f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>Friday</td>\n",
       "      <td>11</td>\n",
       "      <td>March</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1742</th>\n",
       "      <td>jeremyroche@free.fr</td>\n",
       "      <td>2</td>\n",
       "      <td>2021-03-10 14:52:00</td>\n",
       "      <td>2021-03-10 14:52:00</td>\n",
       "      <td>2021-03-10 14:52:00</td>\n",
       "      <td>df5979534e</td>\n",
       "      <td>Membre Ulule</td>\n",
       "      <td>14</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>10</td>\n",
       "      <td>March</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1743</th>\n",
       "      <td>adeline.herzog@neuf.fr</td>\n",
       "      <td>2</td>\n",
       "      <td>2021-01-19 15:55:35</td>\n",
       "      <td>2021-01-19 15:55:35</td>\n",
       "      <td>2021-01-19 15:55:35</td>\n",
       "      <td>d1de1ad744</td>\n",
       "      <td>Newsletter</td>\n",
       "      <td>15</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>3</td>\n",
       "      <td>January</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1334 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Email Address  MEMBER_RATING           OPTIN_TIME  \\\n",
       "1        florine.dreux@yahoo.fr              4  2021-01-06 22:22:32   \n",
       "2             phigallic@free.fr              2  2021-03-10 14:52:03   \n",
       "3            sg_mei@hotmail.com              4  2021-03-21 18:40:29   \n",
       "4        lucas.bonetto@yahoo.fr              4  2021-03-10 14:52:05   \n",
       "5     miss_teo_chew@hotmail.com              3  2021-03-10 14:52:02   \n",
       "...                         ...            ...                  ...   \n",
       "1739      jltt.person@gmail.com              4  2021-03-10 14:52:02   \n",
       "1740     astridedarmon@yahoo.fr              4  2021-03-25 08:55:35   \n",
       "1741            jambon@voila.fr              1  2020-11-06 17:07:08   \n",
       "1742        jeremyroche@free.fr              2  2021-03-10 14:52:00   \n",
       "1743     adeline.herzog@neuf.fr              2  2021-01-19 15:55:35   \n",
       "\n",
       "             CONFIRM_TIME         LAST_CHANGED        EUID          TAGS  \\\n",
       "1     2021-01-06 22:22:32  2021-01-06 22:22:33  96cf6adbf7  Membre Ulule   \n",
       "2     2021-03-10 14:52:03  2021-03-10 14:52:03  37f129065a  Membre Ulule   \n",
       "3     2021-03-21 18:40:29  2021-03-21 18:40:30  e81a2ad30a           NaN   \n",
       "4     2021-03-10 14:52:05  2021-03-10 14:52:05  ab062061ec  Membre Ulule   \n",
       "5     2021-03-10 14:52:02  2021-03-10 14:52:02  ad2a25fe6b  Membre Ulule   \n",
       "...                   ...                  ...         ...           ...   \n",
       "1739  2021-03-10 14:52:02  2021-03-10 14:52:02  6e5345dd01  Membre Ulule   \n",
       "1740  2021-03-25 08:55:35  2021-03-25 08:55:36  b61a5f1440           NaN   \n",
       "1741  2020-11-06 17:07:08  2021-03-19 13:06:17  c25eeca11f           NaN   \n",
       "1742  2021-03-10 14:52:00  2021-03-10 14:52:00  df5979534e  Membre Ulule   \n",
       "1743  2021-01-19 15:55:35  2021-01-19 15:55:35  d1de1ad744    Newsletter   \n",
       "\n",
       "      hour   day_week  week    month  year  \n",
       "1       22  Wednesday     1  January  2021  \n",
       "2       14  Wednesday    10    March  2021  \n",
       "3       18     Sunday    11    March  2021  \n",
       "4       14  Wednesday    10    March  2021  \n",
       "5       14  Wednesday    10    March  2021  \n",
       "...    ...        ...   ...      ...   ...  \n",
       "1739    14  Wednesday    10    March  2021  \n",
       "1740     8   Thursday    12    March  2021  \n",
       "1741    13     Friday    11    March  2021  \n",
       "1742    14  Wednesday    10    March  2021  \n",
       "1743    15    Tuesday     3  January  2021  \n",
       "\n",
       "[1334 rows x 12 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = df2.query('TAGS == \"Newsletter\"')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Email Address</th>\n",
       "      <th>MEMBER_RATING</th>\n",
       "      <th>OPTIN_TIME</th>\n",
       "      <th>CONFIRM_TIME</th>\n",
       "      <th>LAST_CHANGED</th>\n",
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       "      <th>week</th>\n",
       "      <th>month</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>olivia.lerville@gmail.com</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-01-19 15:55:32</td>\n",
       "      <td>2021-01-19 15:55:32</td>\n",
       "      <td>2021-01-19 15:55:32</td>\n",
       "      <td>6613cc13ac</td>\n",
       "      <td>Newsletter</td>\n",
       "      <td>15</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>3</td>\n",
       "      <td>January</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>caroline.cosson@hotmail.fr</td>\n",
       "      <td>2</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>caf8c4370e</td>\n",
       "      <td>Newsletter</td>\n",
       "      <td>15</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>3</td>\n",
       "      <td>January</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>murgu12@gmail.com</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-01-19 15:55:37</td>\n",
       "      <td>2021-01-19 15:55:37</td>\n",
       "      <td>2021-01-19 15:55:37</td>\n",
       "      <td>7cc11e6b24</td>\n",
       "      <td>Newsletter</td>\n",
       "      <td>15</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>3</td>\n",
       "      <td>January</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>morgane.piccardino@skema.edu</td>\n",
       "      <td>2</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>17fa789d99</td>\n",
       "      <td>Newsletter</td>\n",
       "      <td>15</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>3</td>\n",
       "      <td>January</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>annabelle.rastoin@gmail.com</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-01-19 15:55:29</td>\n",
       "      <td>2021-01-19 15:55:29</td>\n",
       "      <td>2021-01-19 15:55:29</td>\n",
       "      <td>49e1280d24</td>\n",
       "      <td>Newsletter</td>\n",
       "      <td>15</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>3</td>\n",
       "      <td>January</td>\n",
       "      <td>2021</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1719</th>\n",
       "      <td>jmorel@ugc.fr</td>\n",
       "      <td>2</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>325f278a2f</td>\n",
       "      <td>Newsletter</td>\n",
       "      <td>15</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>3</td>\n",
       "      <td>January</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1724</th>\n",
       "      <td>dessartla@outlook.com</td>\n",
       "      <td>2</td>\n",
       "      <td>2021-01-19 15:55:33</td>\n",
       "      <td>2021-01-19 15:55:33</td>\n",
       "      <td>2021-01-19 15:55:33</td>\n",
       "      <td>dfedfc72fd</td>\n",
       "      <td>Newsletter</td>\n",
       "      <td>15</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>3</td>\n",
       "      <td>January</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1726</th>\n",
       "      <td>ciocogrl@yahoo.it</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:28</td>\n",
       "      <td>2021-01-19 15:55:28</td>\n",
       "      <td>2021-01-19 15:55:28</td>\n",
       "      <td>ab4abbdc1a</td>\n",
       "      <td>Newsletter</td>\n",
       "      <td>15</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>3</td>\n",
       "      <td>January</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1729</th>\n",
       "      <td>s.inoubli@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:32</td>\n",
       "      <td>2021-01-19 15:55:32</td>\n",
       "      <td>2021-01-19 15:55:32</td>\n",
       "      <td>6b9bec6b90</td>\n",
       "      <td>Newsletter</td>\n",
       "      <td>15</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>3</td>\n",
       "      <td>January</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1743</th>\n",
       "      <td>adeline.herzog@neuf.fr</td>\n",
       "      <td>2</td>\n",
       "      <td>2021-01-19 15:55:35</td>\n",
       "      <td>2021-01-19 15:55:35</td>\n",
       "      <td>2021-01-19 15:55:35</td>\n",
       "      <td>d1de1ad744</td>\n",
       "      <td>Newsletter</td>\n",
       "      <td>15</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>3</td>\n",
       "      <td>January</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>190 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Email Address  MEMBER_RATING           OPTIN_TIME  \\\n",
       "20       olivia.lerville@gmail.com              4  2021-01-19 15:55:32   \n",
       "26      caroline.cosson@hotmail.fr              2  2021-01-19 15:55:30   \n",
       "28               murgu12@gmail.com              4  2021-01-19 15:55:37   \n",
       "54    morgane.piccardino@skema.edu              2  2021-01-19 15:55:30   \n",
       "59     annabelle.rastoin@gmail.com              4  2021-01-19 15:55:29   \n",
       "...                            ...            ...                  ...   \n",
       "1719                 jmorel@ugc.fr              2  2021-01-19 15:55:30   \n",
       "1724         dessartla@outlook.com              2  2021-01-19 15:55:33   \n",
       "1726             ciocogrl@yahoo.it              3  2021-01-19 15:55:28   \n",
       "1729           s.inoubli@gmail.com              3  2021-01-19 15:55:32   \n",
       "1743        adeline.herzog@neuf.fr              2  2021-01-19 15:55:35   \n",
       "\n",
       "             CONFIRM_TIME         LAST_CHANGED        EUID        TAGS  hour  \\\n",
       "20    2021-01-19 15:55:32  2021-01-19 15:55:32  6613cc13ac  Newsletter    15   \n",
       "26    2021-01-19 15:55:30  2021-01-19 15:55:30  caf8c4370e  Newsletter    15   \n",
       "28    2021-01-19 15:55:37  2021-01-19 15:55:37  7cc11e6b24  Newsletter    15   \n",
       "54    2021-01-19 15:55:30  2021-01-19 15:55:30  17fa789d99  Newsletter    15   \n",
       "59    2021-01-19 15:55:29  2021-01-19 15:55:29  49e1280d24  Newsletter    15   \n",
       "...                   ...                  ...         ...         ...   ...   \n",
       "1719  2021-01-19 15:55:30  2021-01-19 15:55:30  325f278a2f  Newsletter    15   \n",
       "1724  2021-01-19 15:55:33  2021-01-19 15:55:33  dfedfc72fd  Newsletter    15   \n",
       "1726  2021-01-19 15:55:28  2021-01-19 15:55:28  ab4abbdc1a  Newsletter    15   \n",
       "1729  2021-01-19 15:55:32  2021-01-19 15:55:32  6b9bec6b90  Newsletter    15   \n",
       "1743  2021-01-19 15:55:35  2021-01-19 15:55:35  d1de1ad744  Newsletter    15   \n",
       "\n",
       "     day_week  week    month  year  \n",
       "20    Tuesday     3  January  2021  \n",
       "26    Tuesday     3  January  2021  \n",
       "28    Tuesday     3  January  2021  \n",
       "54    Tuesday     3  January  2021  \n",
       "59    Tuesday     3  January  2021  \n",
       "...       ...   ...      ...   ...  \n",
       "1719  Tuesday     3  January  2021  \n",
       "1724  Tuesday     3  January  2021  \n",
       "1726  Tuesday     3  January  2021  \n",
       "1729  Tuesday     3  January  2021  \n",
       "1743  Tuesday     3  January  2021  \n",
       "\n",
       "[190 rows x 12 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "order_week = 'Sunday','Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "d = df2.groupby(['day_week'])['Email Address'].count().reindex(order_week)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(190, 12)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\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>Title</th>\n",
       "      <th>Delivery Date</th>\n",
       "      <th>Total Recipients</th>\n",
       "      <th>Successful Deliveries</th>\n",
       "      <th>Bounces</th>\n",
       "      <th>Times Forwarded</th>\n",
       "      <th>Forwarded Opens</th>\n",
       "      <th>Recipients Who Opened</th>\n",
       "      <th>Total Opens</th>\n",
       "      <th>Last Open Date</th>\n",
       "      <th>Recipients Who Clicked</th>\n",
       "      <th>Total Clicks</th>\n",
       "      <th>Last Click Date</th>\n",
       "      <th>Total Unsubs</th>\n",
       "      <th>Total</th>\n",
       "      <th>Times Liked on Facebook Abuse Complaints</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>La news qui vous dit enfin tout</td>\n",
       "      <td>2021/03/30/ 12:15</td>\n",
       "      <td>1746</td>\n",
       "      <td>1741</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>872</td>\n",
       "      <td>1681</td>\n",
       "      <td>2021/03/31 12:16</td>\n",
       "      <td>152</td>\n",
       "      <td>207</td>\n",
       "      <td>2021/03/31 12:13</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5 livres pour apprehender la crise climatique</td>\n",
       "      <td>2021/03/16 12:15</td>\n",
       "      <td>1680</td>\n",
       "      <td>1675</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>949</td>\n",
       "      <td>1681</td>\n",
       "      <td>2021/03/26 11:05</td>\n",
       "      <td>68</td>\n",
       "      <td>88</td>\n",
       "      <td>2021/03/26 11:05</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Semaine de lives + ZW Guide</td>\n",
       "      <td>2021/03/01 15:30</td>\n",
       "      <td>771</td>\n",
       "      <td>769</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>462</td>\n",
       "      <td>852</td>\n",
       "      <td>2021/03/26 9:52</td>\n",
       "      <td>62</td>\n",
       "      <td>82</td>\n",
       "      <td>2021/03/17 9:51</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5 documentaires pour s'inspirer</td>\n",
       "      <td>2021/02/18 11:47</td>\n",
       "      <td>762</td>\n",
       "      <td>760</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>568</td>\n",
       "      <td>1288</td>\n",
       "      <td>2021/03/26 10:55</td>\n",
       "      <td>30</td>\n",
       "      <td>50</td>\n",
       "      <td>2021/03/24 23:04</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Hello de la team Refyld ð</td>\n",
       "      <td>2021/02/04 11:08</td>\n",
       "      <td>766</td>\n",
       "      <td>761</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>439</td>\n",
       "      <td>868</td>\n",
       "      <td>2021/03/23 14:13</td>\n",
       "      <td>29</td>\n",
       "      <td>32</td>\n",
       "      <td>2021/02/07 17:23</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           Title        Delivery Date  \\\n",
       "0                La news qui vous dit enfin tout    2021/03/30/ 12:15   \n",
       "1  5 livres pour apprehender la crise climatique     2021/03/16 12:15   \n",
       "2                    Semaine de lives + ZW Guide     2021/03/01 15:30   \n",
       "3                5 documentaires pour s'inspirer    2021/02/18 11:47    \n",
       "4                    Hello de la team Refyld ð     2021/02/04 11:08   \n",
       "\n",
       "   Total Recipients  Successful Deliveries  Bounces  Times Forwarded  \\\n",
       "0              1746                   1741        5                0   \n",
       "1              1680                   1675        5                0   \n",
       "2               771                    769        2                0   \n",
       "3               762                    760        2                0   \n",
       "4               766                    761        5                0   \n",
       "\n",
       "   Forwarded Opens  Recipients Who Opened  Total Opens      Last Open Date  \\\n",
       "0                0                    872         1681    2021/03/31 12:16   \n",
       "1                0                    949         1681    2021/03/26 11:05   \n",
       "2                0                    462          852    2021/03/26 9:52    \n",
       "3                0                    568         1288   2021/03/26 10:55    \n",
       "4                0                    439          868   2021/03/23 14:13    \n",
       "\n",
       "    Recipients Who Clicked  Total Clicks    Last Click Date  Total Unsubs  \\\n",
       "0                      152           207   2021/03/31 12:13             9   \n",
       "1                       68            88   2021/03/26 11:05            14   \n",
       "2                       62            82   2021/03/17 9:51             12   \n",
       "3                       30            50  2021/03/24 23:04              8   \n",
       "4                       29            32  2021/02/07 17:23             42   \n",
       "\n",
       "   Total  Times Liked on Facebook Abuse Complaints  \n",
       "0      0                                         0  \n",
       "1      0                                         0  \n",
       "2      0                                         0  \n",
       "3      1                                         0  \n",
       "4      0                                         0  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nw = pd.read_csv('Mail_Chimp_La_News_Qui_Vous_Dit_Enfin_Tout_Mar_31_2021.csv', encoding= 'latin1')\n",
    "nw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Title', 'Delivery Date', 'Total Recipients', 'Successful Deliveries',\n",
       "       'Bounces', 'Times Forwarded', 'Forwarded Opens',\n",
       "       'Recipients Who Opened', 'Total Opens', ' Last Open Date',\n",
       "       ' Recipients Who Clicked', 'Total Clicks', 'Last Click Date',\n",
       "       'Total Unsubs', 'Total', 'Times Liked on Facebook Abuse Complaints'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nw.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "nw['hour'] =  pd.to_datetime(nw['Delivery Date'], yearfirst=True).dt.hour\n",
    "    \n",
    "nw['week_day'] = pd.to_datetime(nw['Delivery Date'], yearfirst=True).dt.day_name()\n",
    "    \n",
    "nw['week']=pd.to_datetime(nw['Delivery Date'], yearfirst=True).dt.isocalendar().week\n",
    "\n",
    "nw['month']=pd.to_datetime(nw['Delivery Date'], yearfirst=True).dt.month_name()\n",
    "\n",
    "nw['year']=pd.to_datetime(nw['Delivery Date'], yearfirst=True).dt.year\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Email Address</th>\n",
       "      <th>MEMBER_RATING</th>\n",
       "      <th>OPTIN_TIME</th>\n",
       "      <th>CONFIRM_TIME</th>\n",
       "      <th>LATITUDE</th>\n",
       "      <th>LONGITUDE</th>\n",
       "      <th>UNSUB_TIME</th>\n",
       "      <th>UNSUB_CAMPAIGN_TITLE</th>\n",
       "      <th>UNSUB_CAMPAIGN_ID</th>\n",
       "      <th>UNSUB_REASON</th>\n",
       "      <th>LEID</th>\n",
       "      <th>EUID</th>\n",
       "      <th>TAGS</th>\n",
       "      <th>hour</th>\n",
       "      <th>day_week</th>\n",
       "      <th>week</th>\n",
       "      <th>month</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ac.dcroue@hotmail.fr</td>\n",
       "      <td>2</td>\n",
       "      <td>2020-11-24 13:39:40</td>\n",
       "      <td>2020-11-24 13:39:40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-02-04 13:15:32</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1326473692</td>\n",
       "      <td>0a3ee08126</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>audrey.lattion@hotmail.ch</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>2021-01-19 15:55:30</td>\n",
       "      <td>46.53</td>\n",
       "      <td>6.6200000</td>\n",
       "      <td>2021-02-04 13:08:59</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1341651080</td>\n",
       "      <td>a6f33c0d2f</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>13</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>mv30@free.fr</td>\n",
       "      <td>2</td>\n",
       "      <td>2021-01-19 15:55:34</td>\n",
       "      <td>2021-01-19 15:55:34</td>\n",
       "      <td>43.87</td>\n",
       "      <td>4.3800000</td>\n",
       "      <td>2021-03-30 14:38:18</td>\n",
       "      <td>La news qui vous dit enfin tout</td>\n",
       "      <td>e112709bb8</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1341651448</td>\n",
       "      <td>c987a1f230</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>14</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>13</td>\n",
       "      <td>March</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>anastasia.sokoloff@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:31</td>\n",
       "      <td>2021-01-19 15:55:31</td>\n",
       "      <td>48.83</td>\n",
       "      <td>2.4500000</td>\n",
       "      <td>2021-03-01 16:09:13</td>\n",
       "      <td>Semaine de lives + ZW Guide</td>\n",
       "      <td>70dd4d04b4</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1341651216</td>\n",
       "      <td>a43ae2b2ae</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>16</td>\n",
       "      <td>Monday</td>\n",
       "      <td>9</td>\n",
       "      <td>March</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>m8khex8tf2xv@opayq.com</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-03-01 11:08:20</td>\n",
       "      <td>2021-03-01 11:08:20</td>\n",
       "      <td>48.86</td>\n",
       "      <td>2.3400000</td>\n",
       "      <td>2021-03-01 13:45:43</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1356485504</td>\n",
       "      <td>1c06553ec4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>Monday</td>\n",
       "      <td>9</td>\n",
       "      <td>March</td>\n",
       "      <td>2021</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>remidelsg@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:36</td>\n",
       "      <td>2021-01-19 15:55:36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-02-04 12:46:46</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1341651540</td>\n",
       "      <td>ba2bc82646</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>12</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>camille.c@hotmail.fr</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:37</td>\n",
       "      <td>2021-01-19 15:55:37</td>\n",
       "      <td>48.89</td>\n",
       "      <td>2.3100000</td>\n",
       "      <td>2021-02-18 12:55:02</td>\n",
       "      <td>5 documentaires pour s'inspirer</td>\n",
       "      <td>67147fe60c</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1341651640</td>\n",
       "      <td>24c2a2a06a</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>12</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>7</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>roxane.makpopan@gmail.com</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-03-10 14:52:05</td>\n",
       "      <td>2021-03-10 14:52:05</td>\n",
       "      <td>48.83</td>\n",
       "      <td>2.4500000</td>\n",
       "      <td>2021-03-30 14:00:04</td>\n",
       "      <td>La news qui vous dit enfin tout</td>\n",
       "      <td>e112709bb8</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1362066496</td>\n",
       "      <td>7d94b178fb</td>\n",
       "      <td>\"Membre Ulule\"</td>\n",
       "      <td>14</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>13</td>\n",
       "      <td>March</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>puce_746@hotmail.fr</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-19 15:55:29</td>\n",
       "      <td>2021-01-19 15:55:29</td>\n",
       "      <td>45.12</td>\n",
       "      <td>5.8100000</td>\n",
       "      <td>2021-02-04 12:07:09</td>\n",
       "      <td>Hello de la team Refyld 👋</td>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1341651016</td>\n",
       "      <td>84f8c2d0dc</td>\n",
       "      <td>\"Newsletter\"</td>\n",
       "      <td>12</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>geraldine.roquier@gmail.com</td>\n",
       "      <td>2</td>\n",
       "      <td>2020-11-13 13:30:04</td>\n",
       "      <td>2020-11-13 13:30:04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-03-01 16:07:50</td>\n",
       "      <td>Semaine de lives + ZW Guide</td>\n",
       "      <td>70dd4d04b4</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>1325469968</td>\n",
       "      <td>932fc76d2a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16</td>\n",
       "      <td>Monday</td>\n",
       "      <td>9</td>\n",
       "      <td>March</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>91 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Email Address  MEMBER_RATING           OPTIN_TIME  \\\n",
       "0           ac.dcroue@hotmail.fr              2  2020-11-24 13:39:40   \n",
       "1      audrey.lattion@hotmail.ch              3  2021-01-19 15:55:30   \n",
       "2                   mv30@free.fr              2  2021-01-19 15:55:34   \n",
       "4   anastasia.sokoloff@gmail.com              3  2021-01-19 15:55:31   \n",
       "5         m8khex8tf2xv@opayq.com              4  2021-03-01 11:08:20   \n",
       "..                           ...            ...                  ...   \n",
       "88           remidelsg@gmail.com              3  2021-01-19 15:55:36   \n",
       "89          camille.c@hotmail.fr              3  2021-01-19 15:55:37   \n",
       "91     roxane.makpopan@gmail.com              3  2021-03-10 14:52:05   \n",
       "92           puce_746@hotmail.fr              3  2021-01-19 15:55:29   \n",
       "93   geraldine.roquier@gmail.com              2  2020-11-13 13:30:04   \n",
       "\n",
       "           CONFIRM_TIME  LATITUDE  LONGITUDE           UNSUB_TIME  \\\n",
       "0   2020-11-24 13:39:40       NaN        NaN  2021-02-04 13:15:32   \n",
       "1   2021-01-19 15:55:30     46.53  6.6200000  2021-02-04 13:08:59   \n",
       "2   2021-01-19 15:55:34     43.87  4.3800000  2021-03-30 14:38:18   \n",
       "4   2021-01-19 15:55:31     48.83  2.4500000  2021-03-01 16:09:13   \n",
       "5   2021-03-01 11:08:20     48.86  2.3400000  2021-03-01 13:45:43   \n",
       "..                  ...       ...        ...                  ...   \n",
       "88  2021-01-19 15:55:36       NaN        NaN  2021-02-04 12:46:46   \n",
       "89  2021-01-19 15:55:37     48.89  2.3100000  2021-02-18 12:55:02   \n",
       "91  2021-03-10 14:52:05     48.83  2.4500000  2021-03-30 14:00:04   \n",
       "92  2021-01-19 15:55:29     45.12  5.8100000  2021-02-04 12:07:09   \n",
       "93  2020-11-13 13:30:04       NaN        NaN  2021-03-01 16:07:50   \n",
       "\n",
       "                UNSUB_CAMPAIGN_TITLE UNSUB_CAMPAIGN_ID UNSUB_REASON  \\\n",
       "0          Hello de la team Refyld 👋        1059c540f3       NORMAL   \n",
       "1          Hello de la team Refyld 👋        1059c540f3          NaN   \n",
       "2    La news qui vous dit enfin tout        e112709bb8       NORMAL   \n",
       "4        Semaine de lives + ZW Guide        70dd4d04b4       NORMAL   \n",
       "5                                NaN               NaN          NaN   \n",
       "..                               ...               ...          ...   \n",
       "88         Hello de la team Refyld 👋        1059c540f3       NORMAL   \n",
       "89  5 documentaires pour s'inspirer         67147fe60c          NaN   \n",
       "91   La news qui vous dit enfin tout        e112709bb8       NORMAL   \n",
       "92         Hello de la team Refyld 👋        1059c540f3       NORMAL   \n",
       "93       Semaine de lives + ZW Guide        70dd4d04b4       NORMAL   \n",
       "\n",
       "          LEID        EUID            TAGS  hour  day_week  week     month  \\\n",
       "0   1326473692  0a3ee08126             NaN    13  Thursday     5  February   \n",
       "1   1341651080  a6f33c0d2f    \"Newsletter\"    13  Thursday     5  February   \n",
       "2   1341651448  c987a1f230    \"Newsletter\"    14   Tuesday    13     March   \n",
       "4   1341651216  a43ae2b2ae    \"Newsletter\"    16    Monday     9     March   \n",
       "5   1356485504  1c06553ec4             NaN    13    Monday     9     March   \n",
       "..         ...         ...             ...   ...       ...   ...       ...   \n",
       "88  1341651540  ba2bc82646    \"Newsletter\"    12  Thursday     5  February   \n",
       "89  1341651640  24c2a2a06a    \"Newsletter\"    12  Thursday     7  February   \n",
       "91  1362066496  7d94b178fb  \"Membre Ulule\"    14   Tuesday    13     March   \n",
       "92  1341651016  84f8c2d0dc    \"Newsletter\"    12  Thursday     5  February   \n",
       "93  1325469968  932fc76d2a             NaN    16    Monday     9     March   \n",
       "\n",
       "    year  \n",
       "0   2021  \n",
       "1   2021  \n",
       "2   2021  \n",
       "4   2021  \n",
       "5   2021  \n",
       "..   ...  \n",
       "88  2021  \n",
       "89  2021  \n",
       "91  2021  \n",
       "92  2021  \n",
       "93  2021  \n",
       "\n",
       "[91 rows x 18 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\bruna\\anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:4296: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  return super().rename(\n"
     ]
    }
   ],
   "source": [
    "df1.rename(columns={'UNSUB_CAMPAIGN_ID':\"Email_ID\"}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "nw.loc[nw['week'] == 5, 'Email_ID'] = '1059c540f3'\n",
    "nw.loc[nw['week'] == 7, 'Email_ID'] = '67147fe60c'\n",
    "nw.loc[nw['week'] == 9, 'Email_ID'] = '70dd4d04b4'\n",
    "nw.loc[nw['week'] == 11, 'Email_ID'] = 'acdc72d9b9'\n",
    "nw.loc[nw['week'] == 13, 'Email_ID'] = 'e112709bb8'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_nw = pd.merge(df1[['Email_ID', 'UNSUB_TIME']], nw[['Email_ID', 'Delivery Date', 'Total Unsubs']], on='Email_ID', how='outer')\n",
    "df_nw = df_nw[:90]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>2021/02/04 11:08</td>\n",
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       "      <td>2021-02-04 11:20:04</td>\n",
       "      <td>2021/02/04 11:08</td>\n",
       "      <td>42.0</td>\n",
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       "      <th>4</th>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>2021-02-04 13:15:05</td>\n",
       "      <td>2021/02/04 11:08</td>\n",
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       "      <th>85</th>\n",
       "      <td>67147fe60c</td>\n",
       "      <td>2021-02-18 17:24:20</td>\n",
       "      <td>2021/02/18 11:47</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>67147fe60c</td>\n",
       "      <td>2021-02-18 12:55:02</td>\n",
       "      <td>2021/02/18 11:47</td>\n",
       "      <td>8.0</td>\n",
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       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>d66fb96938</td>\n",
       "      <td>2021-03-23 16:41:54</td>\n",
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       "      <th>89</th>\n",
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       "      <td>2021-03-10 16:50:36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>90 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Email_ID           UNSUB_TIME       Delivery Date  Total Unsubs\n",
       "0   1059c540f3  2021-02-04 13:15:32    2021/02/04 11:08          42.0\n",
       "1   1059c540f3  2021-02-04 13:08:59    2021/02/04 11:08          42.0\n",
       "2   1059c540f3  2021-02-04 11:12:37    2021/02/04 11:08          42.0\n",
       "3   1059c540f3  2021-02-04 11:20:04    2021/02/04 11:08          42.0\n",
       "4   1059c540f3  2021-02-04 13:15:05    2021/02/04 11:08          42.0\n",
       "..         ...                  ...                 ...           ...\n",
       "85  67147fe60c  2021-02-18 17:24:20   2021/02/18 11:47            8.0\n",
       "86  67147fe60c  2021-02-18 12:55:02   2021/02/18 11:47            8.0\n",
       "87  d66fb96938  2021-03-23 16:41:54                 NaN           NaN\n",
       "88  d66fb96938  2021-03-17 08:01:47                 NaN           NaN\n",
       "89  d66fb96938  2021-03-10 16:50:36                 NaN           NaN\n",
       "\n",
       "[90 rows x 4 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_nw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_nw['Time Between'] = pd.to_datetime(df_nw['UNSUB_TIME'])-pd.to_datetime(df_nw['Delivery Date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_nw = df_nw[:87]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Email_ID</th>\n",
       "      <th>UNSUB_TIME</th>\n",
       "      <th>Delivery Date</th>\n",
       "      <th>Total Unsubs</th>\n",
       "      <th>Time Between</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>2021-02-04 13:15:32</td>\n",
       "      <td>2021/02/04 11:08</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0 days 02:07:32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>2021-02-04 13:08:59</td>\n",
       "      <td>2021/02/04 11:08</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0 days 02:00:59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>2021-02-04 11:12:37</td>\n",
       "      <td>2021/02/04 11:08</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0 days 00:04:37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>2021-02-04 11:20:04</td>\n",
       "      <td>2021/02/04 11:08</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0 days 00:12:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>2021-02-04 13:15:05</td>\n",
       "      <td>2021/02/04 11:08</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0 days 02:07:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>67147fe60c</td>\n",
       "      <td>2021-02-18 12:43:32</td>\n",
       "      <td>2021/02/18 11:47</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0 days 00:56:32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>67147fe60c</td>\n",
       "      <td>2021-03-03 21:35:03</td>\n",
       "      <td>2021/02/18 11:47</td>\n",
       "      <td>8.0</td>\n",
       "      <td>13 days 09:48:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>67147fe60c</td>\n",
       "      <td>2021-02-18 11:53:08</td>\n",
       "      <td>2021/02/18 11:47</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0 days 00:06:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>67147fe60c</td>\n",
       "      <td>2021-02-18 17:24:20</td>\n",
       "      <td>2021/02/18 11:47</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0 days 05:37:20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>67147fe60c</td>\n",
       "      <td>2021-02-18 12:55:02</td>\n",
       "      <td>2021/02/18 11:47</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0 days 01:08:02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>87 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Email_ID           UNSUB_TIME       Delivery Date  Total Unsubs  \\\n",
       "0   1059c540f3  2021-02-04 13:15:32    2021/02/04 11:08          42.0   \n",
       "1   1059c540f3  2021-02-04 13:08:59    2021/02/04 11:08          42.0   \n",
       "2   1059c540f3  2021-02-04 11:12:37    2021/02/04 11:08          42.0   \n",
       "3   1059c540f3  2021-02-04 11:20:04    2021/02/04 11:08          42.0   \n",
       "4   1059c540f3  2021-02-04 13:15:05    2021/02/04 11:08          42.0   \n",
       "..         ...                  ...                 ...           ...   \n",
       "82  67147fe60c  2021-02-18 12:43:32   2021/02/18 11:47            8.0   \n",
       "83  67147fe60c  2021-03-03 21:35:03   2021/02/18 11:47            8.0   \n",
       "84  67147fe60c  2021-02-18 11:53:08   2021/02/18 11:47            8.0   \n",
       "85  67147fe60c  2021-02-18 17:24:20   2021/02/18 11:47            8.0   \n",
       "86  67147fe60c  2021-02-18 12:55:02   2021/02/18 11:47            8.0   \n",
       "\n",
       "       Time Between  \n",
       "0   0 days 02:07:32  \n",
       "1   0 days 02:00:59  \n",
       "2   0 days 00:04:37  \n",
       "3   0 days 00:12:04  \n",
       "4   0 days 02:07:05  \n",
       "..              ...  \n",
       "82  0 days 00:56:32  \n",
       "83 13 days 09:48:03  \n",
       "84  0 days 00:06:08  \n",
       "85  0 days 05:37:20  \n",
       "86  0 days 01:08:02  \n",
       "\n",
       "[87 rows x 5 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_nw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-41-0bf4384930c0>:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_nw['hour_delivery'] =  pd.to_datetime(nw['Delivery Date'], yearfirst=True).dt.hour\n",
      "<ipython-input-41-0bf4384930c0>:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_nw['week_day_delivery'] = pd.to_datetime(nw['Delivery Date'], yearfirst=True).dt.day_name()\n",
      "<ipython-input-41-0bf4384930c0>:5: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_nw['week_delivery']=pd.to_datetime(nw['Delivery Date'], yearfirst=True).dt.isocalendar().week\n",
      "<ipython-input-41-0bf4384930c0>:7: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_nw['month_delivery']=pd.to_datetime(nw['Delivery Date'], yearfirst=True).dt.month_name()\n"
     ]
    }
   ],
   "source": [
    "df_nw['hour_delivery'] =  pd.to_datetime(nw['Delivery Date'], yearfirst=True).dt.hour\n",
    "    \n",
    "df_nw['week_day_delivery'] = pd.to_datetime(nw['Delivery Date'], yearfirst=True).dt.day_name()\n",
    "    \n",
    "df_nw['week_delivery']=pd.to_datetime(nw['Delivery Date'], yearfirst=True).dt.isocalendar().week\n",
    "\n",
    "df_nw['month_delivery']=pd.to_datetime(nw['Delivery Date'], yearfirst=True).dt.month_name()\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
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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>Email_ID</th>\n",
       "      <th>UNSUB_TIME</th>\n",
       "      <th>Delivery Date</th>\n",
       "      <th>Total Unsubs</th>\n",
       "      <th>Time Between</th>\n",
       "      <th>hour_delivery</th>\n",
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       "      <th>week_delivery</th>\n",
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       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>2021-02-04 13:15:32</td>\n",
       "      <td>2021/02/04 11:08</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0 days 02:07:32</td>\n",
       "      <td>12.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>13</td>\n",
       "      <td>March</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>2021-02-04 13:08:59</td>\n",
       "      <td>2021/02/04 11:08</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0 days 02:00:59</td>\n",
       "      <td>12.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>11</td>\n",
       "      <td>March</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>2021-02-04 11:12:37</td>\n",
       "      <td>2021/02/04 11:08</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0 days 00:04:37</td>\n",
       "      <td>15.0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>9</td>\n",
       "      <td>March</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>2021-02-04 11:20:04</td>\n",
       "      <td>2021/02/04 11:08</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0 days 00:12:04</td>\n",
       "      <td>11.0</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>7</td>\n",
       "      <td>February</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1059c540f3</td>\n",
       "      <td>2021-02-04 13:15:05</td>\n",
       "      <td>2021/02/04 11:08</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0 days 02:07:05</td>\n",
       "      <td>11.0</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>67147fe60c</td>\n",
       "      <td>2021-02-18 12:43:32</td>\n",
       "      <td>2021/02/18 11:47</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0 days 00:56:32</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>67147fe60c</td>\n",
       "      <td>2021-03-03 21:35:03</td>\n",
       "      <td>2021/02/18 11:47</td>\n",
       "      <td>8.0</td>\n",
       "      <td>13 days 09:48:03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>84</th>\n",
       "      <td>67147fe60c</td>\n",
       "      <td>2021-02-18 11:53:08</td>\n",
       "      <td>2021/02/18 11:47</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0 days 00:06:08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>67147fe60c</td>\n",
       "      <td>2021-02-18 17:24:20</td>\n",
       "      <td>2021/02/18 11:47</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0 days 05:37:20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>67147fe60c</td>\n",
       "      <td>2021-02-18 12:55:02</td>\n",
       "      <td>2021/02/18 11:47</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0 days 01:08:02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>87 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Email_ID           UNSUB_TIME       Delivery Date  Total Unsubs  \\\n",
       "0   1059c540f3  2021-02-04 13:15:32    2021/02/04 11:08          42.0   \n",
       "1   1059c540f3  2021-02-04 13:08:59    2021/02/04 11:08          42.0   \n",
       "2   1059c540f3  2021-02-04 11:12:37    2021/02/04 11:08          42.0   \n",
       "3   1059c540f3  2021-02-04 11:20:04    2021/02/04 11:08          42.0   \n",
       "4   1059c540f3  2021-02-04 13:15:05    2021/02/04 11:08          42.0   \n",
       "..         ...                  ...                 ...           ...   \n",
       "82  67147fe60c  2021-02-18 12:43:32   2021/02/18 11:47            8.0   \n",
       "83  67147fe60c  2021-03-03 21:35:03   2021/02/18 11:47            8.0   \n",
       "84  67147fe60c  2021-02-18 11:53:08   2021/02/18 11:47            8.0   \n",
       "85  67147fe60c  2021-02-18 17:24:20   2021/02/18 11:47            8.0   \n",
       "86  67147fe60c  2021-02-18 12:55:02   2021/02/18 11:47            8.0   \n",
       "\n",
       "       Time Between  hour_delivery week_day_delivery  week_delivery  \\\n",
       "0   0 days 02:07:32           12.0           Tuesday             13   \n",
       "1   0 days 02:00:59           12.0           Tuesday             11   \n",
       "2   0 days 00:04:37           15.0            Monday              9   \n",
       "3   0 days 00:12:04           11.0          Thursday              7   \n",
       "4   0 days 02:07:05           11.0          Thursday              5   \n",
       "..              ...            ...               ...            ...   \n",
       "82  0 days 00:56:32            NaN               NaN           <NA>   \n",
       "83 13 days 09:48:03            NaN               NaN           <NA>   \n",
       "84  0 days 00:06:08            NaN               NaN           <NA>   \n",
       "85  0 days 05:37:20            NaN               NaN           <NA>   \n",
       "86  0 days 01:08:02            NaN               NaN           <NA>   \n",
       "\n",
       "   month_delivery  \n",
       "0           March  \n",
       "1           March  \n",
       "2           March  \n",
       "3        February  \n",
       "4        February  \n",
       "..            ...  \n",
       "82            NaN  \n",
       "83            NaN  \n",
       "84            NaN  \n",
       "85            NaN  \n",
       "86            NaN  \n",
       "\n",
       "[87 rows x 9 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_nw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-43-6010c6f9d62e>:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_nw['hour_delivery'] =  pd.to_datetime(nw['Delivery Date'], yearfirst=True).dt.hour\n",
      "<ipython-input-43-6010c6f9d62e>:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_nw['week_day_delivery'] = pd.to_datetime(nw['Delivery Date'], yearfirst=True).dt.day_name()\n",
      "<ipython-input-43-6010c6f9d62e>:5: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_nw['week_delivery']=pd.to_datetime(nw['Delivery Date'], yearfirst=True).dt.isocalendar().week\n",
      "<ipython-input-43-6010c6f9d62e>:7: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_nw['month_delivery']=pd.to_datetime(nw['Delivery Date'], yearfirst=True).dt.month_name()\n"
     ]
    }
   ],
   "source": [
    "df_nw['hour_delivery'] =  pd.to_datetime(nw['Delivery Date'], yearfirst=True).dt.hour\n",
    "    \n",
    "df_nw['week_day_delivery'] = pd.to_datetime(nw['Delivery Date'], yearfirst=True).dt.day_name()\n",
    "    \n",
    "df_nw['week_delivery']=pd.to_datetime(nw['Delivery Date'], yearfirst=True).dt.isocalendar().week\n",
    "\n",
    "df_nw['month_delivery']=pd.to_datetime(nw['Delivery Date'], yearfirst=True).dt.month_name()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Title</th>\n",
       "      <th>Delivery Date</th>\n",
       "      <th>Total Recipients</th>\n",
       "      <th>Successful Deliveries</th>\n",
       "      <th>Bounces</th>\n",
       "      <th>Times Forwarded</th>\n",
       "      <th>Forwarded Opens</th>\n",
       "      <th>Recipients Who Opened</th>\n",
       "      <th>Total Opens</th>\n",
       "      <th>Last Open Date</th>\n",
       "      <th>...</th>\n",
       "      <th>Last Click Date</th>\n",
       "      <th>Total Unsubs</th>\n",
       "      <th>Total</th>\n",
       "      <th>Times Liked on Facebook Abuse Complaints</th>\n",
       "      <th>hour</th>\n",
       "      <th>week_day</th>\n",
       "      <th>week</th>\n",
       "      <th>month</th>\n",
       "      <th>year</th>\n",
       "      <th>Email_ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>La news qui vous dit enfin tout</td>\n",
       "      <td>2021/03/30/ 12:15</td>\n",
       "      <td>1746</td>\n",
       "      <td>1741</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>872</td>\n",
       "      <td>1681</td>\n",
       "      <td>2021/03/31 12:16</td>\n",
       "      <td>...</td>\n",
       "      <td>2021/03/31 12:13</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>13</td>\n",
       "      <td>March</td>\n",
       "      <td>2021</td>\n",
       "      <td>e112709bb8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5 livres pour apprehender la crise climatique</td>\n",
       "      <td>2021/03/16 12:15</td>\n",
       "      <td>1680</td>\n",
       "      <td>1675</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>949</td>\n",
       "      <td>1681</td>\n",
       "      <td>2021/03/26 11:05</td>\n",
       "      <td>...</td>\n",
       "      <td>2021/03/26 11:05</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>11</td>\n",
       "      <td>March</td>\n",
       "      <td>2021</td>\n",
       "      <td>acdc72d9b9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Semaine de lives + ZW Guide</td>\n",
       "      <td>2021/03/01 15:30</td>\n",
       "      <td>771</td>\n",
       "      <td>769</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>462</td>\n",
       "      <td>852</td>\n",
       "      <td>2021/03/26 9:52</td>\n",
       "      <td>...</td>\n",
       "      <td>2021/03/17 9:51</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>Monday</td>\n",
       "      <td>9</td>\n",
       "      <td>March</td>\n",
       "      <td>2021</td>\n",
       "      <td>70dd4d04b4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5 documentaires pour s'inspirer</td>\n",
       "      <td>2021/02/18 11:47</td>\n",
       "      <td>762</td>\n",
       "      <td>760</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>568</td>\n",
       "      <td>1288</td>\n",
       "      <td>2021/03/26 10:55</td>\n",
       "      <td>...</td>\n",
       "      <td>2021/03/24 23:04</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>7</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "      <td>67147fe60c</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Hello de la team Refyld ð</td>\n",
       "      <td>2021/02/04 11:08</td>\n",
       "      <td>766</td>\n",
       "      <td>761</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>439</td>\n",
       "      <td>868</td>\n",
       "      <td>2021/03/23 14:13</td>\n",
       "      <td>...</td>\n",
       "      <td>2021/02/07 17:23</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>5</td>\n",
       "      <td>February</td>\n",
       "      <td>2021</td>\n",
       "      <td>1059c540f3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           Title        Delivery Date  \\\n",
       "0                La news qui vous dit enfin tout    2021/03/30/ 12:15   \n",
       "1  5 livres pour apprehender la crise climatique     2021/03/16 12:15   \n",
       "2                    Semaine de lives + ZW Guide     2021/03/01 15:30   \n",
       "3                5 documentaires pour s'inspirer    2021/02/18 11:47    \n",
       "4                    Hello de la team Refyld ð     2021/02/04 11:08   \n",
       "\n",
       "   Total Recipients  Successful Deliveries  Bounces  Times Forwarded  \\\n",
       "0              1746                   1741        5                0   \n",
       "1              1680                   1675        5                0   \n",
       "2               771                    769        2                0   \n",
       "3               762                    760        2                0   \n",
       "4               766                    761        5                0   \n",
       "\n",
       "   Forwarded Opens  Recipients Who Opened  Total Opens      Last Open Date  \\\n",
       "0                0                    872         1681    2021/03/31 12:16   \n",
       "1                0                    949         1681    2021/03/26 11:05   \n",
       "2                0                    462          852    2021/03/26 9:52    \n",
       "3                0                    568         1288   2021/03/26 10:55    \n",
       "4                0                    439          868   2021/03/23 14:13    \n",
       "\n",
       "   ...    Last Click Date  Total Unsubs Total  \\\n",
       "0  ...   2021/03/31 12:13             9     0   \n",
       "1  ...   2021/03/26 11:05            14     0   \n",
       "2  ...   2021/03/17 9:51             12     0   \n",
       "3  ...  2021/03/24 23:04              8     1   \n",
       "4  ...  2021/02/07 17:23             42     0   \n",
       "\n",
       "   Times Liked on Facebook Abuse Complaints  hour  week_day  week     month  \\\n",
       "0                                         0    12   Tuesday    13     March   \n",
       "1                                         0    12   Tuesday    11     March   \n",
       "2                                         0    15    Monday     9     March   \n",
       "3                                         0    11  Thursday     7  February   \n",
       "4                                         0    11  Thursday     5  February   \n",
       "\n",
       "   year    Email_ID  \n",
       "0  2021  e112709bb8  \n",
       "1  2021  acdc72d9b9  \n",
       "2  2021  70dd4d04b4  \n",
       "3  2021  67147fe60c  \n",
       "4  2021  1059c540f3  \n",
       "\n",
       "[5 rows x 22 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "nw_foo = nw.groupby(['week', 'week_day'])[['Total Recipients','Recipients Who Opened', 'Total Clicks', 'Total Unsubs']].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>12</td>\n",
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       "      <td>949</td>\n",
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       "      <td>14</td>\n",
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       "      <td>1746</td>\n",
       "      <td>872</td>\n",
       "      <td>207</td>\n",
       "      <td>9</td>\n",
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      "text/plain": [
       "               Total Recipients  Recipients Who Opened  Total Clicks  \\\n",
       "week week_day                                                          \n",
       "5    Thursday               766                    439            32   \n",
       "7    Thursday               762                    568            50   \n",
       "9    Monday                 771                    462            82   \n",
       "11   Tuesday               1680                    949            88   \n",
       "13   Tuesday               1746                    872           207   \n",
       "\n",
       "               Total Unsubs  \n",
       "week week_day                \n",
       "5    Thursday            42  \n",
       "7    Thursday             8  \n",
       "9    Monday              12  \n",
       "11   Tuesday             14  \n",
       "13   Tuesday              9  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "nw_foo"
   ]
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  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "nw_foo.reset_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>week</th>\n",
       "      <th>week_day</th>\n",
       "      <th>Total Recipients</th>\n",
       "      <th>Recipients Who Opened</th>\n",
       "      <th>Total Clicks</th>\n",
       "      <th>Total Unsubs</th>\n",
       "    </tr>\n",
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       "  <tbody>\n",
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       "      <th>1</th>\n",
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       "      <td>Thursday</td>\n",
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       "      <td>50</td>\n",
       "      <td>8</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
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       "      <td>82</td>\n",
       "      <td>12</td>\n",
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       "      <th>3</th>\n",
       "      <td>11</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>1680</td>\n",
       "      <td>949</td>\n",
       "      <td>88</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>13</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>1746</td>\n",
       "      <td>872</td>\n",
       "      <td>207</td>\n",
       "      <td>9</td>\n",
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      ],
      "text/plain": [
       "   week  week_day  Total Recipients  Recipients Who Opened  Total Clicks  \\\n",
       "0     5  Thursday               766                    439            32   \n",
       "1     7  Thursday               762                    568            50   \n",
       "2     9    Monday               771                    462            82   \n",
       "3    11   Tuesday              1680                    949            88   \n",
       "4    13   Tuesday              1746                    872           207   \n",
       "\n",
       "   Total Unsubs  \n",
       "0            42  \n",
       "1             8  \n",
       "2            12  \n",
       "3            14  \n",
       "4             9  "
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nw_foo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "jtplot.style(theme='solarizedl', gridlines= '-.', context = 'notebook',figsize=(6,6))\n",
    "\n",
    "ax1 = sns.set_style(style=None, rc=None )\n",
    "\n",
    "fig, ax1 = plt.subplots()\n",
    "\n",
    "sns.lineplot(data = nw_foo['Total Recipients'], marker='o', ax=ax1, )\n",
    "ax2 = ax1.twinx()\n",
    "plt.xlabel('Number of the week', fontsize=11.0)\n",
    "\n",
    "plt.title('Newsletter Sent x Unsubscribed')\n",
    "sns.barplot(data = nw_foo, x='week', y = 'Total Unsubs' , hue= 'week_day', alpha=0.5, ax=ax2, palette='Set1_r', dodge=False)\n",
    "plt.legend(title='Day of the week', loc=2, fontsize= 10, title_fontsize=12)\n",
    "plt.xlabel('Number of the week')\n",
    "plt.savefig('NW Sent x unsubscribed.jpg', dpi = 200)\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "jtplot.style(theme='solarizedl', gridlines= '-.', context = 'notebook',figsize=(6,6))\n",
    "\n",
    "ax1 = sns.set_style(style=None, rc=None )\n",
    "\n",
    "fig, ax1 = plt.subplots()\n",
    "\n",
    "sns.lineplot(data = nw_foo['Total Unsubs'], marker='o', ax=ax1, )\n",
    "ax2 = ax1.twinx()\n",
    "plt.xlabel('Number of the week', fontsize=11.0)\n",
    "\n",
    "plt.title('Newsletter opened x Unsub')\n",
    "sns.barplot(data = nw_foo, x='week', y = 'Total Recipients' , hue= 'week_day', alpha=0.5, ax=ax2, palette='Set1_r', dodge=False)\n",
    "plt.legend(title='Day of the week', loc=2, fontsize= 10, title_fontsize=12)\n",
    "plt.xlabel('Number of the week')\n",
    "plt.savefig('NW Sent x Unsubs.jpg', dpi = 200)\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "jtplot.style(theme='solarizedl', gridlines= '-.', context = 'notebook',figsize=(6,6))\n",
    "\n",
    "ax1 = sns.set_style(style=None, rc=None )\n",
    "\n",
    "fig, ax1 = plt.subplots()\n",
    "\n",
    "sns.lineplot(data = nw_foo['Recipients Who Opened'], marker='o', ax=ax1, )\n",
    "ax2 = ax1.twinx()\n",
    "plt.xlabel('Number of the week', fontsize=11.0)\n",
    "\n",
    "plt.title('Newsletter opened x Newsletter sent')\n",
    "sns.barplot(data = nw_foo, x='week', y = 'Total Recipients' , hue= 'week_day', alpha=0.5, ax=ax2, palette='Set1_r', dodge=False)\n",
    "plt.legend(title='Day of the week', loc=2, fontsize= 10, title_fontsize=12)\n",
    "plt.xlabel('Number of the week')\n",
    "plt.savefig('NW Sent x Open.jpg', dpi = 200)\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "jtplot.style(theme='solarizedl', figsize=(6,6), context = 'notebook' ,gridlines='-.')\n",
    "\n",
    "ax1 = sns.set_style()\n",
    "\n",
    "fig, ax1 = plt.subplots()\n",
    "\n",
    "sns.lineplot(data = nw_foo['Total Recipients'], marker='o', sort = False, ax=ax1)\n",
    "plt.xlabel('Number of the week', fontsize=11.0)\n",
    "plt.ylabel('Total Recipients', fontsize=12.0)\n",
    "ax2 = ax1.twinx()\n",
    "plt.grid('off')\n",
    "plt.title('Newsletter Sent x Newsletter Opened', fontsize = 13.0)\n",
    "sns.barplot(data = nw_foo, x='week', y = 'Recipients Who Opened' ,alpha = 0.5 ,hue= 'week_day',ax=ax2, palette='Set1_r', dodge=False)\n",
    "plt.legend(title='Day of the week', loc=2, fontsize= 10.0, title_fontsize=11.0, shadow= True)\n",
    "plt.ylabel('Recipients Who Opened', fontsize=12.0, rotation =90)\n",
    "\n",
    "plt.savefig('NW Sent x Open.jpg', dpi = 200)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "hide_input": false,
  "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": "3.8.5"
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
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     "library": "var_list.r",
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    }
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 },
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 "nbformat_minor": 4
}