Martinez_Louis_1_notebook_122022.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "bb6c97c8",
   "metadata": {},
   "source": [
    "# Projet 5: BottleNeck"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ad03ddf",
   "metadata": {},
   "source": [
    "# Optimisez la gestion des données d'une boutique avec Python"
   ]
  },
  {
   "cell_type": "raw",
   "id": "6bd86275",
   "metadata": {},
   "source": [
    "Actuellement data analyst en freelance chez BottleNeck, un marchand de vin très prestigieux, plusieurs missions m'ont été confiées:\n",
    "- Rapprocher un export contenant les références produit, le prix de vente et l'état de stock, avec un export contenant les informations des produits vendus en ligne.\n",
    "- Calculer le chiffre d'affaires par produit et le chiffre d'affaires total réalisé en ligne.\n",
    "- Analyse spécifique sur les prix des produits.(détecter d’éventuelles valeurs aberrantes, les lister et en faire une représentation graphique pour plus de lisibilité)\n",
    "\n",
    "L'objectif de ce projet est de rapprocher les données de l'erp à celles du site de vente en ligne afin de simplifier la gestion des stocks et ainsi, améliorer la visibilité sur l'analyse des ventes internet."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "804568ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Importation des librairies\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt \n",
    "import seaborn as sns "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "89aff1b7",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\louis\\anaconda3\\lib\\site-packages\\openpyxl\\worksheet\\_read_only.py:79: UserWarning: Unknown extension is not supported and will be removed\n",
      "  for idx, row in parser.parse():\n",
      "C:\\Users\\louis\\anaconda3\\lib\\site-packages\\openpyxl\\worksheet\\_read_only.py:79: UserWarning: Unknown extension is not supported and will be removed\n",
      "  for idx, row in parser.parse():\n",
      "C:\\Users\\louis\\anaconda3\\lib\\site-packages\\openpyxl\\worksheet\\_read_only.py:79: UserWarning: Unknown extension is not supported and will be removed\n",
      "  for idx, row in parser.parse():\n"
     ]
    }
   ],
   "source": [
    "erp = pd.read_excel('erp.xlsx')\n",
    "web = pd.read_excel('web.xlsx')\n",
    "liaison = pd.read_excel('liaison.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ba937b8",
   "metadata": {},
   "source": [
    "## I) Analyse préliminaire des fichiers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7f2f942",
   "metadata": {},
   "source": [
    "### 1) Fichier erp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3bc265f5",
   "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>product_id</th>\n",
       "      <th>onsale_web</th>\n",
       "      <th>price</th>\n",
       "      <th>stock_quantity</th>\n",
       "      <th>stock_status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3847</td>\n",
       "      <td>1</td>\n",
       "      <td>24.2</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3849</td>\n",
       "      <td>1</td>\n",
       "      <td>34.3</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3850</td>\n",
       "      <td>1</td>\n",
       "      <td>20.8</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4032</td>\n",
       "      <td>1</td>\n",
       "      <td>14.1</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4039</td>\n",
       "      <td>1</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</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>820</th>\n",
       "      <td>7203</td>\n",
       "      <td>0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>30</td>\n",
       "      <td>instock</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>821</th>\n",
       "      <td>7204</td>\n",
       "      <td>0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>9</td>\n",
       "      <td>instock</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>822</th>\n",
       "      <td>7247</td>\n",
       "      <td>1</td>\n",
       "      <td>54.8</td>\n",
       "      <td>23</td>\n",
       "      <td>instock</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>823</th>\n",
       "      <td>7329</td>\n",
       "      <td>0</td>\n",
       "      <td>26.5</td>\n",
       "      <td>14</td>\n",
       "      <td>instock</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>824</th>\n",
       "      <td>7338</td>\n",
       "      <td>1</td>\n",
       "      <td>16.3</td>\n",
       "      <td>45</td>\n",
       "      <td>instock</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>825 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     product_id  onsale_web  price  stock_quantity stock_status\n",
       "0          3847           1   24.2               0   outofstock\n",
       "1          3849           1   34.3               0   outofstock\n",
       "2          3850           1   20.8               0   outofstock\n",
       "3          4032           1   14.1               0   outofstock\n",
       "4          4039           1   46.0               0   outofstock\n",
       "..          ...         ...    ...             ...          ...\n",
       "820        7203           0   45.0              30      instock\n",
       "821        7204           0   45.0               9      instock\n",
       "822        7247           1   54.8              23      instock\n",
       "823        7329           0   26.5              14      instock\n",
       "824        7338           1   16.3              45      instock\n",
       "\n",
       "[825 rows x 5 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#data exploration\n",
    "erp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "98104d7c",
   "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>product_id</th>\n",
       "      <th>onsale_web</th>\n",
       "      <th>price</th>\n",
       "      <th>stock_quantity</th>\n",
       "      <th>stock_status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>825.000000</td>\n",
       "      <td>825.000000</td>\n",
       "      <td>825.000000</td>\n",
       "      <td>825.000000</td>\n",
       "      <td>825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>instock</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5162.597576</td>\n",
       "      <td>0.869091</td>\n",
       "      <td>32.415636</td>\n",
       "      <td>26.496970</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>902.644635</td>\n",
       "      <td>0.337506</td>\n",
       "      <td>26.795849</td>\n",
       "      <td>45.892422</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>3847.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.200000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>4348.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>14.600000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>4907.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>24.400000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>5805.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>34.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>7338.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>225.000000</td>\n",
       "      <td>578.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         product_id  onsale_web       price  stock_quantity stock_status\n",
       "count    825.000000  825.000000  825.000000      825.000000          825\n",
       "unique          NaN         NaN         NaN             NaN            2\n",
       "top             NaN         NaN         NaN             NaN      instock\n",
       "freq            NaN         NaN         NaN             NaN          638\n",
       "mean    5162.597576    0.869091   32.415636       26.496970          NaN\n",
       "std      902.644635    0.337506   26.795849       45.892422          NaN\n",
       "min     3847.000000    0.000000    5.200000        0.000000          NaN\n",
       "25%     4348.000000    1.000000   14.600000        1.000000          NaN\n",
       "50%     4907.000000    1.000000   24.400000       11.000000          NaN\n",
       "75%     5805.000000    1.000000   42.000000       34.000000          NaN\n",
       "max     7338.000000    1.000000  225.000000      578.000000          NaN"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#data exploration\n",
    "#La fonction describe() est utilisée pour générer des statistiques descriptives qui résument la tendance centrale, la dispersion et la forme de la distribution d'un ensemble de données, à l'exclusion des valeurs NaN.\n",
    "erp.describe(include='all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f8dce1a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Verification s'il y a des doublons\n",
    "erp.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "14ded938",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "product_id        0\n",
       "onsale_web        0\n",
       "price             0\n",
       "stock_quantity    0\n",
       "stock_status      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Afficher le nombre de valeurs manquantes pour chaque colonne\n",
    "erp.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ae282e50",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(825, 5)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#L’attribut  .shape permet de savoir combien de lignes et de colonnes comportent le data frame \n",
    "erp.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8d57f333",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "product_id        825\n",
       "onsale_web          2\n",
       "price             381\n",
       "stock_quantity    128\n",
       "stock_status        2\n",
       "dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Nombre de valeurs uniques par colonne\n",
    "erp.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6b5e901d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4125"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# La fonction pandas .drop_duplicates permet de renvoyer le dataFrame avec les lignes en double supprimées.\n",
    "erp.drop_duplicates('product_id').size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "9485d72b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4125"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# la méthode .size permet de savoir le nombre d'éléments dans notre jeu de données\n",
    "erp.size"
   ]
  },
  {
   "cell_type": "raw",
   "id": "34dbabd1",
   "metadata": {},
   "source": [
    "Dans ce dataframe il n'y a pas de doublons ni de données manquantes. \n",
    "On constate que la taille du dataframe erp est de 825 observations et le nombre de product_id (clé primaire) unique est de 825. \n",
    "Au niveau de 'product_id' il n'y a pas de valeurs manquantes.\n",
    "La colonne contient 825 valeurs distinctes, soit le nombre de lignes de erp, l'unicité de la clé est respectée.\n",
    "On peut donc considérer 'product_id' comme la clé primaire du dataframe erp."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6856a349",
   "metadata": {},
   "source": [
    "### 2) Fichier liaison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "41aedf42",
   "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>product_id</th>\n",
       "      <th>id_web</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3847</td>\n",
       "      <td>15298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3849</td>\n",
       "      <td>15296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3850</td>\n",
       "      <td>15300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4032</td>\n",
       "      <td>19814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4039</td>\n",
       "      <td>19815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>820</th>\n",
       "      <td>7203</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>821</th>\n",
       "      <td>7204</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>822</th>\n",
       "      <td>7247</td>\n",
       "      <td>13127-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>823</th>\n",
       "      <td>7329</td>\n",
       "      <td>14680-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>824</th>\n",
       "      <td>7338</td>\n",
       "      <td>16230</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>825 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     product_id   id_web\n",
       "0          3847    15298\n",
       "1          3849    15296\n",
       "2          3850    15300\n",
       "3          4032    19814\n",
       "4          4039    19815\n",
       "..          ...      ...\n",
       "820        7203      NaN\n",
       "821        7204      NaN\n",
       "822        7247  13127-1\n",
       "823        7329  14680-1\n",
       "824        7338    16230\n",
       "\n",
       "[825 rows x 2 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#data exploration\n",
    "liaison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ab68d614",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 825 entries, 0 to 824\n",
      "Data columns (total 2 columns):\n",
      " #   Column      Non-Null Count  Dtype \n",
      "---  ------      --------------  ----- \n",
      " 0   product_id  825 non-null    int64 \n",
      " 1   id_web      734 non-null    object\n",
      "dtypes: int64(1), object(1)\n",
      "memory usage: 13.0+ KB\n"
     ]
    }
   ],
   "source": [
    "#data exploration\n",
    "# df.info() imprime des infos sur le dataframe : les noms et types des colonnes, le nombre de valeurs non nulles et la place occupée.\n",
    "liaison.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "08d5926e",
   "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>product_id</th>\n",
       "      <th>id_web</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>825.000000</td>\n",
       "      <td>734.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>NaN</td>\n",
       "      <td>734.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>NaN</td>\n",
       "      <td>15298.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5162.597576</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>902.644635</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>3847.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>4348.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>4907.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>5805.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>7338.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         product_id   id_web\n",
       "count    825.000000    734.0\n",
       "unique          NaN    734.0\n",
       "top             NaN  15298.0\n",
       "freq            NaN      1.0\n",
       "mean    5162.597576      NaN\n",
       "std      902.644635      NaN\n",
       "min     3847.000000      NaN\n",
       "25%     4348.000000      NaN\n",
       "50%     4907.000000      NaN\n",
       "75%     5805.000000      NaN\n",
       "max     7338.000000      NaN"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#data exploration\n",
    "liaison.describe(include='all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "9a22cf8b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Renommer la colonne \" id web \" par \" sku, pour pouvoir faire notre jointure par la suite\n",
    "liaison.rename(columns={'id_web':'sku'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "bec21821",
   "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>product_id</th>\n",
       "      <th>sku</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3847</td>\n",
       "      <td>15298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3849</td>\n",
       "      <td>15296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3850</td>\n",
       "      <td>15300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4032</td>\n",
       "      <td>19814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4039</td>\n",
       "      <td>19815</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   product_id    sku\n",
       "0        3847  15298\n",
       "1        3849  15296\n",
       "2        3850  15300\n",
       "3        4032  19814\n",
       "4        4039  19815"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Verification \n",
    "liaison.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a8062861",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# On regarde s'il y a des doublons au niveau des lignes\n",
    "liaison.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "7f467026",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "product_id    825\n",
       "sku           734\n",
       "dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# On affiche le compte des valeurs uniques dans chaque colonne\n",
    "liaison.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "0d5746b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(825, 2)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Afficher le nombre de lignes et colonnes\n",
    "liaison.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "1ccf4058",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "product_id     0\n",
       "sku           91\n",
       "dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Afficher le nombre des valeurs manquantes pour chaque colonne\n",
    "liaison.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "89bbd1f4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1650"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# La fonction pandas .drop_duplicates permet de renvoyer le dataFrame avec les lignes en double supprimées\n",
    "liaison.drop_duplicates('product_id').size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "6b5908db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1650"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "liaison.size"
   ]
  },
  {
   "cell_type": "raw",
   "id": "588c8674",
   "metadata": {},
   "source": [
    "La colonne 'product_id' du dataframe liaison ne contient aucune valeur manquante et l'unicité de la clé est respectée.\n",
    "Dans la colonne 'sku' on a 734 valeurs uniques sur 825 lignes, les 91 autres valeurs sont en réalité des valeurs manquantes (NaN). \n",
    "Ces 91 produits identifiés par la colonne 'product_id' n'ont pas de 'id_web' permettant de référencer le dataframe web."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28baa6a9",
   "metadata": {},
   "source": [
    "### 3) Fichier web"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "1cd2ff92",
   "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>sku</th>\n",
       "      <th>virtual</th>\n",
       "      <th>downloadable</th>\n",
       "      <th>rating_count</th>\n",
       "      <th>average_rating</th>\n",
       "      <th>total_sales</th>\n",
       "      <th>tax_status</th>\n",
       "      <th>tax_class</th>\n",
       "      <th>post_author</th>\n",
       "      <th>post_date</th>\n",
       "      <th>...</th>\n",
       "      <th>post_name</th>\n",
       "      <th>post_modified</th>\n",
       "      <th>post_modified_gmt</th>\n",
       "      <th>post_content_filtered</th>\n",
       "      <th>post_parent</th>\n",
       "      <th>guid</th>\n",
       "      <th>menu_order</th>\n",
       "      <th>post_type</th>\n",
       "      <th>post_mime_type</th>\n",
       "      <th>comment_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>bon-cadeau-25-euros</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2018-06-01 13:53:46</td>\n",
       "      <td>...</td>\n",
       "      <td>bon-cadeau-de-25-euros</td>\n",
       "      <td>2018-06-01 14:13:57</td>\n",
       "      <td>2018-06-01 12:13:57</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>15298</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-02-08 12:58:52</td>\n",
       "      <td>...</td>\n",
       "      <td>pierre-jean-villa-saint-joseph-preface-2018</td>\n",
       "      <td>2019-12-30 09:30:29</td>\n",
       "      <td>2019-12-30 08:30:29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15296</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-02-08 13:49:41</td>\n",
       "      <td>...</td>\n",
       "      <td>pierre-jean-villa-saint-joseph-tilde-2017</td>\n",
       "      <td>2019-12-21 09:00:17</td>\n",
       "      <td>2019-12-21 08:00:17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>15300</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-02-08 14:08:36</td>\n",
       "      <td>...</td>\n",
       "      <td>pierre-jean-villa-croze-hermitage-accroche-coe...</td>\n",
       "      <td>2020-06-26 18:15:03</td>\n",
       "      <td>2020-06-26 16:15:03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>19814</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-02-09 14:01:05</td>\n",
       "      <td>...</td>\n",
       "      <td>pierre-jean-villa-igp-gamine-2018</td>\n",
       "      <td>2020-01-04 16:36:01</td>\n",
       "      <td>2020-01-04 15:36:01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <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>1508</th>\n",
       "      <td>16135</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2020-04-25 13:22:38</td>\n",
       "      <td>...</td>\n",
       "      <td>mouthes-le-bihan-aime-chai-2015</td>\n",
       "      <td>2020-08-26 17:35:03</td>\n",
       "      <td>2020-08-26 15:35:03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/wp-content/uploads/...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>attachment</td>\n",
       "      <td>image/jpeg</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1509</th>\n",
       "      <td>15891</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2020-05-02 14:53:40</td>\n",
       "      <td>...</td>\n",
       "      <td>camin-larredya-jurancon-sec-la-virada-2018</td>\n",
       "      <td>2020-08-26 17:35:02</td>\n",
       "      <td>2020-08-26 15:35:02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/wp-content/uploads/...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>attachment</td>\n",
       "      <td>image/jpeg</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1510</th>\n",
       "      <td>15887</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2020-05-02 15:00:54</td>\n",
       "      <td>...</td>\n",
       "      <td>jamet-cote-rotie-fructus-voluptas-2018</td>\n",
       "      <td>2020-08-14 18:15:03</td>\n",
       "      <td>2020-08-14 16:15:03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/wp-content/uploads/...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>attachment</td>\n",
       "      <td>image/jpeg</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1511</th>\n",
       "      <td>13127-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2020-06-09 15:42:04</td>\n",
       "      <td>...</td>\n",
       "      <td>clos-du-mont-olivet-chateauneuf-du-pape-2007-2</td>\n",
       "      <td>2020-07-20 17:09:06</td>\n",
       "      <td>2020-07-20 15:09:06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/wp-content/uploads/...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>attachment</td>\n",
       "      <td>image/jpeg</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1512</th>\n",
       "      <td>16230</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2020-07-20 11:00:00</td>\n",
       "      <td>...</td>\n",
       "      <td>domaine-saint-nicolas-fiefs-vendeens-blanc-les...</td>\n",
       "      <td>2020-08-13 10:45:03</td>\n",
       "      <td>2020-08-13 08:45:03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/wp-content/uploads/...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>attachment</td>\n",
       "      <td>image/jpeg</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1513 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      sku  virtual  downloadable  rating_count  \\\n",
       "0     bon-cadeau-25-euros        0             0             0   \n",
       "1                   15298        0             0             0   \n",
       "2                   15296        0             0             0   \n",
       "3                   15300        0             0             0   \n",
       "4                   19814        0             0             0   \n",
       "...                   ...      ...           ...           ...   \n",
       "1508                16135        0             0             0   \n",
       "1509                15891        0             0             0   \n",
       "1510                15887        0             0             0   \n",
       "1511              13127-1        0             0             0   \n",
       "1512                16230        0             0             0   \n",
       "\n",
       "      average_rating  total_sales tax_status  tax_class  post_author  \\\n",
       "0                0.0         10.0    taxable        NaN          1.0   \n",
       "1                0.0          6.0    taxable        NaN          2.0   \n",
       "2                0.0          0.0    taxable        NaN          2.0   \n",
       "3                0.0          0.0    taxable        NaN          2.0   \n",
       "4                0.0          3.0    taxable        NaN          2.0   \n",
       "...              ...          ...        ...        ...          ...   \n",
       "1508             0.0          5.0        NaN        NaN          2.0   \n",
       "1509             0.0          0.0        NaN        NaN          2.0   \n",
       "1510             0.0          0.0        NaN        NaN          2.0   \n",
       "1511             0.0          0.0        NaN        NaN          2.0   \n",
       "1512             0.0          0.0        NaN        NaN          2.0   \n",
       "\n",
       "               post_date  ...  \\\n",
       "0    2018-06-01 13:53:46  ...   \n",
       "1    2018-02-08 12:58:52  ...   \n",
       "2    2018-02-08 13:49:41  ...   \n",
       "3    2018-02-08 14:08:36  ...   \n",
       "4    2018-02-09 14:01:05  ...   \n",
       "...                  ...  ...   \n",
       "1508 2020-04-25 13:22:38  ...   \n",
       "1509 2020-05-02 14:53:40  ...   \n",
       "1510 2020-05-02 15:00:54  ...   \n",
       "1511 2020-06-09 15:42:04  ...   \n",
       "1512 2020-07-20 11:00:00  ...   \n",
       "\n",
       "                                              post_name       post_modified  \\\n",
       "0                                bon-cadeau-de-25-euros 2018-06-01 14:13:57   \n",
       "1           pierre-jean-villa-saint-joseph-preface-2018 2019-12-30 09:30:29   \n",
       "2             pierre-jean-villa-saint-joseph-tilde-2017 2019-12-21 09:00:17   \n",
       "3     pierre-jean-villa-croze-hermitage-accroche-coe... 2020-06-26 18:15:03   \n",
       "4                     pierre-jean-villa-igp-gamine-2018 2020-01-04 16:36:01   \n",
       "...                                                 ...                 ...   \n",
       "1508                    mouthes-le-bihan-aime-chai-2015 2020-08-26 17:35:03   \n",
       "1509         camin-larredya-jurancon-sec-la-virada-2018 2020-08-26 17:35:02   \n",
       "1510             jamet-cote-rotie-fructus-voluptas-2018 2020-08-14 18:15:03   \n",
       "1511     clos-du-mont-olivet-chateauneuf-du-pape-2007-2 2020-07-20 17:09:06   \n",
       "1512  domaine-saint-nicolas-fiefs-vendeens-blanc-les... 2020-08-13 10:45:03   \n",
       "\n",
       "       post_modified_gmt post_content_filtered post_parent  \\\n",
       "0    2018-06-01 12:13:57                   NaN         0.0   \n",
       "1    2019-12-30 08:30:29                   NaN         0.0   \n",
       "2    2019-12-21 08:00:17                   NaN         0.0   \n",
       "3    2020-06-26 16:15:03                   NaN         0.0   \n",
       "4    2020-01-04 15:36:01                   NaN         0.0   \n",
       "...                  ...                   ...         ...   \n",
       "1508 2020-08-26 15:35:03                   NaN         0.0   \n",
       "1509 2020-08-26 15:35:02                   NaN         0.0   \n",
       "1510 2020-08-14 16:15:03                   NaN         0.0   \n",
       "1511 2020-07-20 15:09:06                   NaN         0.0   \n",
       "1512 2020-08-13 08:45:03                   NaN         0.0   \n",
       "\n",
       "                                                   guid menu_order  \\\n",
       "0     https://www.bottle-neck.fr/?post_type=product&...        0.0   \n",
       "1     https://www.bottle-neck.fr/?post_type=product&...        0.0   \n",
       "2     https://www.bottle-neck.fr/?post_type=product&...        0.0   \n",
       "3     https://www.bottle-neck.fr/?post_type=product&...        0.0   \n",
       "4     https://www.bottle-neck.fr/?post_type=product&...        0.0   \n",
       "...                                                 ...        ...   \n",
       "1508  https://www.bottle-neck.fr/wp-content/uploads/...        0.0   \n",
       "1509  https://www.bottle-neck.fr/wp-content/uploads/...        0.0   \n",
       "1510  https://www.bottle-neck.fr/wp-content/uploads/...        0.0   \n",
       "1511  https://www.bottle-neck.fr/wp-content/uploads/...        0.0   \n",
       "1512  https://www.bottle-neck.fr/wp-content/uploads/...        0.0   \n",
       "\n",
       "       post_type post_mime_type comment_count  \n",
       "0        product            NaN           0.0  \n",
       "1        product            NaN           0.0  \n",
       "2        product            NaN           0.0  \n",
       "3        product            NaN           0.0  \n",
       "4        product            NaN           0.0  \n",
       "...          ...            ...           ...  \n",
       "1508  attachment     image/jpeg           0.0  \n",
       "1509  attachment     image/jpeg           0.0  \n",
       "1510  attachment     image/jpeg           0.0  \n",
       "1511  attachment     image/jpeg           0.0  \n",
       "1512  attachment     image/jpeg           0.0  \n",
       "\n",
       "[1513 rows x 28 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#data exploration\n",
    "web"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "d613b674",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1513 entries, 0 to 1512\n",
      "Data columns (total 28 columns):\n",
      " #   Column                 Non-Null Count  Dtype         \n",
      "---  ------                 --------------  -----         \n",
      " 0   sku                    1428 non-null   object        \n",
      " 1   virtual                1513 non-null   int64         \n",
      " 2   downloadable           1513 non-null   int64         \n",
      " 3   rating_count           1513 non-null   int64         \n",
      " 4   average_rating         1430 non-null   float64       \n",
      " 5   total_sales            1430 non-null   float64       \n",
      " 6   tax_status             716 non-null    object        \n",
      " 7   tax_class              0 non-null      float64       \n",
      " 8   post_author            1430 non-null   float64       \n",
      " 9   post_date              1430 non-null   datetime64[ns]\n",
      " 10  post_date_gmt          1430 non-null   datetime64[ns]\n",
      " 11  post_content           0 non-null      float64       \n",
      " 12  post_title             1430 non-null   object        \n",
      " 13  post_excerpt           716 non-null    object        \n",
      " 14  post_status            1430 non-null   object        \n",
      " 15  comment_status         1430 non-null   object        \n",
      " 16  ping_status            1430 non-null   object        \n",
      " 17  post_password          0 non-null      float64       \n",
      " 18  post_name              1430 non-null   object        \n",
      " 19  post_modified          1430 non-null   datetime64[ns]\n",
      " 20  post_modified_gmt      1430 non-null   datetime64[ns]\n",
      " 21  post_content_filtered  0 non-null      float64       \n",
      " 22  post_parent            1430 non-null   float64       \n",
      " 23  guid                   1430 non-null   object        \n",
      " 24  menu_order             1430 non-null   float64       \n",
      " 25  post_type              1430 non-null   object        \n",
      " 26  post_mime_type         714 non-null    object        \n",
      " 27  comment_count          1430 non-null   float64       \n",
      "dtypes: datetime64[ns](4), float64(10), int64(3), object(11)\n",
      "memory usage: 331.1+ KB\n"
     ]
    }
   ],
   "source": [
    "#La méthode .info() nous donne des informations sur le DataFrame.\n",
    "# Les informations contiennent le nombre de colonnes, les étiquettes de colonne, les types de données de colonne, l'utilisation de la mémoire, l'index de plage et le nombre de cellules dans chaque colonne (valeurs non nulles).\n",
    "web.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "62966a55",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\louis\\AppData\\Local\\Temp\\ipykernel_44952\\3552062975.py:1: FutureWarning: Treating datetime data as categorical rather than numeric in `.describe` is deprecated and will be removed in a future version of pandas. Specify `datetime_is_numeric=True` to silence this warning and adopt the future behavior now.\n",
      "  web.describe(include='all')\n",
      "C:\\Users\\louis\\AppData\\Local\\Temp\\ipykernel_44952\\3552062975.py:1: FutureWarning: Treating datetime data as categorical rather than numeric in `.describe` is deprecated and will be removed in a future version of pandas. Specify `datetime_is_numeric=True` to silence this warning and adopt the future behavior now.\n",
      "  web.describe(include='all')\n",
      "C:\\Users\\louis\\AppData\\Local\\Temp\\ipykernel_44952\\3552062975.py:1: FutureWarning: Treating datetime data as categorical rather than numeric in `.describe` is deprecated and will be removed in a future version of pandas. Specify `datetime_is_numeric=True` to silence this warning and adopt the future behavior now.\n",
      "  web.describe(include='all')\n",
      "C:\\Users\\louis\\AppData\\Local\\Temp\\ipykernel_44952\\3552062975.py:1: FutureWarning: Treating datetime data as categorical rather than numeric in `.describe` is deprecated and will be removed in a future version of pandas. Specify `datetime_is_numeric=True` to silence this warning and adopt the future behavior now.\n",
      "  web.describe(include='all')\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sku</th>\n",
       "      <th>virtual</th>\n",
       "      <th>downloadable</th>\n",
       "      <th>rating_count</th>\n",
       "      <th>average_rating</th>\n",
       "      <th>total_sales</th>\n",
       "      <th>tax_status</th>\n",
       "      <th>tax_class</th>\n",
       "      <th>post_author</th>\n",
       "      <th>post_date</th>\n",
       "      <th>...</th>\n",
       "      <th>post_name</th>\n",
       "      <th>post_modified</th>\n",
       "      <th>post_modified_gmt</th>\n",
       "      <th>post_content_filtered</th>\n",
       "      <th>post_parent</th>\n",
       "      <th>guid</th>\n",
       "      <th>menu_order</th>\n",
       "      <th>post_type</th>\n",
       "      <th>post_mime_type</th>\n",
       "      <th>comment_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1428</td>\n",
       "      <td>1513.0</td>\n",
       "      <td>1513.0</td>\n",
       "      <td>1513.0</td>\n",
       "      <td>1430.0</td>\n",
       "      <td>1430.000000</td>\n",
       "      <td>716</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1430.000000</td>\n",
       "      <td>1430</td>\n",
       "      <td>...</td>\n",
       "      <td>1430</td>\n",
       "      <td>1430</td>\n",
       "      <td>1430</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1430.0</td>\n",
       "      <td>1430</td>\n",
       "      <td>1430.0</td>\n",
       "      <td>1430</td>\n",
       "      <td>714</td>\n",
       "      <td>1430.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>714</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>716</td>\n",
       "      <td>...</td>\n",
       "      <td>716</td>\n",
       "      <td>589</td>\n",
       "      <td>589</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1430</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>bon-cadeau-25-euros</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>taxable</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-06-01 13:53:46</td>\n",
       "      <td>...</td>\n",
       "      <td>bon-cadeau-de-25-euros</td>\n",
       "      <td>2020-08-26 15:55:03</td>\n",
       "      <td>2020-08-26 13:55:03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>product</td>\n",
       "      <td>image/jpeg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>716</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>716</td>\n",
       "      <td>714</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>first</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-02-08 12:58:52</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-02-20 15:19:23</td>\n",
       "      <td>2018-02-20 14:19:23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>last</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-07-20 11:00:00</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-08-27 18:55:03</td>\n",
       "      <td>2020-08-27 16:55:03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.006993</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.998601</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.510559</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.037385</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>13 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        sku  virtual  downloadable  rating_count  \\\n",
       "count                  1428   1513.0        1513.0        1513.0   \n",
       "unique                  714      NaN           NaN           NaN   \n",
       "top     bon-cadeau-25-euros      NaN           NaN           NaN   \n",
       "freq                      2      NaN           NaN           NaN   \n",
       "first                   NaN      NaN           NaN           NaN   \n",
       "last                    NaN      NaN           NaN           NaN   \n",
       "mean                    NaN      0.0           0.0           0.0   \n",
       "std                     NaN      0.0           0.0           0.0   \n",
       "min                     NaN      0.0           0.0           0.0   \n",
       "25%                     NaN      0.0           0.0           0.0   \n",
       "50%                     NaN      0.0           0.0           0.0   \n",
       "75%                     NaN      0.0           0.0           0.0   \n",
       "max                     NaN      0.0           0.0           0.0   \n",
       "\n",
       "        average_rating  total_sales tax_status  tax_class  post_author  \\\n",
       "count           1430.0  1430.000000        716        0.0  1430.000000   \n",
       "unique             NaN          NaN          1        NaN          NaN   \n",
       "top                NaN          NaN    taxable        NaN          NaN   \n",
       "freq               NaN          NaN        716        NaN          NaN   \n",
       "first              NaN          NaN        NaN        NaN          NaN   \n",
       "last               NaN          NaN        NaN        NaN          NaN   \n",
       "mean               0.0     4.006993        NaN        NaN     1.998601   \n",
       "std                0.0     8.510559        NaN        NaN     0.037385   \n",
       "min                0.0     0.000000        NaN        NaN     1.000000   \n",
       "25%                0.0     0.000000        NaN        NaN     2.000000   \n",
       "50%                0.0     1.000000        NaN        NaN     2.000000   \n",
       "75%                0.0     4.000000        NaN        NaN     2.000000   \n",
       "max                0.0    96.000000        NaN        NaN     2.000000   \n",
       "\n",
       "                  post_date  ...               post_name        post_modified  \\\n",
       "count                  1430  ...                    1430                 1430   \n",
       "unique                  716  ...                     716                  589   \n",
       "top     2018-06-01 13:53:46  ...  bon-cadeau-de-25-euros  2020-08-26 15:55:03   \n",
       "freq                      2  ...                       2                   14   \n",
       "first   2018-02-08 12:58:52  ...                     NaN  2018-02-20 15:19:23   \n",
       "last    2020-07-20 11:00:00  ...                     NaN  2020-08-27 18:55:03   \n",
       "mean                    NaN  ...                     NaN                  NaN   \n",
       "std                     NaN  ...                     NaN                  NaN   \n",
       "min                     NaN  ...                     NaN                  NaN   \n",
       "25%                     NaN  ...                     NaN                  NaN   \n",
       "50%                     NaN  ...                     NaN                  NaN   \n",
       "75%                     NaN  ...                     NaN                  NaN   \n",
       "max                     NaN  ...                     NaN                  NaN   \n",
       "\n",
       "          post_modified_gmt post_content_filtered post_parent  \\\n",
       "count                  1430                   0.0      1430.0   \n",
       "unique                  589                   NaN         NaN   \n",
       "top     2020-08-26 13:55:03                   NaN         NaN   \n",
       "freq                     14                   NaN         NaN   \n",
       "first   2018-02-20 14:19:23                   NaN         NaN   \n",
       "last    2020-08-27 16:55:03                   NaN         NaN   \n",
       "mean                    NaN                   NaN         0.0   \n",
       "std                     NaN                   NaN         0.0   \n",
       "min                     NaN                   NaN         0.0   \n",
       "25%                     NaN                   NaN         0.0   \n",
       "50%                     NaN                   NaN         0.0   \n",
       "75%                     NaN                   NaN         0.0   \n",
       "max                     NaN                   NaN         0.0   \n",
       "\n",
       "                                                     guid menu_order  \\\n",
       "count                                                1430     1430.0   \n",
       "unique                                               1430        NaN   \n",
       "top     https://www.bottle-neck.fr/?post_type=product&...        NaN   \n",
       "freq                                                    1        NaN   \n",
       "first                                                 NaN        NaN   \n",
       "last                                                  NaN        NaN   \n",
       "mean                                                  NaN        0.0   \n",
       "std                                                   NaN        0.0   \n",
       "min                                                   NaN        0.0   \n",
       "25%                                                   NaN        0.0   \n",
       "50%                                                   NaN        0.0   \n",
       "75%                                                   NaN        0.0   \n",
       "max                                                   NaN        0.0   \n",
       "\n",
       "        post_type post_mime_type comment_count  \n",
       "count        1430            714        1430.0  \n",
       "unique          2              1           NaN  \n",
       "top       product     image/jpeg           NaN  \n",
       "freq          716            714           NaN  \n",
       "first         NaN            NaN           NaN  \n",
       "last          NaN            NaN           NaN  \n",
       "mean          NaN            NaN           0.0  \n",
       "std           NaN            NaN           0.0  \n",
       "min           NaN            NaN           0.0  \n",
       "25%           NaN            NaN           0.0  \n",
       "50%           NaN            NaN           0.0  \n",
       "75%           NaN            NaN           0.0  \n",
       "max           NaN            NaN           0.0  \n",
       "\n",
       "[13 rows x 28 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "web.describe(include='all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "7e4a067c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# On supprime les colonnes qui ne contiennent aucune valeur\n",
    "web = web.drop(columns=[\"tax_class\", \"post_content\", \"post_password\", \"post_content_filtered\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "e2449395",
   "metadata": {},
   "outputs": [],
   "source": [
    "# On supprime les doublons\n",
    "web = web.drop_duplicates(keep = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "1ec23c4d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sku                    2\n",
       "virtual                0\n",
       "downloadable           0\n",
       "rating_count           0\n",
       "average_rating         0\n",
       "total_sales            0\n",
       "tax_status           714\n",
       "post_author            0\n",
       "post_date              0\n",
       "post_date_gmt          0\n",
       "post_title             0\n",
       "post_excerpt         714\n",
       "post_status            0\n",
       "comment_status         0\n",
       "ping_status            0\n",
       "post_name              0\n",
       "post_modified          0\n",
       "post_modified_gmt      0\n",
       "post_parent            0\n",
       "guid                   0\n",
       "menu_order             0\n",
       "post_type              0\n",
       "post_mime_type       716\n",
       "comment_count          0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# On regarde s'il y a des valeurs manquantes pour chaque colonne\n",
    "web.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "c24e57cb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 2 entries, 470 to 471\n",
      "Data columns (total 24 columns):\n",
      " #   Column             Non-Null Count  Dtype         \n",
      "---  ------             --------------  -----         \n",
      " 0   sku                0 non-null      object        \n",
      " 1   virtual            2 non-null      int64         \n",
      " 2   downloadable       2 non-null      int64         \n",
      " 3   rating_count       2 non-null      int64         \n",
      " 4   average_rating     2 non-null      float64       \n",
      " 5   total_sales        2 non-null      float64       \n",
      " 6   tax_status         2 non-null      object        \n",
      " 7   post_author        2 non-null      float64       \n",
      " 8   post_date          2 non-null      datetime64[ns]\n",
      " 9   post_date_gmt      2 non-null      datetime64[ns]\n",
      " 10  post_title         2 non-null      object        \n",
      " 11  post_excerpt       2 non-null      object        \n",
      " 12  post_status        2 non-null      object        \n",
      " 13  comment_status     2 non-null      object        \n",
      " 14  ping_status        2 non-null      object        \n",
      " 15  post_name          2 non-null      object        \n",
      " 16  post_modified      2 non-null      datetime64[ns]\n",
      " 17  post_modified_gmt  2 non-null      datetime64[ns]\n",
      " 18  post_parent        2 non-null      float64       \n",
      " 19  guid               2 non-null      object        \n",
      " 20  menu_order         2 non-null      float64       \n",
      " 21  post_type          2 non-null      object        \n",
      " 22  post_mime_type     0 non-null      object        \n",
      " 23  comment_count      2 non-null      float64       \n",
      "dtypes: datetime64[ns](4), float64(6), int64(3), object(11)\n",
      "memory usage: 400.0+ bytes\n"
     ]
    }
   ],
   "source": [
    "# Détecte les valeurs manquantes \n",
    "web[web['sku'].isnull()].info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "ca837b23",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sku                   714\n",
       "virtual                 1\n",
       "downloadable            1\n",
       "rating_count            1\n",
       "average_rating          1\n",
       "total_sales            41\n",
       "tax_status              1\n",
       "post_author             2\n",
       "post_date             716\n",
       "post_date_gmt         716\n",
       "post_title            713\n",
       "post_excerpt          679\n",
       "post_status             1\n",
       "comment_status          1\n",
       "ping_status             1\n",
       "post_name             716\n",
       "post_modified         589\n",
       "post_modified_gmt     589\n",
       "post_parent             1\n",
       "guid                 1430\n",
       "menu_order              1\n",
       "post_type               2\n",
       "post_mime_type          1\n",
       "comment_count           1\n",
       "dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# On affiche le nombre de valeurs uniques dans chaque colonne\n",
    "web.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "4030f883",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# On regarde s'il y a des doublons au niveau des lignes\n",
    "web.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "5d904369",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "17160"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# On supprime les doublons sur la colonne sku du DataFrame web.\n",
    "web.drop_duplicates('sku').size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "cc476330",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "34320"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "web.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "2ff86555",
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option('display.max_columns', 85)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "9e1bf344",
   "metadata": {},
   "outputs": [],
   "source": [
    "# La fonction Pandas Series.isnull() permet de détecter les valeurs manquantes dans l’objet de série donné.\n",
    "sku_null=web[web['sku'].isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "c2815afc",
   "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>sku</th>\n",
       "      <th>virtual</th>\n",
       "      <th>downloadable</th>\n",
       "      <th>rating_count</th>\n",
       "      <th>average_rating</th>\n",
       "      <th>total_sales</th>\n",
       "      <th>tax_status</th>\n",
       "      <th>post_author</th>\n",
       "      <th>post_date</th>\n",
       "      <th>post_date_gmt</th>\n",
       "      <th>post_title</th>\n",
       "      <th>post_excerpt</th>\n",
       "      <th>post_status</th>\n",
       "      <th>comment_status</th>\n",
       "      <th>ping_status</th>\n",
       "      <th>post_name</th>\n",
       "      <th>post_modified</th>\n",
       "      <th>post_modified_gmt</th>\n",
       "      <th>post_parent</th>\n",
       "      <th>guid</th>\n",
       "      <th>menu_order</th>\n",
       "      <th>post_type</th>\n",
       "      <th>post_mime_type</th>\n",
       "      <th>comment_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-07-31 12:07:23</td>\n",
       "      <td>2018-07-31 10:07:23</td>\n",
       "      <td>Pierre Jean Villa Côte Rôtie Fongeant 2017</td>\n",
       "      <td>Fongeant 2017 explose sur un fruit brillant, p...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>pierre-jean-villa-cote-rotie-fongeant-2017</td>\n",
       "      <td>2019-11-02 13:24:15</td>\n",
       "      <td>2019-11-02 12:24:15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-08-08 11:23:43</td>\n",
       "      <td>2018-08-08 09:23:43</td>\n",
       "      <td>Pierre Jean Villa Condrieu Jardin Suspendu 2018</td>\n",
       "      <td>&lt;span id=\"u1194-83\"&gt;Le nez séduit par ses parf...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>pierre-jean-villa-condrieu-suspendu-2018</td>\n",
       "      <td>2019-11-02 13:24:01</td>\n",
       "      <td>2019-11-02 12:24:01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     sku  virtual  downloadable  rating_count  average_rating  total_sales  \\\n",
       "470  NaN        0             0             0             0.0          0.0   \n",
       "471  NaN        0             0             0             0.0          0.0   \n",
       "\n",
       "    tax_status  post_author           post_date       post_date_gmt  \\\n",
       "470    taxable          2.0 2018-07-31 12:07:23 2018-07-31 10:07:23   \n",
       "471    taxable          2.0 2018-08-08 11:23:43 2018-08-08 09:23:43   \n",
       "\n",
       "                                          post_title  \\\n",
       "470       Pierre Jean Villa Côte Rôtie Fongeant 2017   \n",
       "471  Pierre Jean Villa Condrieu Jardin Suspendu 2018   \n",
       "\n",
       "                                          post_excerpt post_status  \\\n",
       "470  Fongeant 2017 explose sur un fruit brillant, p...     publish   \n",
       "471  <span id=\"u1194-83\">Le nez séduit par ses parf...     publish   \n",
       "\n",
       "    comment_status ping_status                                   post_name  \\\n",
       "470         closed      closed  pierre-jean-villa-cote-rotie-fongeant-2017   \n",
       "471         closed      closed    pierre-jean-villa-condrieu-suspendu-2018   \n",
       "\n",
       "          post_modified   post_modified_gmt  post_parent  \\\n",
       "470 2019-11-02 13:24:15 2019-11-02 12:24:15          0.0   \n",
       "471 2019-11-02 13:24:01 2019-11-02 12:24:01          0.0   \n",
       "\n",
       "                                                  guid  menu_order post_type  \\\n",
       "470  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "471  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "\n",
       "    post_mime_type  comment_count  \n",
       "470            NaN            0.0  \n",
       "471            NaN            0.0  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# La fonction Pandas dataframe.notnull() détecte les valeurs existantes/non manquantes dans la trame de données.\n",
    "sku_null[sku_null['post_name'].notnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "8b841cd5",
   "metadata": {},
   "outputs": [],
   "source": [
    "#La fonction Pandas dataframe.notnull() détecte les valeurs existantes/non manquantes dans la trame de données.\n",
    "webnotnullsku=web[web['sku'].notnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "ad08bf41",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1428 entries, 0 to 1512\n",
      "Data columns (total 24 columns):\n",
      " #   Column             Non-Null Count  Dtype         \n",
      "---  ------             --------------  -----         \n",
      " 0   sku                1428 non-null   object        \n",
      " 1   virtual            1428 non-null   int64         \n",
      " 2   downloadable       1428 non-null   int64         \n",
      " 3   rating_count       1428 non-null   int64         \n",
      " 4   average_rating     1428 non-null   float64       \n",
      " 5   total_sales        1428 non-null   float64       \n",
      " 6   tax_status         714 non-null    object        \n",
      " 7   post_author        1428 non-null   float64       \n",
      " 8   post_date          1428 non-null   datetime64[ns]\n",
      " 9   post_date_gmt      1428 non-null   datetime64[ns]\n",
      " 10  post_title         1428 non-null   object        \n",
      " 11  post_excerpt       714 non-null    object        \n",
      " 12  post_status        1428 non-null   object        \n",
      " 13  comment_status     1428 non-null   object        \n",
      " 14  ping_status        1428 non-null   object        \n",
      " 15  post_name          1428 non-null   object        \n",
      " 16  post_modified      1428 non-null   datetime64[ns]\n",
      " 17  post_modified_gmt  1428 non-null   datetime64[ns]\n",
      " 18  post_parent        1428 non-null   float64       \n",
      " 19  guid               1428 non-null   object        \n",
      " 20  menu_order         1428 non-null   float64       \n",
      " 21  post_type          1428 non-null   object        \n",
      " 22  post_mime_type     714 non-null    object        \n",
      " 23  comment_count      1428 non-null   float64       \n",
      "dtypes: datetime64[ns](4), float64(6), int64(3), object(11)\n",
      "memory usage: 278.9+ KB\n"
     ]
    }
   ],
   "source": [
    "webnotnullsku.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "d07d24b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "17136"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# La fonction Pandas  df.drop_duplicates() est utilisée pour supprimer les doublons des lignes et des colonnes DataFrame.\n",
    "webnotnullsku.drop_duplicates('sku').size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "c65a7fa3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "34272"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "webnotnullsku.size"
   ]
  },
  {
   "cell_type": "raw",
   "id": "bf7f30df",
   "metadata": {},
   "source": [
    "L'unicité sur la clé sku n'est pas atteint malgré la suprression des Nan. Sku ne peut être la clé primaire."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "12397d70",
   "metadata": {},
   "outputs": [],
   "source": [
    "# on filtre sur les produits vendus sur le web\n",
    "web_product= webnotnullsku[webnotnullsku['post_type']=='product']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "db7b86c1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 714 entries, 0 to 798\n",
      "Data columns (total 24 columns):\n",
      " #   Column             Non-Null Count  Dtype         \n",
      "---  ------             --------------  -----         \n",
      " 0   sku                714 non-null    object        \n",
      " 1   virtual            714 non-null    int64         \n",
      " 2   downloadable       714 non-null    int64         \n",
      " 3   rating_count       714 non-null    int64         \n",
      " 4   average_rating     714 non-null    float64       \n",
      " 5   total_sales        714 non-null    float64       \n",
      " 6   tax_status         714 non-null    object        \n",
      " 7   post_author        714 non-null    float64       \n",
      " 8   post_date          714 non-null    datetime64[ns]\n",
      " 9   post_date_gmt      714 non-null    datetime64[ns]\n",
      " 10  post_title         714 non-null    object        \n",
      " 11  post_excerpt       714 non-null    object        \n",
      " 12  post_status        714 non-null    object        \n",
      " 13  comment_status     714 non-null    object        \n",
      " 14  ping_status        714 non-null    object        \n",
      " 15  post_name          714 non-null    object        \n",
      " 16  post_modified      714 non-null    datetime64[ns]\n",
      " 17  post_modified_gmt  714 non-null    datetime64[ns]\n",
      " 18  post_parent        714 non-null    float64       \n",
      " 19  guid               714 non-null    object        \n",
      " 20  menu_order         714 non-null    float64       \n",
      " 21  post_type          714 non-null    object        \n",
      " 22  post_mime_type     0 non-null      object        \n",
      " 23  comment_count      714 non-null    float64       \n",
      "dtypes: datetime64[ns](4), float64(6), int64(3), object(11)\n",
      "memory usage: 139.5+ KB\n"
     ]
    }
   ],
   "source": [
    "web_product.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "3ce55ced",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(714, 24)"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "web_product.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "c0040596",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "17136"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# La fonction Pandas  df.drop_duplicates() est utilisée pour supprimer les doublons des lignes et des colonnes DataFrame. \n",
    "web_product.drop_duplicates('sku').size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "f6f0773c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "17136"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "web_product.size"
   ]
  },
  {
   "cell_type": "raw",
   "id": "508f7557",
   "metadata": {},
   "source": [
    "il y a unicité de la clé primaire. \n",
    "Le dataframe est prêt pour la fusion."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e7e8632",
   "metadata": {},
   "source": [
    "## II) Rapprochement des bases de données"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "2d80bc16",
   "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>product_id</th>\n",
       "      <th>onsale_web</th>\n",
       "      <th>price</th>\n",
       "      <th>stock_quantity</th>\n",
       "      <th>stock_status</th>\n",
       "      <th>sku</th>\n",
       "      <th>_merge</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3847</td>\n",
       "      <td>1</td>\n",
       "      <td>24.2</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>15298</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3849</td>\n",
       "      <td>1</td>\n",
       "      <td>34.3</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>15296</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3850</td>\n",
       "      <td>1</td>\n",
       "      <td>20.8</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>15300</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4032</td>\n",
       "      <td>1</td>\n",
       "      <td>14.1</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>19814</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4039</td>\n",
       "      <td>1</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>19815</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   product_id  onsale_web  price  stock_quantity stock_status    sku _merge\n",
       "0        3847           1   24.2               0   outofstock  15298   both\n",
       "1        3849           1   34.3               0   outofstock  15296   both\n",
       "2        3850           1   20.8               0   outofstock  15300   both\n",
       "3        4032           1   14.1               0   outofstock  19814   both\n",
       "4        4039           1   46.0               0   outofstock  19815   both"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Rapprochons nos bases de données : erp et liaison sur la clé product_id\n",
    "#Vérifions notre merge avec la fonction indicator \n",
    "\n",
    "erp_liaison=erp.merge(liaison, how='outer', on='product_id',indicator=True)\n",
    "erp_liaison.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "5810c46f",
   "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>product_id</th>\n",
       "      <th>onsale_web</th>\n",
       "      <th>price</th>\n",
       "      <th>stock_quantity</th>\n",
       "      <th>stock_status</th>\n",
       "      <th>sku</th>\n",
       "      <th>_merge</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [product_id, onsale_web, price, stock_quantity, stock_status, sku, _merge]\n",
       "Index: []"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#verification \n",
    "erp_liaison[erp_liaison['_merge']!='both']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "30e2777b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#suppression de la colonne merge\n",
    "erp_liaison=erp_liaison.drop(['_merge'],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "2658dc81",
   "metadata": {},
   "outputs": [],
   "source": [
    "# data final\n",
    "datafinal=erp_liaison.merge(web_product,on='sku',how='outer', indicator= True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "fdae0479",
   "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>product_id</th>\n",
       "      <th>onsale_web</th>\n",
       "      <th>price</th>\n",
       "      <th>stock_quantity</th>\n",
       "      <th>stock_status</th>\n",
       "      <th>sku</th>\n",
       "      <th>virtual</th>\n",
       "      <th>downloadable</th>\n",
       "      <th>rating_count</th>\n",
       "      <th>average_rating</th>\n",
       "      <th>total_sales</th>\n",
       "      <th>tax_status</th>\n",
       "      <th>post_author</th>\n",
       "      <th>post_date</th>\n",
       "      <th>post_date_gmt</th>\n",
       "      <th>post_title</th>\n",
       "      <th>post_excerpt</th>\n",
       "      <th>post_status</th>\n",
       "      <th>comment_status</th>\n",
       "      <th>ping_status</th>\n",
       "      <th>post_name</th>\n",
       "      <th>post_modified</th>\n",
       "      <th>post_modified_gmt</th>\n",
       "      <th>post_parent</th>\n",
       "      <th>guid</th>\n",
       "      <th>menu_order</th>\n",
       "      <th>post_type</th>\n",
       "      <th>post_mime_type</th>\n",
       "      <th>comment_count</th>\n",
       "      <th>_merge</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3847</td>\n",
       "      <td>1</td>\n",
       "      <td>24.2</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>15298</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-02-08 12:58:52</td>\n",
       "      <td>2018-02-08 11:58:52</td>\n",
       "      <td>Pierre Jean Villa Saint-Joseph Préface 2018</td>\n",
       "      <td>Il exhale un nez subtil, racé avec du poivre f...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>pierre-jean-villa-saint-joseph-preface-2018</td>\n",
       "      <td>2019-12-30 09:30:29</td>\n",
       "      <td>2019-12-30 08:30:29</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3849</td>\n",
       "      <td>1</td>\n",
       "      <td>34.3</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>15296</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-02-08 13:49:41</td>\n",
       "      <td>2018-02-08 12:49:41</td>\n",
       "      <td>Pierre Jean Villa Saint-Joseph Rouge Tildé 2017</td>\n",
       "      <td>Les vieilles vignes lui apportent une rare pro...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>pierre-jean-villa-saint-joseph-tilde-2017</td>\n",
       "      <td>2019-12-21 09:00:17</td>\n",
       "      <td>2019-12-21 08:00:17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3850</td>\n",
       "      <td>1</td>\n",
       "      <td>20.8</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>15300</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-02-08 14:08:36</td>\n",
       "      <td>2018-02-08 13:08:36</td>\n",
       "      <td>Pierre Jean Villa Crozes-Hermitage Accroche Co...</td>\n",
       "      <td>Dentelle de fruit de jeunes syrah, aux tanins ...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>pierre-jean-villa-croze-hermitage-accroche-coe...</td>\n",
       "      <td>2020-06-26 18:15:03</td>\n",
       "      <td>2020-06-26 16:15:03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4032</td>\n",
       "      <td>1</td>\n",
       "      <td>14.1</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>19814</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-02-09 14:01:05</td>\n",
       "      <td>2018-02-09 13:01:05</td>\n",
       "      <td>Pierre Jean Villa IGP Collines Rhodaniennes Ga...</td>\n",
       "      <td>Gamine représente tout le fruité et la gourman...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>pierre-jean-villa-igp-gamine-2018</td>\n",
       "      <td>2020-01-04 16:36:01</td>\n",
       "      <td>2020-01-04 15:36:01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4039</td>\n",
       "      <td>1</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>19815</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-02-12 09:04:37</td>\n",
       "      <td>2018-02-12 08:04:37</td>\n",
       "      <td>Pierre Jean Villa Côte Rôtie Carmina 2017</td>\n",
       "      <td>Le côte rôtie Carmina monte en puissance mais ...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>pierre-jean-villa-cote-rotie-carmina-2017</td>\n",
       "      <td>2020-01-04 16:36:10</td>\n",
       "      <td>2020-01-04 15:36:10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   product_id  onsale_web  price  stock_quantity stock_status    sku  virtual  \\\n",
       "0        3847           1   24.2               0   outofstock  15298      0.0   \n",
       "1        3849           1   34.3               0   outofstock  15296      0.0   \n",
       "2        3850           1   20.8               0   outofstock  15300      0.0   \n",
       "3        4032           1   14.1               0   outofstock  19814      0.0   \n",
       "4        4039           1   46.0               0   outofstock  19815      0.0   \n",
       "\n",
       "   downloadable  rating_count  average_rating  total_sales tax_status  \\\n",
       "0           0.0           0.0             0.0          6.0    taxable   \n",
       "1           0.0           0.0             0.0          0.0    taxable   \n",
       "2           0.0           0.0             0.0          0.0    taxable   \n",
       "3           0.0           0.0             0.0          3.0    taxable   \n",
       "4           0.0           0.0             0.0          0.0    taxable   \n",
       "\n",
       "   post_author           post_date       post_date_gmt  \\\n",
       "0          2.0 2018-02-08 12:58:52 2018-02-08 11:58:52   \n",
       "1          2.0 2018-02-08 13:49:41 2018-02-08 12:49:41   \n",
       "2          2.0 2018-02-08 14:08:36 2018-02-08 13:08:36   \n",
       "3          2.0 2018-02-09 14:01:05 2018-02-09 13:01:05   \n",
       "4          2.0 2018-02-12 09:04:37 2018-02-12 08:04:37   \n",
       "\n",
       "                                          post_title  \\\n",
       "0        Pierre Jean Villa Saint-Joseph Préface 2018   \n",
       "1    Pierre Jean Villa Saint-Joseph Rouge Tildé 2017   \n",
       "2  Pierre Jean Villa Crozes-Hermitage Accroche Co...   \n",
       "3  Pierre Jean Villa IGP Collines Rhodaniennes Ga...   \n",
       "4          Pierre Jean Villa Côte Rôtie Carmina 2017   \n",
       "\n",
       "                                        post_excerpt post_status  \\\n",
       "0  Il exhale un nez subtil, racé avec du poivre f...     publish   \n",
       "1  Les vieilles vignes lui apportent une rare pro...     publish   \n",
       "2  Dentelle de fruit de jeunes syrah, aux tanins ...     publish   \n",
       "3  Gamine représente tout le fruité et la gourman...     publish   \n",
       "4  Le côte rôtie Carmina monte en puissance mais ...     publish   \n",
       "\n",
       "  comment_status ping_status  \\\n",
       "0         closed      closed   \n",
       "1         closed      closed   \n",
       "2         closed      closed   \n",
       "3         closed      closed   \n",
       "4         closed      closed   \n",
       "\n",
       "                                           post_name       post_modified  \\\n",
       "0        pierre-jean-villa-saint-joseph-preface-2018 2019-12-30 09:30:29   \n",
       "1          pierre-jean-villa-saint-joseph-tilde-2017 2019-12-21 09:00:17   \n",
       "2  pierre-jean-villa-croze-hermitage-accroche-coe... 2020-06-26 18:15:03   \n",
       "3                  pierre-jean-villa-igp-gamine-2018 2020-01-04 16:36:01   \n",
       "4          pierre-jean-villa-cote-rotie-carmina-2017 2020-01-04 16:36:10   \n",
       "\n",
       "    post_modified_gmt  post_parent  \\\n",
       "0 2019-12-30 08:30:29          0.0   \n",
       "1 2019-12-21 08:00:17          0.0   \n",
       "2 2020-06-26 16:15:03          0.0   \n",
       "3 2020-01-04 15:36:01          0.0   \n",
       "4 2020-01-04 15:36:10          0.0   \n",
       "\n",
       "                                                guid  menu_order post_type  \\\n",
       "0  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "1  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "2  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "3  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "4  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "\n",
       "  post_mime_type  comment_count _merge  \n",
       "0            NaN            0.0   both  \n",
       "1            NaN            0.0   both  \n",
       "2            NaN            0.0   both  \n",
       "3            NaN            0.0   both  \n",
       "4            NaN            0.0   both  "
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datafinal.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "f7a3dd55",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(825, 30)"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datafinal.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "56f27224",
   "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>product_id</th>\n",
       "      <th>onsale_web</th>\n",
       "      <th>price</th>\n",
       "      <th>stock_quantity</th>\n",
       "      <th>stock_status</th>\n",
       "      <th>sku</th>\n",
       "      <th>virtual</th>\n",
       "      <th>downloadable</th>\n",
       "      <th>rating_count</th>\n",
       "      <th>average_rating</th>\n",
       "      <th>total_sales</th>\n",
       "      <th>tax_status</th>\n",
       "      <th>post_author</th>\n",
       "      <th>post_date</th>\n",
       "      <th>post_date_gmt</th>\n",
       "      <th>post_title</th>\n",
       "      <th>post_excerpt</th>\n",
       "      <th>post_status</th>\n",
       "      <th>comment_status</th>\n",
       "      <th>ping_status</th>\n",
       "      <th>post_name</th>\n",
       "      <th>post_modified</th>\n",
       "      <th>post_modified_gmt</th>\n",
       "      <th>post_parent</th>\n",
       "      <th>guid</th>\n",
       "      <th>menu_order</th>\n",
       "      <th>post_type</th>\n",
       "      <th>post_mime_type</th>\n",
       "      <th>comment_count</th>\n",
       "      <th>_merge</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>4055</td>\n",
       "      <td>0</td>\n",
       "      <td>86.1</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>left_only</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>4090</td>\n",
       "      <td>0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>left_only</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>4092</td>\n",
       "      <td>0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>left_only</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>4195</td>\n",
       "      <td>0</td>\n",
       "      <td>14.1</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>left_only</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>4209</td>\n",
       "      <td>0</td>\n",
       "      <td>73.5</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>left_only</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <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>717</th>\n",
       "      <td>5954</td>\n",
       "      <td>0</td>\n",
       "      <td>18.8</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>15609</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>left_only</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>718</th>\n",
       "      <td>5955</td>\n",
       "      <td>0</td>\n",
       "      <td>27.3</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>14377</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>left_only</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>720</th>\n",
       "      <td>5957</td>\n",
       "      <td>0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>13577</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>left_only</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>743</th>\n",
       "      <td>6100</td>\n",
       "      <td>0</td>\n",
       "      <td>12.9</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>15529</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>left_only</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>823</th>\n",
       "      <td>7329</td>\n",
       "      <td>0</td>\n",
       "      <td>26.5</td>\n",
       "      <td>14</td>\n",
       "      <td>instock</td>\n",
       "      <td>14680-1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>left_only</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>111 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     product_id  onsale_web  price  stock_quantity stock_status      sku  \\\n",
       "19         4055           0   86.1               0   outofstock      NaN   \n",
       "20         4090           0   73.0               0   outofstock      NaN   \n",
       "21         4092           0   47.0               0   outofstock      NaN   \n",
       "22         4195           0   14.1               0   outofstock      NaN   \n",
       "23         4209           0   73.5               0   outofstock      NaN   \n",
       "..          ...         ...    ...             ...          ...      ...   \n",
       "717        5954           0   18.8               0   outofstock    15609   \n",
       "718        5955           0   27.3               0   outofstock    14377   \n",
       "720        5957           0   39.0               0   outofstock    13577   \n",
       "743        6100           0   12.9               0   outofstock    15529   \n",
       "823        7329           0   26.5              14      instock  14680-1   \n",
       "\n",
       "     virtual  downloadable  rating_count  average_rating  total_sales  \\\n",
       "19       NaN           NaN           NaN             NaN          NaN   \n",
       "20       NaN           NaN           NaN             NaN          NaN   \n",
       "21       NaN           NaN           NaN             NaN          NaN   \n",
       "22       NaN           NaN           NaN             NaN          NaN   \n",
       "23       NaN           NaN           NaN             NaN          NaN   \n",
       "..       ...           ...           ...             ...          ...   \n",
       "717      NaN           NaN           NaN             NaN          NaN   \n",
       "718      NaN           NaN           NaN             NaN          NaN   \n",
       "720      NaN           NaN           NaN             NaN          NaN   \n",
       "743      NaN           NaN           NaN             NaN          NaN   \n",
       "823      NaN           NaN           NaN             NaN          NaN   \n",
       "\n",
       "    tax_status  post_author post_date post_date_gmt post_title post_excerpt  \\\n",
       "19         NaN          NaN       NaT           NaT        NaN          NaN   \n",
       "20         NaN          NaN       NaT           NaT        NaN          NaN   \n",
       "21         NaN          NaN       NaT           NaT        NaN          NaN   \n",
       "22         NaN          NaN       NaT           NaT        NaN          NaN   \n",
       "23         NaN          NaN       NaT           NaT        NaN          NaN   \n",
       "..         ...          ...       ...           ...        ...          ...   \n",
       "717        NaN          NaN       NaT           NaT        NaN          NaN   \n",
       "718        NaN          NaN       NaT           NaT        NaN          NaN   \n",
       "720        NaN          NaN       NaT           NaT        NaN          NaN   \n",
       "743        NaN          NaN       NaT           NaT        NaN          NaN   \n",
       "823        NaN          NaN       NaT           NaT        NaN          NaN   \n",
       "\n",
       "    post_status comment_status ping_status post_name post_modified  \\\n",
       "19          NaN            NaN         NaN       NaN           NaT   \n",
       "20          NaN            NaN         NaN       NaN           NaT   \n",
       "21          NaN            NaN         NaN       NaN           NaT   \n",
       "22          NaN            NaN         NaN       NaN           NaT   \n",
       "23          NaN            NaN         NaN       NaN           NaT   \n",
       "..          ...            ...         ...       ...           ...   \n",
       "717         NaN            NaN         NaN       NaN           NaT   \n",
       "718         NaN            NaN         NaN       NaN           NaT   \n",
       "720         NaN            NaN         NaN       NaN           NaT   \n",
       "743         NaN            NaN         NaN       NaN           NaT   \n",
       "823         NaN            NaN         NaN       NaN           NaT   \n",
       "\n",
       "    post_modified_gmt  post_parent guid  menu_order post_type post_mime_type  \\\n",
       "19                NaT          NaN  NaN         NaN       NaN            NaN   \n",
       "20                NaT          NaN  NaN         NaN       NaN            NaN   \n",
       "21                NaT          NaN  NaN         NaN       NaN            NaN   \n",
       "22                NaT          NaN  NaN         NaN       NaN            NaN   \n",
       "23                NaT          NaN  NaN         NaN       NaN            NaN   \n",
       "..                ...          ...  ...         ...       ...            ...   \n",
       "717               NaT          NaN  NaN         NaN       NaN            NaN   \n",
       "718               NaT          NaN  NaN         NaN       NaN            NaN   \n",
       "720               NaT          NaN  NaN         NaN       NaN            NaN   \n",
       "743               NaT          NaN  NaN         NaN       NaN            NaN   \n",
       "823               NaT          NaN  NaN         NaN       NaN            NaN   \n",
       "\n",
       "     comment_count     _merge  \n",
       "19             NaN  left_only  \n",
       "20             NaN  left_only  \n",
       "21             NaN  left_only  \n",
       "22             NaN  left_only  \n",
       "23             NaN  left_only  \n",
       "..             ...        ...  \n",
       "717            NaN  left_only  \n",
       "718            NaN  left_only  \n",
       "720            NaN  left_only  \n",
       "743            NaN  left_only  \n",
       "823            NaN  left_only  \n",
       "\n",
       "[111 rows x 30 columns]"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Verification des données\n",
    "datafinal[datafinal['_merge']!='both']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "a6bed0e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Plusieurs id_web n'ont pas trouvé de correspondance dans le fichier liaison (sku)\n",
    "datatest_merge=datafinal[datafinal['_merge']=='left_only']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "1a3cc83f",
   "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>product_id</th>\n",
       "      <th>onsale_web</th>\n",
       "      <th>price</th>\n",
       "      <th>stock_quantity</th>\n",
       "      <th>stock_status</th>\n",
       "      <th>sku</th>\n",
       "      <th>virtual</th>\n",
       "      <th>downloadable</th>\n",
       "      <th>rating_count</th>\n",
       "      <th>average_rating</th>\n",
       "      <th>total_sales</th>\n",
       "      <th>tax_status</th>\n",
       "      <th>post_author</th>\n",
       "      <th>post_date</th>\n",
       "      <th>post_date_gmt</th>\n",
       "      <th>post_title</th>\n",
       "      <th>post_excerpt</th>\n",
       "      <th>post_status</th>\n",
       "      <th>comment_status</th>\n",
       "      <th>ping_status</th>\n",
       "      <th>post_name</th>\n",
       "      <th>post_modified</th>\n",
       "      <th>post_modified_gmt</th>\n",
       "      <th>post_parent</th>\n",
       "      <th>guid</th>\n",
       "      <th>menu_order</th>\n",
       "      <th>post_type</th>\n",
       "      <th>post_mime_type</th>\n",
       "      <th>comment_count</th>\n",
       "      <th>_merge</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>4055</td>\n",
       "      <td>0</td>\n",
       "      <td>86.1</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>left_only</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>4090</td>\n",
       "      <td>0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>left_only</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>4092</td>\n",
       "      <td>0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>left_only</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>4195</td>\n",
       "      <td>0</td>\n",
       "      <td>14.1</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>left_only</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>4209</td>\n",
       "      <td>0</td>\n",
       "      <td>73.5</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>left_only</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    product_id  onsale_web  price  stock_quantity stock_status  sku  virtual  \\\n",
       "19        4055           0   86.1               0   outofstock  NaN      NaN   \n",
       "20        4090           0   73.0               0   outofstock  NaN      NaN   \n",
       "21        4092           0   47.0               0   outofstock  NaN      NaN   \n",
       "22        4195           0   14.1               0   outofstock  NaN      NaN   \n",
       "23        4209           0   73.5               0   outofstock  NaN      NaN   \n",
       "\n",
       "    downloadable  rating_count  average_rating  total_sales tax_status  \\\n",
       "19           NaN           NaN             NaN          NaN        NaN   \n",
       "20           NaN           NaN             NaN          NaN        NaN   \n",
       "21           NaN           NaN             NaN          NaN        NaN   \n",
       "22           NaN           NaN             NaN          NaN        NaN   \n",
       "23           NaN           NaN             NaN          NaN        NaN   \n",
       "\n",
       "    post_author post_date post_date_gmt post_title post_excerpt post_status  \\\n",
       "19          NaN       NaT           NaT        NaN          NaN         NaN   \n",
       "20          NaN       NaT           NaT        NaN          NaN         NaN   \n",
       "21          NaN       NaT           NaT        NaN          NaN         NaN   \n",
       "22          NaN       NaT           NaT        NaN          NaN         NaN   \n",
       "23          NaN       NaT           NaT        NaN          NaN         NaN   \n",
       "\n",
       "   comment_status ping_status post_name post_modified post_modified_gmt  \\\n",
       "19            NaN         NaN       NaN           NaT               NaT   \n",
       "20            NaN         NaN       NaN           NaT               NaT   \n",
       "21            NaN         NaN       NaN           NaT               NaT   \n",
       "22            NaN         NaN       NaN           NaT               NaT   \n",
       "23            NaN         NaN       NaN           NaT               NaT   \n",
       "\n",
       "    post_parent guid  menu_order post_type post_mime_type  comment_count  \\\n",
       "19          NaN  NaN         NaN       NaN            NaN            NaN   \n",
       "20          NaN  NaN         NaN       NaN            NaN            NaN   \n",
       "21          NaN  NaN         NaN       NaN            NaN            NaN   \n",
       "22          NaN  NaN         NaN       NaN            NaN            NaN   \n",
       "23          NaN  NaN         NaN       NaN            NaN            NaN   \n",
       "\n",
       "       _merge  \n",
       "19  left_only  \n",
       "20  left_only  \n",
       "21  left_only  \n",
       "22  left_only  \n",
       "23  left_only  "
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datatest_merge.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "806aeba4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(111, 30)"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datatest_merge.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "f40c0bdd",
   "metadata": {},
   "outputs": [],
   "source": [
    "#La fonction Pandas dataframe.notnull() détecte les valeurs existantes/non manquantes dans la trame de données.\n",
    "echantillon=datatest_merge[datatest_merge['sku'].notnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "e2f89641",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(20, 30)"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "echantillon.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "8692a00c",
   "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>product_id</th>\n",
       "      <th>onsale_web</th>\n",
       "      <th>price</th>\n",
       "      <th>stock_quantity</th>\n",
       "      <th>stock_status</th>\n",
       "      <th>sku</th>\n",
       "      <th>virtual</th>\n",
       "      <th>downloadable</th>\n",
       "      <th>rating_count</th>\n",
       "      <th>average_rating</th>\n",
       "      <th>total_sales</th>\n",
       "      <th>tax_status</th>\n",
       "      <th>post_author</th>\n",
       "      <th>post_date</th>\n",
       "      <th>post_date_gmt</th>\n",
       "      <th>post_title</th>\n",
       "      <th>post_excerpt</th>\n",
       "      <th>post_status</th>\n",
       "      <th>comment_status</th>\n",
       "      <th>ping_status</th>\n",
       "      <th>post_name</th>\n",
       "      <th>post_modified</th>\n",
       "      <th>post_modified_gmt</th>\n",
       "      <th>post_parent</th>\n",
       "      <th>guid</th>\n",
       "      <th>menu_order</th>\n",
       "      <th>post_type</th>\n",
       "      <th>post_mime_type</th>\n",
       "      <th>comment_count</th>\n",
       "      <th>_merge</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>4289</td>\n",
       "      <td>0</td>\n",
       "      <td>22.8</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>13771</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>left_only</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>4568</td>\n",
       "      <td>0</td>\n",
       "      <td>21.5</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>15065</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>left_only</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>4584</td>\n",
       "      <td>0</td>\n",
       "      <td>32.3</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>14785</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>left_only</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>4741</td>\n",
       "      <td>0</td>\n",
       "      <td>12.4</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>12601</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>left_only</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>4864</td>\n",
       "      <td>0</td>\n",
       "      <td>8.3</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>15154</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>left_only</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     product_id  onsale_web  price  stock_quantity stock_status    sku  \\\n",
       "276        4289           0   22.8               0   outofstock  13771   \n",
       "318        4568           0   21.5               0   outofstock  15065   \n",
       "321        4584           0   32.3               0   outofstock  14785   \n",
       "425        4741           0   12.4               0   outofstock  12601   \n",
       "459        4864           0    8.3               0   outofstock  15154   \n",
       "\n",
       "     virtual  downloadable  rating_count  average_rating  total_sales  \\\n",
       "276      NaN           NaN           NaN             NaN          NaN   \n",
       "318      NaN           NaN           NaN             NaN          NaN   \n",
       "321      NaN           NaN           NaN             NaN          NaN   \n",
       "425      NaN           NaN           NaN             NaN          NaN   \n",
       "459      NaN           NaN           NaN             NaN          NaN   \n",
       "\n",
       "    tax_status  post_author post_date post_date_gmt post_title post_excerpt  \\\n",
       "276        NaN          NaN       NaT           NaT        NaN          NaN   \n",
       "318        NaN          NaN       NaT           NaT        NaN          NaN   \n",
       "321        NaN          NaN       NaT           NaT        NaN          NaN   \n",
       "425        NaN          NaN       NaT           NaT        NaN          NaN   \n",
       "459        NaN          NaN       NaT           NaT        NaN          NaN   \n",
       "\n",
       "    post_status comment_status ping_status post_name post_modified  \\\n",
       "276         NaN            NaN         NaN       NaN           NaT   \n",
       "318         NaN            NaN         NaN       NaN           NaT   \n",
       "321         NaN            NaN         NaN       NaN           NaT   \n",
       "425         NaN            NaN         NaN       NaN           NaT   \n",
       "459         NaN            NaN         NaN       NaN           NaT   \n",
       "\n",
       "    post_modified_gmt  post_parent guid  menu_order post_type post_mime_type  \\\n",
       "276               NaT          NaN  NaN         NaN       NaN            NaN   \n",
       "318               NaT          NaN  NaN         NaN       NaN            NaN   \n",
       "321               NaT          NaN  NaN         NaN       NaN            NaN   \n",
       "425               NaT          NaN  NaN         NaN       NaN            NaN   \n",
       "459               NaT          NaN  NaN         NaN       NaN            NaN   \n",
       "\n",
       "     comment_count     _merge  \n",
       "276            NaN  left_only  \n",
       "318            NaN  left_only  \n",
       "321            NaN  left_only  \n",
       "425            NaN  left_only  \n",
       "459            NaN  left_only  "
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#ligne qui possede des sku et qui n'ont pas de correspondance\n",
    "echantillon.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "7b3153df",
   "metadata": {},
   "outputs": [],
   "source": [
    "data=datafinal[datafinal['_merge']=='both']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "1a24896f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(714, 30)"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "fa1903d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "data=data.drop(['_merge'],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "351842ae",
   "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>product_id</th>\n",
       "      <th>onsale_web</th>\n",
       "      <th>price</th>\n",
       "      <th>stock_quantity</th>\n",
       "      <th>stock_status</th>\n",
       "      <th>sku</th>\n",
       "      <th>virtual</th>\n",
       "      <th>downloadable</th>\n",
       "      <th>rating_count</th>\n",
       "      <th>average_rating</th>\n",
       "      <th>total_sales</th>\n",
       "      <th>tax_status</th>\n",
       "      <th>post_author</th>\n",
       "      <th>post_date</th>\n",
       "      <th>post_date_gmt</th>\n",
       "      <th>post_title</th>\n",
       "      <th>post_excerpt</th>\n",
       "      <th>post_status</th>\n",
       "      <th>comment_status</th>\n",
       "      <th>ping_status</th>\n",
       "      <th>post_name</th>\n",
       "      <th>post_modified</th>\n",
       "      <th>post_modified_gmt</th>\n",
       "      <th>post_parent</th>\n",
       "      <th>guid</th>\n",
       "      <th>menu_order</th>\n",
       "      <th>post_type</th>\n",
       "      <th>post_mime_type</th>\n",
       "      <th>comment_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3847</td>\n",
       "      <td>1</td>\n",
       "      <td>24.2</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>15298</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-02-08 12:58:52</td>\n",
       "      <td>2018-02-08 11:58:52</td>\n",
       "      <td>Pierre Jean Villa Saint-Joseph Préface 2018</td>\n",
       "      <td>Il exhale un nez subtil, racé avec du poivre f...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>pierre-jean-villa-saint-joseph-preface-2018</td>\n",
       "      <td>2019-12-30 09:30:29</td>\n",
       "      <td>2019-12-30 08:30:29</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3849</td>\n",
       "      <td>1</td>\n",
       "      <td>34.3</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>15296</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-02-08 13:49:41</td>\n",
       "      <td>2018-02-08 12:49:41</td>\n",
       "      <td>Pierre Jean Villa Saint-Joseph Rouge Tildé 2017</td>\n",
       "      <td>Les vieilles vignes lui apportent une rare pro...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>pierre-jean-villa-saint-joseph-tilde-2017</td>\n",
       "      <td>2019-12-21 09:00:17</td>\n",
       "      <td>2019-12-21 08:00:17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3850</td>\n",
       "      <td>1</td>\n",
       "      <td>20.8</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>15300</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-02-08 14:08:36</td>\n",
       "      <td>2018-02-08 13:08:36</td>\n",
       "      <td>Pierre Jean Villa Crozes-Hermitage Accroche Co...</td>\n",
       "      <td>Dentelle de fruit de jeunes syrah, aux tanins ...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>pierre-jean-villa-croze-hermitage-accroche-coe...</td>\n",
       "      <td>2020-06-26 18:15:03</td>\n",
       "      <td>2020-06-26 16:15:03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4032</td>\n",
       "      <td>1</td>\n",
       "      <td>14.1</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>19814</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-02-09 14:01:05</td>\n",
       "      <td>2018-02-09 13:01:05</td>\n",
       "      <td>Pierre Jean Villa IGP Collines Rhodaniennes Ga...</td>\n",
       "      <td>Gamine représente tout le fruité et la gourman...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>pierre-jean-villa-igp-gamine-2018</td>\n",
       "      <td>2020-01-04 16:36:01</td>\n",
       "      <td>2020-01-04 15:36:01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4039</td>\n",
       "      <td>1</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>19815</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-02-12 09:04:37</td>\n",
       "      <td>2018-02-12 08:04:37</td>\n",
       "      <td>Pierre Jean Villa Côte Rôtie Carmina 2017</td>\n",
       "      <td>Le côte rôtie Carmina monte en puissance mais ...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>pierre-jean-villa-cote-rotie-carmina-2017</td>\n",
       "      <td>2020-01-04 16:36:10</td>\n",
       "      <td>2020-01-04 15:36:10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   product_id  onsale_web  price  stock_quantity stock_status    sku  virtual  \\\n",
       "0        3847           1   24.2               0   outofstock  15298      0.0   \n",
       "1        3849           1   34.3               0   outofstock  15296      0.0   \n",
       "2        3850           1   20.8               0   outofstock  15300      0.0   \n",
       "3        4032           1   14.1               0   outofstock  19814      0.0   \n",
       "4        4039           1   46.0               0   outofstock  19815      0.0   \n",
       "\n",
       "   downloadable  rating_count  average_rating  total_sales tax_status  \\\n",
       "0           0.0           0.0             0.0          6.0    taxable   \n",
       "1           0.0           0.0             0.0          0.0    taxable   \n",
       "2           0.0           0.0             0.0          0.0    taxable   \n",
       "3           0.0           0.0             0.0          3.0    taxable   \n",
       "4           0.0           0.0             0.0          0.0    taxable   \n",
       "\n",
       "   post_author           post_date       post_date_gmt  \\\n",
       "0          2.0 2018-02-08 12:58:52 2018-02-08 11:58:52   \n",
       "1          2.0 2018-02-08 13:49:41 2018-02-08 12:49:41   \n",
       "2          2.0 2018-02-08 14:08:36 2018-02-08 13:08:36   \n",
       "3          2.0 2018-02-09 14:01:05 2018-02-09 13:01:05   \n",
       "4          2.0 2018-02-12 09:04:37 2018-02-12 08:04:37   \n",
       "\n",
       "                                          post_title  \\\n",
       "0        Pierre Jean Villa Saint-Joseph Préface 2018   \n",
       "1    Pierre Jean Villa Saint-Joseph Rouge Tildé 2017   \n",
       "2  Pierre Jean Villa Crozes-Hermitage Accroche Co...   \n",
       "3  Pierre Jean Villa IGP Collines Rhodaniennes Ga...   \n",
       "4          Pierre Jean Villa Côte Rôtie Carmina 2017   \n",
       "\n",
       "                                        post_excerpt post_status  \\\n",
       "0  Il exhale un nez subtil, racé avec du poivre f...     publish   \n",
       "1  Les vieilles vignes lui apportent une rare pro...     publish   \n",
       "2  Dentelle de fruit de jeunes syrah, aux tanins ...     publish   \n",
       "3  Gamine représente tout le fruité et la gourman...     publish   \n",
       "4  Le côte rôtie Carmina monte en puissance mais ...     publish   \n",
       "\n",
       "  comment_status ping_status  \\\n",
       "0         closed      closed   \n",
       "1         closed      closed   \n",
       "2         closed      closed   \n",
       "3         closed      closed   \n",
       "4         closed      closed   \n",
       "\n",
       "                                           post_name       post_modified  \\\n",
       "0        pierre-jean-villa-saint-joseph-preface-2018 2019-12-30 09:30:29   \n",
       "1          pierre-jean-villa-saint-joseph-tilde-2017 2019-12-21 09:00:17   \n",
       "2  pierre-jean-villa-croze-hermitage-accroche-coe... 2020-06-26 18:15:03   \n",
       "3                  pierre-jean-villa-igp-gamine-2018 2020-01-04 16:36:01   \n",
       "4          pierre-jean-villa-cote-rotie-carmina-2017 2020-01-04 16:36:10   \n",
       "\n",
       "    post_modified_gmt  post_parent  \\\n",
       "0 2019-12-30 08:30:29          0.0   \n",
       "1 2019-12-21 08:00:17          0.0   \n",
       "2 2020-06-26 16:15:03          0.0   \n",
       "3 2020-01-04 15:36:01          0.0   \n",
       "4 2020-01-04 15:36:10          0.0   \n",
       "\n",
       "                                                guid  menu_order post_type  \\\n",
       "0  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "1  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "2  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "3  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "4  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "\n",
       "  post_mime_type  comment_count  \n",
       "0            NaN            0.0  \n",
       "1            NaN            0.0  \n",
       "2            NaN            0.0  \n",
       "3            NaN            0.0  \n",
       "4            NaN            0.0  "
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "37b4219d",
   "metadata": {},
   "source": [
    "## III) Calcul du CA par produit et du CA total"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ace1aadb",
   "metadata": {},
   "source": [
    "### 1) CA par produit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "176349f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "#On renomme 'post_title' par 'product_name'\n",
    "data.rename(columns={'post_title' : 'product_name'}, inplace = True )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "7aa13996",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Ajout d'une colonne 'product turnover' dans erp_web qui calcule le chiffre d'affaire pour chaque produit\n",
    "data['product_turnover'] = data['total_sales']*data['price']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "7c1ec77c",
   "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>product_id</th>\n",
       "      <th>price</th>\n",
       "      <th>total_sales</th>\n",
       "      <th>product_turnover</th>\n",
       "      <th>product_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3847</td>\n",
       "      <td>24.2</td>\n",
       "      <td>6.0</td>\n",
       "      <td>145.2</td>\n",
       "      <td>Pierre Jean Villa Saint-Joseph Préface 2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3849</td>\n",
       "      <td>34.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pierre Jean Villa Saint-Joseph Rouge Tildé 2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3850</td>\n",
       "      <td>20.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pierre Jean Villa Crozes-Hermitage Accroche Co...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4032</td>\n",
       "      <td>14.1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>42.3</td>\n",
       "      <td>Pierre Jean Villa IGP Collines Rhodaniennes Ga...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4039</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pierre Jean Villa Côte Rôtie Carmina 2017</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>819</th>\n",
       "      <td>6930</td>\n",
       "      <td>8.4</td>\n",
       "      <td>5.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>Mouthes Le Bihan Côtes de Duras L'Aimé Chai 2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>820</th>\n",
       "      <td>7023</td>\n",
       "      <td>27.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Camin Larredya Jurançon Sec La Virada 2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>821</th>\n",
       "      <td>7025</td>\n",
       "      <td>69.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Domaine Jamet Côte Rôtie Fructus Voluptas 2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>822</th>\n",
       "      <td>7247</td>\n",
       "      <td>54.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Clos du Mont-Olivet Châteauneuf-du-Pape 2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>824</th>\n",
       "      <td>7338</td>\n",
       "      <td>16.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Domaine Saint-Nicolas Vin de France Blanc Les ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>714 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     product_id  price  total_sales  product_turnover  \\\n",
       "0          3847   24.2          6.0             145.2   \n",
       "1          3849   34.3          0.0               0.0   \n",
       "2          3850   20.8          0.0               0.0   \n",
       "3          4032   14.1          3.0              42.3   \n",
       "4          4039   46.0          0.0               0.0   \n",
       "..          ...    ...          ...               ...   \n",
       "819        6930    8.4          5.0              42.0   \n",
       "820        7023   27.5          0.0               0.0   \n",
       "821        7025   69.0          0.0               0.0   \n",
       "822        7247   54.8          0.0               0.0   \n",
       "824        7338   16.3          0.0               0.0   \n",
       "\n",
       "                                          product_name  \n",
       "0          Pierre Jean Villa Saint-Joseph Préface 2018  \n",
       "1      Pierre Jean Villa Saint-Joseph Rouge Tildé 2017  \n",
       "2    Pierre Jean Villa Crozes-Hermitage Accroche Co...  \n",
       "3    Pierre Jean Villa IGP Collines Rhodaniennes Ga...  \n",
       "4            Pierre Jean Villa Côte Rôtie Carmina 2017  \n",
       "..                                                 ...  \n",
       "819   Mouthes Le Bihan Côtes de Duras L'Aimé Chai 2015  \n",
       "820         Camin Larredya Jurançon Sec La Virada 2018  \n",
       "821     Domaine Jamet Côte Rôtie Fructus Voluptas 2018  \n",
       "822       Clos du Mont-Olivet Châteauneuf-du-Pape 2007  \n",
       "824  Domaine Saint-Nicolas Vin de France Blanc Les ...  \n",
       "\n",
       "[714 rows x 5 columns]"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Sélection des colonnes souhaitée pour répondre à la premiere question de Laurent \n",
    "resultat=data.loc[:,['product_id','price','total_sales','product_turnover','product_name',]]\n",
    "resultat"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d4a6cf95",
   "metadata": {},
   "source": [
    "### 2) CA total réalisé en ligne"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "1f352844",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "70568.6"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Afficher le CA généré uniquement par les ventes en ligne\n",
    "total_web_sales=resultat['product_turnover'].sum()\n",
    "total_web_sales"
   ]
  },
  {
   "cell_type": "raw",
   "id": "2b1f570b",
   "metadata": {},
   "source": [
    "Le CA total des ventes en ligne est de 70 568 euros"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c00aeeb2",
   "metadata": {},
   "source": [
    "###  Bonus "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "cdb5e2ee",
   "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>product_id</th>\n",
       "      <th>price</th>\n",
       "      <th>total_sales</th>\n",
       "      <th>product_turnover</th>\n",
       "      <th>product_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>4334</td>\n",
       "      <td>49.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>4704.0</td>\n",
       "      <td>Champagne Gosset Grand Blanc de Blancs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>4144</td>\n",
       "      <td>49.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>4263.0</td>\n",
       "      <td>Champagne Gosset Grand Rosé</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>4402</td>\n",
       "      <td>176.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2288.0</td>\n",
       "      <td>Cognac Frapin VIP XO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>4142</td>\n",
       "      <td>53.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>1590.0</td>\n",
       "      <td>Champagne Gosset Grand Millésime 2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>4141</td>\n",
       "      <td>39.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>1560.0</td>\n",
       "      <td>Champagne Gosset Grande Réserve</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>447</th>\n",
       "      <td>4791</td>\n",
       "      <td>13.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Maurice Schoech Pinot Noir Pièce de Chêne 2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>4790</td>\n",
       "      <td>11.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Maurice Schoech Riesling 2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>4786</td>\n",
       "      <td>12.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Maurice Schoech Gewurztraminer 2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>4784</td>\n",
       "      <td>28.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Maurice Schoech Riesling Vendanges Tardives 2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>824</th>\n",
       "      <td>7338</td>\n",
       "      <td>16.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Domaine Saint-Nicolas Vin de France Blanc Les ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>714 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     product_id  price  total_sales  product_turnover  \\\n",
       "286        4334   49.0         96.0            4704.0   \n",
       "162        4144   49.0         87.0            4263.0   \n",
       "310        4402  176.0         13.0            2288.0   \n",
       "161        4142   53.0         30.0            1590.0   \n",
       "160        4141   39.0         40.0            1560.0   \n",
       "..          ...    ...          ...               ...   \n",
       "447        4791   13.6          0.0               0.0   \n",
       "446        4790   11.1          0.0               0.0   \n",
       "443        4786   12.1          0.0               0.0   \n",
       "441        4784   28.5          0.0               0.0   \n",
       "824        7338   16.3          0.0               0.0   \n",
       "\n",
       "                                          product_name  \n",
       "286             Champagne Gosset Grand Blanc de Blancs  \n",
       "162                        Champagne Gosset Grand Rosé  \n",
       "310                               Cognac Frapin VIP XO  \n",
       "161              Champagne Gosset Grand Millésime 2006  \n",
       "160                    Champagne Gosset Grande Réserve  \n",
       "..                                                 ...  \n",
       "447     Maurice Schoech Pinot Noir Pièce de Chêne 2016  \n",
       "446                      Maurice Schoech Riesling 2018  \n",
       "443                Maurice Schoech Gewurztraminer 2018  \n",
       "441   Maurice Schoech Riesling Vendanges Tardives 2017  \n",
       "824  Domaine Saint-Nicolas Vin de France Blanc Les ...  \n",
       "\n",
       "[714 rows x 5 columns]"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Les produits qui rapportent le plus de CA\n",
    "resultat.sort_values(by='product_turnover', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "39f29b49",
   "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>product_id</th>\n",
       "      <th>price</th>\n",
       "      <th>total_sales</th>\n",
       "      <th>product_turnover</th>\n",
       "      <th>product_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>4352</td>\n",
       "      <td>225.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1125.0</td>\n",
       "      <td>Champagne Egly-Ouriet Grand Cru Millésimé 2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>525</th>\n",
       "      <td>5001</td>\n",
       "      <td>217.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>David Duband Charmes-Chambertin Grand Cru 2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>692</th>\n",
       "      <td>5892</td>\n",
       "      <td>191.3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>573.9</td>\n",
       "      <td>Coteaux Champenois Egly-Ouriet Ambonnay Rouge ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>4402</td>\n",
       "      <td>176.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2288.0</td>\n",
       "      <td>Cognac Frapin VIP XO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657</th>\n",
       "      <td>5767</td>\n",
       "      <td>175.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Camille Giroud Clos de Vougeot 2016</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>189</th>\n",
       "      <td>4173</td>\n",
       "      <td>5.7</td>\n",
       "      <td>13.0</td>\n",
       "      <td>74.1</td>\n",
       "      <td>Maurel Pays d'Oc Chenin-Colombard 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>4174</td>\n",
       "      <td>5.7</td>\n",
       "      <td>6.0</td>\n",
       "      <td>34.2</td>\n",
       "      <td>Maurel Cabardès Tradition 2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>4172</td>\n",
       "      <td>5.7</td>\n",
       "      <td>43.0</td>\n",
       "      <td>245.1</td>\n",
       "      <td>Maurel Pays d'Oc Chardonnay 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>664</th>\n",
       "      <td>5777</td>\n",
       "      <td>5.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Maurel Pays d'Oc Cabernet-Sauvignon 2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>755</th>\n",
       "      <td>6129</td>\n",
       "      <td>5.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Moulin de Gassac IGP Pays d'Hérault Guilhem Bl...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>714 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     product_id  price  total_sales  product_turnover  \\\n",
       "291        4352  225.0          5.0            1125.0   \n",
       "525        5001  217.5          0.0               0.0   \n",
       "692        5892  191.3          3.0             573.9   \n",
       "310        4402  176.0         13.0            2288.0   \n",
       "657        5767  175.0          0.0               0.0   \n",
       "..          ...    ...          ...               ...   \n",
       "189        4173    5.7         13.0              74.1   \n",
       "190        4174    5.7          6.0              34.2   \n",
       "188        4172    5.7         43.0             245.1   \n",
       "664        5777    5.7          0.0               0.0   \n",
       "755        6129    5.2          0.0               0.0   \n",
       "\n",
       "                                          product_name  \n",
       "291     Champagne Egly-Ouriet Grand Cru Millésimé 2008  \n",
       "525     David Duband Charmes-Chambertin Grand Cru 2014  \n",
       "692  Coteaux Champenois Egly-Ouriet Ambonnay Rouge ...  \n",
       "310                               Cognac Frapin VIP XO  \n",
       "657                Camille Giroud Clos de Vougeot 2016  \n",
       "..                                                 ...  \n",
       "189             Maurel Pays d'Oc Chenin-Colombard 2019  \n",
       "190                     Maurel Cabardès Tradition 2017  \n",
       "188                   Maurel Pays d'Oc Chardonnay 2019  \n",
       "664           Maurel Pays d'Oc Cabernet-Sauvignon 2017  \n",
       "755  Moulin de Gassac IGP Pays d'Hérault Guilhem Bl...  \n",
       "\n",
       "[714 rows x 5 columns]"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Les produits le plus chère (price élevé)\n",
    "resultat.sort_values(by='price', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "49a716de",
   "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>product_id</th>\n",
       "      <th>price</th>\n",
       "      <th>total_sales</th>\n",
       "      <th>product_turnover</th>\n",
       "      <th>product_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>4334</td>\n",
       "      <td>49.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>4704.0</td>\n",
       "      <td>Champagne Gosset Grand Blanc de Blancs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>4144</td>\n",
       "      <td>49.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>4263.0</td>\n",
       "      <td>Champagne Gosset Grand Rosé</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>4068</td>\n",
       "      <td>16.6</td>\n",
       "      <td>62.0</td>\n",
       "      <td>1029.2</td>\n",
       "      <td>Gilles Robin Crozes-Hermitage Rouge Papillon 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>4200</td>\n",
       "      <td>5.8</td>\n",
       "      <td>46.0</td>\n",
       "      <td>266.8</td>\n",
       "      <td>Moulin de Gassac IGP Pays d'Hérault Guilhem Ro...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>4172</td>\n",
       "      <td>5.7</td>\n",
       "      <td>43.0</td>\n",
       "      <td>245.1</td>\n",
       "      <td>Maurel Pays d'Oc Chardonnay 2019</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>447</th>\n",
       "      <td>4791</td>\n",
       "      <td>13.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Maurice Schoech Pinot Noir Pièce de Chêne 2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>4790</td>\n",
       "      <td>11.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Maurice Schoech Riesling 2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>4786</td>\n",
       "      <td>12.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Maurice Schoech Gewurztraminer 2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>4784</td>\n",
       "      <td>28.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Maurice Schoech Riesling Vendanges Tardives 2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>824</th>\n",
       "      <td>7338</td>\n",
       "      <td>16.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Domaine Saint-Nicolas Vin de France Blanc Les ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>714 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     product_id  price  total_sales  product_turnover  \\\n",
       "286        4334   49.0         96.0            4704.0   \n",
       "162        4144   49.0         87.0            4263.0   \n",
       "121        4068   16.6         62.0            1029.2   \n",
       "210        4200    5.8         46.0             266.8   \n",
       "188        4172    5.7         43.0             245.1   \n",
       "..          ...    ...          ...               ...   \n",
       "447        4791   13.6          0.0               0.0   \n",
       "446        4790   11.1          0.0               0.0   \n",
       "443        4786   12.1          0.0               0.0   \n",
       "441        4784   28.5          0.0               0.0   \n",
       "824        7338   16.3          0.0               0.0   \n",
       "\n",
       "                                          product_name  \n",
       "286             Champagne Gosset Grand Blanc de Blancs  \n",
       "162                        Champagne Gosset Grand Rosé  \n",
       "121  Gilles Robin Crozes-Hermitage Rouge Papillon 2019  \n",
       "210  Moulin de Gassac IGP Pays d'Hérault Guilhem Ro...  \n",
       "188                   Maurel Pays d'Oc Chardonnay 2019  \n",
       "..                                                 ...  \n",
       "447     Maurice Schoech Pinot Noir Pièce de Chêne 2016  \n",
       "446                      Maurice Schoech Riesling 2018  \n",
       "443                Maurice Schoech Gewurztraminer 2018  \n",
       "441   Maurice Schoech Riesling Vendanges Tardives 2017  \n",
       "824  Domaine Saint-Nicolas Vin de France Blanc Les ...  \n",
       "\n",
       "[714 rows x 5 columns]"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Les produits les + vendus en terme de quantité (total_sales) \n",
    "resultat.sort_values(by='total_sales', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d352fb4b",
   "metadata": {},
   "source": [
    "##  IV) Analyse du prix des produits"
   ]
  },
  {
   "cell_type": "raw",
   "id": "8f09e364",
   "metadata": {},
   "source": [
    "Pour les valeurs extrêmes, des méthodes comme celles de l'écart interquartile ou du Z-score permettent assez facilement de mettre en valeur des outliers.\n",
    "La boite à moustache permet de résumer une variable de manière simple et visuel, d'identifier les valeurs extrêmes et de comprendre la répartition des observations. Un outlier est toute valeur extrême, supérieure ou inférieure à 1.5 fois l’écart interquartile IQR. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90818e07",
   "metadata": {},
   "source": [
    "### 1) Visualisation en boite à moustache"
   ]
  },
  {
   "cell_type": "raw",
   "id": "f53e4d30",
   "metadata": {},
   "source": [
    "La boite à moustache est utilisé pour détecter les valeurs aberrantes dans l’ensemble de données. Il capture efficacement le résumé des données avec une simple boîte et des moustaches et nous permet de comparer facilement entre les groupes. Boxplot résume un échantillon de données en utilisant les 25e, 50e et 75e centiles. Ces centiles sont également appelés quartile inférieur, médian et quartile supérieur."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "ed92506c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "sns.set_theme()\n",
    "sns.boxplot(x=resultat['price'])\n",
    "plt.title(\"Représentation de la distribution des prix des produits\")\n",
    "plt.xlabel('price', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "id": "04918fe0",
   "metadata": {},
   "source": [
    "Cette boîte à moustaches se compose de 5 choses:\n",
    "\n",
    "- La moustache gauche nous indique que le prix minimum d'une produit est d'environ 5 euros.\n",
    "- Premier quartile ou 25 %. Le bord gauche de la boite nous indique le 1er quartile est environ égale a 15. \n",
    "Ce qui veut dire que 25% des produits ont un prix inférieur à 15 euros\n",
    "- Médiane (deuxième quartile) ou 50 %. Le trait à l'intérieur de la boite nous indique que la médiane est de 25 euros. \n",
    "Ce qui veut dire que la moitié des produits vendus sont superieurs a 25 euros.\n",
    "- Troisième quartile ou 75 %. Le bord droit de la boite nous indique le 3ème quartile est environ égale à 42.\n",
    "- Le maximum.La moustache droit nous indique que le prix maximum d'un produit est de 80 euros.\n",
    "\n",
    "L'étendue est egale a 75 euros. Cela correspond a l'écart entre le prix du produit minimum (5) et maximum (80) vendus sur le site.\n",
    "Sur ce graphique, les outliers sont indiqués par des points noirs, on observe que plusieurs valeurs entre 80 et 250 environ sont considérées comme tels."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61f71076",
   "metadata": {},
   "source": [
    "### 2) Calcul de l'écart interquartile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "345effaf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(14.1, 42.175000000000004)"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Detection des outliers; Méthode interquartile\n",
    "Q1 = data.price.quantile(0.25)\n",
    "Q3 = data.price.quantile(0.75)\n",
    "Q1, Q3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "39bba55e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "28.075000000000003"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#IQR = Quartile3 – Quartile1\n",
    "IQR = Q3 - Q1\n",
    "IQR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "43636eda",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-28.012500000000003, 84.28750000000001)"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Tout point de données en dehors de Q3+1,5*IQR ou Q1–1,5*IQR est considéré comme une valeur aberrante.\n",
    "limite_inférieure = Q1 - 1.5*IQR\n",
    "limite_supérieure = Q3 + 1.5*IQR\n",
    "limite_inférieure, limite_supérieure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "c6addd66",
   "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>product_id</th>\n",
       "      <th>onsale_web</th>\n",
       "      <th>price</th>\n",
       "      <th>stock_quantity</th>\n",
       "      <th>stock_status</th>\n",
       "      <th>sku</th>\n",
       "      <th>virtual</th>\n",
       "      <th>downloadable</th>\n",
       "      <th>rating_count</th>\n",
       "      <th>average_rating</th>\n",
       "      <th>total_sales</th>\n",
       "      <th>tax_status</th>\n",
       "      <th>post_author</th>\n",
       "      <th>post_date</th>\n",
       "      <th>post_date_gmt</th>\n",
       "      <th>product_name</th>\n",
       "      <th>post_excerpt</th>\n",
       "      <th>post_status</th>\n",
       "      <th>comment_status</th>\n",
       "      <th>ping_status</th>\n",
       "      <th>post_name</th>\n",
       "      <th>post_modified</th>\n",
       "      <th>post_modified_gmt</th>\n",
       "      <th>post_parent</th>\n",
       "      <th>guid</th>\n",
       "      <th>menu_order</th>\n",
       "      <th>post_type</th>\n",
       "      <th>post_mime_type</th>\n",
       "      <th>comment_count</th>\n",
       "      <th>product_turnover</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>4115</td>\n",
       "      <td>1</td>\n",
       "      <td>100.0</td>\n",
       "      <td>11</td>\n",
       "      <td>instock</td>\n",
       "      <td>15382</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-02-13 11:08:45</td>\n",
       "      <td>2018-02-13 10:08:45</td>\n",
       "      <td>Zind-Humbrecht Riesling Grand Cru Rangen De Th...</td>\n",
       "      <td>Le nez est puissant, dominant, riche, sur la f...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>zind-humbrecht-riesling-gc-rangen-thann-clos-s...</td>\n",
       "      <td>2020-02-08 11:45:02</td>\n",
       "      <td>2020-02-08 10:45:02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>4132</td>\n",
       "      <td>1</td>\n",
       "      <td>88.4</td>\n",
       "      <td>5</td>\n",
       "      <td>instock</td>\n",
       "      <td>11668</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-02-13 11:43:55</td>\n",
       "      <td>2018-02-13 10:43:55</td>\n",
       "      <td>Zind-Humbrecht Pinot Gris Grand Cru Rangen De ...</td>\n",
       "      <td>Le nez dévoile déjà une belle intensité de fru...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>zind-humbrecht-pinot-gris-grand-cru-rangen-de-...</td>\n",
       "      <td>2020-02-20 09:55:02</td>\n",
       "      <td>2020-02-20 08:55:02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>4352</td>\n",
       "      <td>1</td>\n",
       "      <td>225.0</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>15940</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-03-02 10:30:04</td>\n",
       "      <td>2018-03-02 09:30:04</td>\n",
       "      <td>Champagne Egly-Ouriet Grand Cru Millésimé 2008</td>\n",
       "      <td>Issu d’un assemblage de 70% de Pinot Noir du g...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>champagne-egly-ouriet-grand-cru-millesime-2008</td>\n",
       "      <td>2020-03-07 11:18:45</td>\n",
       "      <td>2020-03-07 10:18:45</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1125.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>4355</td>\n",
       "      <td>1</td>\n",
       "      <td>126.5</td>\n",
       "      <td>2</td>\n",
       "      <td>instock</td>\n",
       "      <td>12589</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-03-02 10:46:10</td>\n",
       "      <td>2018-03-02 09:46:10</td>\n",
       "      <td>Champagne Egly-Ouriet Grand Cru Blanc de Noirs</td>\n",
       "      <td>Le Blanc de Noirs représente le meilleur du sa...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>champagne-egly-ouriet-grand-cru-brut-blanc-de-...</td>\n",
       "      <td>2020-08-13 10:15:02</td>\n",
       "      <td>2020-08-13 08:15:02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1391.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>4359</td>\n",
       "      <td>1</td>\n",
       "      <td>85.6</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>13853</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-03-02 11:11:48</td>\n",
       "      <td>2018-03-02 10:11:48</td>\n",
       "      <td>Champagne Larmandier-Bernier Grand Cru Les Che...</td>\n",
       "      <td>Belle maîtrise de ce millésime compliqué en Ch...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>champagne-larmandier-bernier-grand-cru-vieille...</td>\n",
       "      <td>2019-12-23 09:30:11</td>\n",
       "      <td>2019-12-23 08:30:11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>85.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>4402</td>\n",
       "      <td>1</td>\n",
       "      <td>176.0</td>\n",
       "      <td>8</td>\n",
       "      <td>instock</td>\n",
       "      <td>3510</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-03-22 11:21:05</td>\n",
       "      <td>2018-03-22 10:21:05</td>\n",
       "      <td>Cognac Frapin VIP XO</td>\n",
       "      <td>La cuvée VIP XO à été enrichie d’eaux-de-vie t...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>cognac-frapin-vip-xo</td>\n",
       "      <td>2020-08-22 11:35:03</td>\n",
       "      <td>2020-08-22 09:35:03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2288.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>4404</td>\n",
       "      <td>1</td>\n",
       "      <td>108.5</td>\n",
       "      <td>2</td>\n",
       "      <td>instock</td>\n",
       "      <td>3507</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-03-22 11:32:55</td>\n",
       "      <td>2018-03-22 10:32:55</td>\n",
       "      <td>Cognac Frapin Château de Fontpinot XO</td>\n",
       "      <td>Exclusivement vendangé, distillé, vieilli et m...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>cognac-frapin-fontpinot-xo</td>\n",
       "      <td>2020-08-12 09:30:16</td>\n",
       "      <td>2020-08-12 07:30:16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>217.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>4406</td>\n",
       "      <td>1</td>\n",
       "      <td>157.0</td>\n",
       "      <td>3</td>\n",
       "      <td>instock</td>\n",
       "      <td>7819</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-03-22 11:42:48</td>\n",
       "      <td>2018-03-22 10:42:48</td>\n",
       "      <td>Cognac Frapin Château de Fontpinot 1989 20 Ans...</td>\n",
       "      <td>Eau-de-Vie distillée à partir de raisins de Gr...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>cognac-frapin-chateau-de-fontpinot-1989-20-ans</td>\n",
       "      <td>2020-03-14 16:05:04</td>\n",
       "      <td>2020-03-14 15:05:04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>4407</td>\n",
       "      <td>1</td>\n",
       "      <td>104.0</td>\n",
       "      <td>6</td>\n",
       "      <td>instock</td>\n",
       "      <td>3509</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-03-22 11:49:53</td>\n",
       "      <td>2018-03-22 10:49:53</td>\n",
       "      <td>Cognac Frapin Cigar Blend</td>\n",
       "      <td>Ce cognac bénéficie d'un vieillissement plus l...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>cognac-frapin-cigar-blend</td>\n",
       "      <td>2020-07-04 09:45:03</td>\n",
       "      <td>2020-07-04 07:45:03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>104.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>4582</td>\n",
       "      <td>1</td>\n",
       "      <td>109.6</td>\n",
       "      <td>7</td>\n",
       "      <td>instock</td>\n",
       "      <td>12857</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-04-12 17:56:13</td>\n",
       "      <td>2018-04-12 15:56:13</td>\n",
       "      <td>Château de Meursault Puligny-Montrachet 1er Cr...</td>\n",
       "      <td>Il présente une grande fraîcheur minérale au n...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>chateau-de-puligny-montrachet-1cru-champ-canet...</td>\n",
       "      <td>2020-02-06 16:35:02</td>\n",
       "      <td>2020-02-06 15:35:02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>4903</td>\n",
       "      <td>1</td>\n",
       "      <td>102.3</td>\n",
       "      <td>20</td>\n",
       "      <td>instock</td>\n",
       "      <td>14805</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-05-15 10:10:57</td>\n",
       "      <td>2018-05-15 08:10:57</td>\n",
       "      <td>Domaine Des Croix Corton Grand Cru Les Grèves ...</td>\n",
       "      <td>Ce vin exhale de beaux arômes de fruits rouges...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>domaine-des-croix-corton-grand-cru-les-greves-...</td>\n",
       "      <td>2020-06-27 09:00:07</td>\n",
       "      <td>2020-06-27 07:00:07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>4904</td>\n",
       "      <td>1</td>\n",
       "      <td>137.0</td>\n",
       "      <td>13</td>\n",
       "      <td>instock</td>\n",
       "      <td>14220</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-05-15 10:23:41</td>\n",
       "      <td>2018-05-15 08:23:41</td>\n",
       "      <td>Domaine Des Croix Corton Charlemagne Grand Cru...</td>\n",
       "      <td>Ce Corton Charlemagne éblouit par son assise, ...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>domaine-des-croix-corton-charlemagne-grand-cru...</td>\n",
       "      <td>2020-05-19 17:15:02</td>\n",
       "      <td>2020-05-19 15:15:02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>685.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>525</th>\n",
       "      <td>5001</td>\n",
       "      <td>1</td>\n",
       "      <td>217.5</td>\n",
       "      <td>20</td>\n",
       "      <td>instock</td>\n",
       "      <td>14581</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-07-17 09:45:39</td>\n",
       "      <td>2018-07-17 07:45:39</td>\n",
       "      <td>David Duband Charmes-Chambertin Grand Cru 2014</td>\n",
       "      <td>Robe cerise chatoyante. Un nez de fruits rouge...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>david-duband-charmes-chambertin-grand-cru-2014</td>\n",
       "      <td>2020-05-16 09:00:05</td>\n",
       "      <td>2020-05-16 07:00:05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>530</th>\n",
       "      <td>5007</td>\n",
       "      <td>1</td>\n",
       "      <td>105.0</td>\n",
       "      <td>17</td>\n",
       "      <td>instock</td>\n",
       "      <td>12791</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-07-17 10:36:03</td>\n",
       "      <td>2018-07-17 08:36:03</td>\n",
       "      <td>Domaine des Comtes Lafon Volnay 1er Cru Santen...</td>\n",
       "      <td>\"Il s'agit là de la meilleure partie de l'appe...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>domaine-des-comtes-lafon-volnay-1er-cru-santen...</td>\n",
       "      <td>2020-07-02 09:30:03</td>\n",
       "      <td>2020-07-02 07:30:03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>531</th>\n",
       "      <td>5008</td>\n",
       "      <td>1</td>\n",
       "      <td>105.0</td>\n",
       "      <td>10</td>\n",
       "      <td>instock</td>\n",
       "      <td>11602</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-07-17 10:52:41</td>\n",
       "      <td>2018-07-17 08:52:41</td>\n",
       "      <td>Domaine des Comtes Lafon Volnay 1er Cru Santen...</td>\n",
       "      <td>\"Il s'agit là de la meilleure partie de l'appe...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>domaine-des-comtes-lafon-volnay-1er-cru-santen...</td>\n",
       "      <td>2020-06-23 15:35:02</td>\n",
       "      <td>2020-06-23 13:35:02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>5025</td>\n",
       "      <td>1</td>\n",
       "      <td>112.0</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>13914</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-07-18 10:39:43</td>\n",
       "      <td>2018-07-18 08:39:43</td>\n",
       "      <td>Champagne Agrapart &amp;amp; Fils L'Avizoise Extra...</td>\n",
       "      <td>Une cuvée surprenante, par son amer articulé a...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>champagne-agrapart-fils-lavizoise-grand-cru-20...</td>\n",
       "      <td>2020-07-09 17:05:02</td>\n",
       "      <td>2020-07-09 15:05:02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>539</th>\n",
       "      <td>5026</td>\n",
       "      <td>1</td>\n",
       "      <td>86.8</td>\n",
       "      <td>2</td>\n",
       "      <td>instock</td>\n",
       "      <td>13913</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-07-18 10:46:30</td>\n",
       "      <td>2018-07-18 08:46:30</td>\n",
       "      <td>Champagne Agrapart &amp;amp; Fils Minéral Extra Br...</td>\n",
       "      <td>Légèrement praliné au nez, nerveux, frais, inc...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>champagne-agrapart-fils-mineral-extra-brut-bla...</td>\n",
       "      <td>2020-05-11 14:35:02</td>\n",
       "      <td>2020-05-11 12:35:02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>605</th>\n",
       "      <td>5565</td>\n",
       "      <td>1</td>\n",
       "      <td>92.0</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>19822</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-11-26 10:59:10</td>\n",
       "      <td>2018-11-26 09:59:10</td>\n",
       "      <td>Tempier Bandol Cabassaou 2017</td>\n",
       "      <td>&lt;div id=\"wrapper\"&gt;\\n&lt;div id=\"container-wrapper...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>tempier-bandol-cabassaou-2017</td>\n",
       "      <td>2020-01-04 13:57:04</td>\n",
       "      <td>2020-01-04 12:57:04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>615</th>\n",
       "      <td>5612</td>\n",
       "      <td>1</td>\n",
       "      <td>124.8</td>\n",
       "      <td>12</td>\n",
       "      <td>instock</td>\n",
       "      <td>14915</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2019-01-15 15:30:49</td>\n",
       "      <td>2019-01-15 14:30:49</td>\n",
       "      <td>Domaine Weinbach Gewurztraminer Grand Cru Furs...</td>\n",
       "      <td>Né sur un sol marno-gréseux, ce Furstentum est...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>domaine-weinbach-gewurztraminer-gc-furstentum-...</td>\n",
       "      <td>2019-01-23 09:33:57</td>\n",
       "      <td>2019-01-23 08:33:57</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657</th>\n",
       "      <td>5767</td>\n",
       "      <td>1</td>\n",
       "      <td>175.0</td>\n",
       "      <td>12</td>\n",
       "      <td>instock</td>\n",
       "      <td>15185</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2019-03-13 14:43:22</td>\n",
       "      <td>2019-03-13 13:43:22</td>\n",
       "      <td>Camille Giroud Clos de Vougeot 2016</td>\n",
       "      <td>&lt;div&gt;Ce vin provient de vignes âgées de 50 ans...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>camille-giroud-clos-de-vougeot-2016</td>\n",
       "      <td>2020-06-11 15:25:04</td>\n",
       "      <td>2020-06-11 13:25:04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>692</th>\n",
       "      <td>5892</td>\n",
       "      <td>1</td>\n",
       "      <td>191.3</td>\n",
       "      <td>10</td>\n",
       "      <td>instock</td>\n",
       "      <td>14983</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2019-03-28 10:21:36</td>\n",
       "      <td>2019-03-28 09:21:36</td>\n",
       "      <td>Coteaux Champenois Egly-Ouriet Ambonnay Rouge ...</td>\n",
       "      <td>Cet Ambonnay évoque les grands Pinots Noirs de...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>coteaux-champenois-egly-ouriet-ambonnay-rouge-...</td>\n",
       "      <td>2020-04-01 09:30:09</td>\n",
       "      <td>2020-04-01 07:30:09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>573.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>707</th>\n",
       "      <td>5916</td>\n",
       "      <td>1</td>\n",
       "      <td>93.0</td>\n",
       "      <td>3</td>\n",
       "      <td>instock</td>\n",
       "      <td>14774</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2019-04-04 16:39:24</td>\n",
       "      <td>2019-04-04 14:39:24</td>\n",
       "      <td>Wemyss Malts Single Cask Scotch Whisky Chocola...</td>\n",
       "      <td>305 bouteilles, 13 ans d'âge.\\n\\n&lt;span title=\"...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>wemyss-malts-single-cask-chocolate-moka-cake</td>\n",
       "      <td>2019-12-23 09:30:21</td>\n",
       "      <td>2019-12-23 08:30:21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>708</th>\n",
       "      <td>5917</td>\n",
       "      <td>1</td>\n",
       "      <td>122.0</td>\n",
       "      <td>4</td>\n",
       "      <td>instock</td>\n",
       "      <td>14775</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2019-04-04 16:49:37</td>\n",
       "      <td>2019-04-04 14:49:37</td>\n",
       "      <td>Wemyss Malts Single Cask Scotch Whisky Choc 'n...</td>\n",
       "      <td>710 bouteilles, 17 ans d'âge.\\n\\n&lt;span title=\"...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>wemyss-malts-single-cask-scotch-whisky-choc-n-...</td>\n",
       "      <td>2020-03-11 09:30:09</td>\n",
       "      <td>2020-03-11 08:30:09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>709</th>\n",
       "      <td>5918</td>\n",
       "      <td>1</td>\n",
       "      <td>114.0</td>\n",
       "      <td>8</td>\n",
       "      <td>instock</td>\n",
       "      <td>14773</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2019-04-04 17:01:54</td>\n",
       "      <td>2019-04-04 15:01:54</td>\n",
       "      <td>Wemyss Malts Single Cask Scotch Whisky Chai Ca...</td>\n",
       "      <td>644 bouteilles - 16 ans d'âge.\\n\\nNez très élé...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>wemyss-malts-single-cask-scotch-whisky-chai-ca...</td>\n",
       "      <td>2020-07-31 18:25:03</td>\n",
       "      <td>2020-07-31 16:25:03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>752</th>\n",
       "      <td>6126</td>\n",
       "      <td>1</td>\n",
       "      <td>135.0</td>\n",
       "      <td>10</td>\n",
       "      <td>instock</td>\n",
       "      <td>14923</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2019-06-28 17:22:27</td>\n",
       "      <td>2019-06-28 15:22:27</td>\n",
       "      <td>Champagne Gosset Célébris Vintage 2007</td>\n",
       "      <td>Une robe somptueuse a la teinte jaune pâle eti...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>champagne-gosset-celebris-vintage-2007</td>\n",
       "      <td>2020-08-27 11:45:02</td>\n",
       "      <td>2020-08-27 09:45:02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>270.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757</th>\n",
       "      <td>6201</td>\n",
       "      <td>1</td>\n",
       "      <td>105.6</td>\n",
       "      <td>7</td>\n",
       "      <td>instock</td>\n",
       "      <td>14596</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2019-07-23 10:37:14</td>\n",
       "      <td>2019-07-23 08:37:14</td>\n",
       "      <td>David Duband Chambolle-Musigny 1er Cru Les Sen...</td>\n",
       "      <td>Une robe d'un rouge carmin avec des reflets br...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>david-duband-chambolle-musigny-1er-cru-les-sen...</td>\n",
       "      <td>2020-02-29 15:25:02</td>\n",
       "      <td>2020-02-29 14:25:02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>758</th>\n",
       "      <td>6202</td>\n",
       "      <td>1</td>\n",
       "      <td>116.4</td>\n",
       "      <td>14</td>\n",
       "      <td>instock</td>\n",
       "      <td>15126</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2019-07-23 10:50:24</td>\n",
       "      <td>2019-07-23 08:50:24</td>\n",
       "      <td>Domaine Clerget Echezeaux Grand Cru En Orveaux...</td>\n",
       "      <td>Ce vin allie la puissance et la finesse… Un vi...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>domaine-clerget-echezeaux-en-orveaux-2015</td>\n",
       "      <td>2020-06-06 15:45:01</td>\n",
       "      <td>2020-06-06 13:45:01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>6212</td>\n",
       "      <td>1</td>\n",
       "      <td>115.0</td>\n",
       "      <td>2</td>\n",
       "      <td>instock</td>\n",
       "      <td>13996</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2019-07-25 09:09:17</td>\n",
       "      <td>2019-07-25 07:09:17</td>\n",
       "      <td>Domaine des Comtes Lafon Volnay 1er Cru Santen...</td>\n",
       "      <td>\"Il s'agit là de la meilleure partie de l'appe...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>domaine-des-comtes-lafon-volnay-1er-cru-santen...</td>\n",
       "      <td>2020-06-16 09:30:16</td>\n",
       "      <td>2020-06-16 07:30:16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>230.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>764</th>\n",
       "      <td>6213</td>\n",
       "      <td>1</td>\n",
       "      <td>121.0</td>\n",
       "      <td>7</td>\n",
       "      <td>instock</td>\n",
       "      <td>15072</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2019-07-25 09:10:32</td>\n",
       "      <td>2019-07-25 07:10:32</td>\n",
       "      <td>Domaine des Comtes Lafon Volnay 1er Cru Santen...</td>\n",
       "      <td>\"Il s'agit là de la meilleure partie de l'appe...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>domaine-des-comtes-lafon-volnay-1er-cru-santen...</td>\n",
       "      <td>2020-06-25 09:30:06</td>\n",
       "      <td>2020-06-25 07:30:06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>765</th>\n",
       "      <td>6214</td>\n",
       "      <td>1</td>\n",
       "      <td>99.0</td>\n",
       "      <td>7</td>\n",
       "      <td>instock</td>\n",
       "      <td>11601</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2019-07-25 09:15:41</td>\n",
       "      <td>2019-07-25 07:15:41</td>\n",
       "      <td>Domaine des Comtes Lafon Volnay 1er Cru Champa...</td>\n",
       "      <td>La couleur rouge intense annonce un belle conc...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>domaine-des-comtes-lafon-volnay-1er-cru-champa...</td>\n",
       "      <td>2020-07-04 11:35:02</td>\n",
       "      <td>2020-07-04 09:35:02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>766</th>\n",
       "      <td>6215</td>\n",
       "      <td>1</td>\n",
       "      <td>115.0</td>\n",
       "      <td>4</td>\n",
       "      <td>instock</td>\n",
       "      <td>12790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2019-07-25 09:30:16</td>\n",
       "      <td>2019-07-25 07:30:16</td>\n",
       "      <td>Domaine des Comtes Lafon Volnay 1er Cru Champa...</td>\n",
       "      <td>La couleur rouge intense annonce un belle conc...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>domaine-des-comtes-lafon-volnay-1er-cru-champa...</td>\n",
       "      <td>2019-11-04 09:30:25</td>\n",
       "      <td>2019-11-04 08:30:25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>767</th>\n",
       "      <td>6216</td>\n",
       "      <td>1</td>\n",
       "      <td>121.0</td>\n",
       "      <td>6</td>\n",
       "      <td>instock</td>\n",
       "      <td>15070</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2019-07-25 09:31:09</td>\n",
       "      <td>2019-07-25 07:31:09</td>\n",
       "      <td>Domaine des Comtes Lafon Volnay 1er Cru Champa...</td>\n",
       "      <td>La couleur rouge intense annonce un belle conc...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>domaine-des-comtes-lafon-volnay-1er-cru-champa...</td>\n",
       "      <td>2020-07-30 09:30:08</td>\n",
       "      <td>2020-07-30 07:30:08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     product_id  onsale_web  price  stock_quantity stock_status    sku  \\\n",
       "154        4115           1  100.0              11      instock  15382   \n",
       "156        4132           1   88.4               5      instock  11668   \n",
       "291        4352           1  225.0               0   outofstock  15940   \n",
       "293        4355           1  126.5               2      instock  12589   \n",
       "297        4359           1   85.6               0   outofstock  13853   \n",
       "310        4402           1  176.0               8      instock   3510   \n",
       "311        4404           1  108.5               2      instock   3507   \n",
       "313        4406           1  157.0               3      instock   7819   \n",
       "314        4407           1  104.0               6      instock   3509   \n",
       "320        4582           1  109.6               7      instock  12857   \n",
       "477        4903           1  102.3              20      instock  14805   \n",
       "478        4904           1  137.0              13      instock  14220   \n",
       "525        5001           1  217.5              20      instock  14581   \n",
       "530        5007           1  105.0              17      instock  12791   \n",
       "531        5008           1  105.0              10      instock  11602   \n",
       "538        5025           1  112.0               0   outofstock  13914   \n",
       "539        5026           1   86.8               2      instock  13913   \n",
       "605        5565           1   92.0               0   outofstock  19822   \n",
       "615        5612           1  124.8              12      instock  14915   \n",
       "657        5767           1  175.0              12      instock  15185   \n",
       "692        5892           1  191.3              10      instock  14983   \n",
       "707        5916           1   93.0               3      instock  14774   \n",
       "708        5917           1  122.0               4      instock  14775   \n",
       "709        5918           1  114.0               8      instock  14773   \n",
       "752        6126           1  135.0              10      instock  14923   \n",
       "757        6201           1  105.6               7      instock  14596   \n",
       "758        6202           1  116.4              14      instock  15126   \n",
       "763        6212           1  115.0               2      instock  13996   \n",
       "764        6213           1  121.0               7      instock  15072   \n",
       "765        6214           1   99.0               7      instock  11601   \n",
       "766        6215           1  115.0               4      instock  12790   \n",
       "767        6216           1  121.0               6      instock  15070   \n",
       "\n",
       "     virtual  downloadable  rating_count  average_rating  total_sales  \\\n",
       "154      0.0           0.0           0.0             0.0          0.0   \n",
       "156      0.0           0.0           0.0             0.0          0.0   \n",
       "291      0.0           0.0           0.0             0.0          5.0   \n",
       "293      0.0           0.0           0.0             0.0         11.0   \n",
       "297      0.0           0.0           0.0             0.0          1.0   \n",
       "310      0.0           0.0           0.0             0.0         13.0   \n",
       "311      0.0           0.0           0.0             0.0          2.0   \n",
       "313      0.0           0.0           0.0             0.0          0.0   \n",
       "314      0.0           0.0           0.0             0.0          1.0   \n",
       "320      0.0           0.0           0.0             0.0          0.0   \n",
       "477      0.0           0.0           0.0             0.0          0.0   \n",
       "478      0.0           0.0           0.0             0.0          5.0   \n",
       "525      0.0           0.0           0.0             0.0          0.0   \n",
       "530      0.0           0.0           0.0             0.0          0.0   \n",
       "531      0.0           0.0           0.0             0.0          0.0   \n",
       "538      0.0           0.0           0.0             0.0          0.0   \n",
       "539      0.0           0.0           0.0             0.0          0.0   \n",
       "605      0.0           0.0           0.0             0.0          0.0   \n",
       "615      0.0           0.0           0.0             0.0          0.0   \n",
       "657      0.0           0.0           0.0             0.0          0.0   \n",
       "692      0.0           0.0           0.0             0.0          3.0   \n",
       "707      0.0           0.0           0.0             0.0          0.0   \n",
       "708      0.0           0.0           0.0             0.0          0.0   \n",
       "709      0.0           0.0           0.0             0.0          0.0   \n",
       "752      0.0           0.0           0.0             0.0          2.0   \n",
       "757      0.0           0.0           0.0             0.0          0.0   \n",
       "758      0.0           0.0           0.0             0.0          0.0   \n",
       "763      0.0           0.0           0.0             0.0          2.0   \n",
       "764      0.0           0.0           0.0             0.0          0.0   \n",
       "765      0.0           0.0           0.0             0.0          0.0   \n",
       "766      0.0           0.0           0.0             0.0          0.0   \n",
       "767      0.0           0.0           0.0             0.0          0.0   \n",
       "\n",
       "    tax_status  post_author           post_date       post_date_gmt  \\\n",
       "154    taxable          2.0 2018-02-13 11:08:45 2018-02-13 10:08:45   \n",
       "156    taxable          2.0 2018-02-13 11:43:55 2018-02-13 10:43:55   \n",
       "291    taxable          2.0 2018-03-02 10:30:04 2018-03-02 09:30:04   \n",
       "293    taxable          2.0 2018-03-02 10:46:10 2018-03-02 09:46:10   \n",
       "297    taxable          2.0 2018-03-02 11:11:48 2018-03-02 10:11:48   \n",
       "310    taxable          2.0 2018-03-22 11:21:05 2018-03-22 10:21:05   \n",
       "311    taxable          2.0 2018-03-22 11:32:55 2018-03-22 10:32:55   \n",
       "313    taxable          2.0 2018-03-22 11:42:48 2018-03-22 10:42:48   \n",
       "314    taxable          2.0 2018-03-22 11:49:53 2018-03-22 10:49:53   \n",
       "320    taxable          2.0 2018-04-12 17:56:13 2018-04-12 15:56:13   \n",
       "477    taxable          2.0 2018-05-15 10:10:57 2018-05-15 08:10:57   \n",
       "478    taxable          2.0 2018-05-15 10:23:41 2018-05-15 08:23:41   \n",
       "525    taxable          2.0 2018-07-17 09:45:39 2018-07-17 07:45:39   \n",
       "530    taxable          2.0 2018-07-17 10:36:03 2018-07-17 08:36:03   \n",
       "531    taxable          2.0 2018-07-17 10:52:41 2018-07-17 08:52:41   \n",
       "538    taxable          2.0 2018-07-18 10:39:43 2018-07-18 08:39:43   \n",
       "539    taxable          2.0 2018-07-18 10:46:30 2018-07-18 08:46:30   \n",
       "605    taxable          2.0 2018-11-26 10:59:10 2018-11-26 09:59:10   \n",
       "615    taxable          2.0 2019-01-15 15:30:49 2019-01-15 14:30:49   \n",
       "657    taxable          2.0 2019-03-13 14:43:22 2019-03-13 13:43:22   \n",
       "692    taxable          2.0 2019-03-28 10:21:36 2019-03-28 09:21:36   \n",
       "707    taxable          2.0 2019-04-04 16:39:24 2019-04-04 14:39:24   \n",
       "708    taxable          2.0 2019-04-04 16:49:37 2019-04-04 14:49:37   \n",
       "709    taxable          2.0 2019-04-04 17:01:54 2019-04-04 15:01:54   \n",
       "752    taxable          2.0 2019-06-28 17:22:27 2019-06-28 15:22:27   \n",
       "757    taxable          2.0 2019-07-23 10:37:14 2019-07-23 08:37:14   \n",
       "758    taxable          2.0 2019-07-23 10:50:24 2019-07-23 08:50:24   \n",
       "763    taxable          2.0 2019-07-25 09:09:17 2019-07-25 07:09:17   \n",
       "764    taxable          2.0 2019-07-25 09:10:32 2019-07-25 07:10:32   \n",
       "765    taxable          2.0 2019-07-25 09:15:41 2019-07-25 07:15:41   \n",
       "766    taxable          2.0 2019-07-25 09:30:16 2019-07-25 07:30:16   \n",
       "767    taxable          2.0 2019-07-25 09:31:09 2019-07-25 07:31:09   \n",
       "\n",
       "                                          product_name  \\\n",
       "154  Zind-Humbrecht Riesling Grand Cru Rangen De Th...   \n",
       "156  Zind-Humbrecht Pinot Gris Grand Cru Rangen De ...   \n",
       "291     Champagne Egly-Ouriet Grand Cru Millésimé 2008   \n",
       "293     Champagne Egly-Ouriet Grand Cru Blanc de Noirs   \n",
       "297  Champagne Larmandier-Bernier Grand Cru Les Che...   \n",
       "310                               Cognac Frapin VIP XO   \n",
       "311              Cognac Frapin Château de Fontpinot XO   \n",
       "313  Cognac Frapin Château de Fontpinot 1989 20 Ans...   \n",
       "314                          Cognac Frapin Cigar Blend   \n",
       "320  Château de Meursault Puligny-Montrachet 1er Cr...   \n",
       "477  Domaine Des Croix Corton Grand Cru Les Grèves ...   \n",
       "478  Domaine Des Croix Corton Charlemagne Grand Cru...   \n",
       "525     David Duband Charmes-Chambertin Grand Cru 2014   \n",
       "530  Domaine des Comtes Lafon Volnay 1er Cru Santen...   \n",
       "531  Domaine des Comtes Lafon Volnay 1er Cru Santen...   \n",
       "538  Champagne Agrapart &amp; Fils L'Avizoise Extra...   \n",
       "539  Champagne Agrapart &amp; Fils Minéral Extra Br...   \n",
       "605                      Tempier Bandol Cabassaou 2017   \n",
       "615  Domaine Weinbach Gewurztraminer Grand Cru Furs...   \n",
       "657                Camille Giroud Clos de Vougeot 2016   \n",
       "692  Coteaux Champenois Egly-Ouriet Ambonnay Rouge ...   \n",
       "707  Wemyss Malts Single Cask Scotch Whisky Chocola...   \n",
       "708  Wemyss Malts Single Cask Scotch Whisky Choc 'n...   \n",
       "709  Wemyss Malts Single Cask Scotch Whisky Chai Ca...   \n",
       "752             Champagne Gosset Célébris Vintage 2007   \n",
       "757  David Duband Chambolle-Musigny 1er Cru Les Sen...   \n",
       "758  Domaine Clerget Echezeaux Grand Cru En Orveaux...   \n",
       "763  Domaine des Comtes Lafon Volnay 1er Cru Santen...   \n",
       "764  Domaine des Comtes Lafon Volnay 1er Cru Santen...   \n",
       "765  Domaine des Comtes Lafon Volnay 1er Cru Champa...   \n",
       "766  Domaine des Comtes Lafon Volnay 1er Cru Champa...   \n",
       "767  Domaine des Comtes Lafon Volnay 1er Cru Champa...   \n",
       "\n",
       "                                          post_excerpt post_status  \\\n",
       "154  Le nez est puissant, dominant, riche, sur la f...     publish   \n",
       "156  Le nez dévoile déjà une belle intensité de fru...     publish   \n",
       "291  Issu d’un assemblage de 70% de Pinot Noir du g...     publish   \n",
       "293  Le Blanc de Noirs représente le meilleur du sa...     publish   \n",
       "297  Belle maîtrise de ce millésime compliqué en Ch...     publish   \n",
       "310  La cuvée VIP XO à été enrichie d’eaux-de-vie t...     publish   \n",
       "311  Exclusivement vendangé, distillé, vieilli et m...     publish   \n",
       "313  Eau-de-Vie distillée à partir de raisins de Gr...     publish   \n",
       "314  Ce cognac bénéficie d'un vieillissement plus l...     publish   \n",
       "320  Il présente une grande fraîcheur minérale au n...     publish   \n",
       "477  Ce vin exhale de beaux arômes de fruits rouges...     publish   \n",
       "478  Ce Corton Charlemagne éblouit par son assise, ...     publish   \n",
       "525  Robe cerise chatoyante. Un nez de fruits rouge...     publish   \n",
       "530  \"Il s'agit là de la meilleure partie de l'appe...     publish   \n",
       "531  \"Il s'agit là de la meilleure partie de l'appe...     publish   \n",
       "538  Une cuvée surprenante, par son amer articulé a...     publish   \n",
       "539  Légèrement praliné au nez, nerveux, frais, inc...     publish   \n",
       "605  <div id=\"wrapper\">\\n<div id=\"container-wrapper...     publish   \n",
       "615  Né sur un sol marno-gréseux, ce Furstentum est...     publish   \n",
       "657  <div>Ce vin provient de vignes âgées de 50 ans...     publish   \n",
       "692  Cet Ambonnay évoque les grands Pinots Noirs de...     publish   \n",
       "707  305 bouteilles, 13 ans d'âge.\\n\\n<span title=\"...     publish   \n",
       "708  710 bouteilles, 17 ans d'âge.\\n\\n<span title=\"...     publish   \n",
       "709  644 bouteilles - 16 ans d'âge.\\n\\nNez très élé...     publish   \n",
       "752  Une robe somptueuse a la teinte jaune pâle eti...     publish   \n",
       "757  Une robe d'un rouge carmin avec des reflets br...     publish   \n",
       "758  Ce vin allie la puissance et la finesse… Un vi...     publish   \n",
       "763  \"Il s'agit là de la meilleure partie de l'appe...     publish   \n",
       "764  \"Il s'agit là de la meilleure partie de l'appe...     publish   \n",
       "765  La couleur rouge intense annonce un belle conc...     publish   \n",
       "766  La couleur rouge intense annonce un belle conc...     publish   \n",
       "767  La couleur rouge intense annonce un belle conc...     publish   \n",
       "\n",
       "    comment_status ping_status  \\\n",
       "154         closed      closed   \n",
       "156         closed      closed   \n",
       "291         closed      closed   \n",
       "293         closed      closed   \n",
       "297         closed      closed   \n",
       "310         closed      closed   \n",
       "311         closed      closed   \n",
       "313         closed      closed   \n",
       "314         closed      closed   \n",
       "320         closed      closed   \n",
       "477         closed      closed   \n",
       "478         closed      closed   \n",
       "525         closed      closed   \n",
       "530         closed      closed   \n",
       "531         closed      closed   \n",
       "538         closed      closed   \n",
       "539         closed      closed   \n",
       "605         closed      closed   \n",
       "615         closed      closed   \n",
       "657         closed      closed   \n",
       "692         closed      closed   \n",
       "707         closed      closed   \n",
       "708         closed      closed   \n",
       "709         closed      closed   \n",
       "752         closed      closed   \n",
       "757         closed      closed   \n",
       "758         closed      closed   \n",
       "763         closed      closed   \n",
       "764         closed      closed   \n",
       "765         closed      closed   \n",
       "766         closed      closed   \n",
       "767         closed      closed   \n",
       "\n",
       "                                             post_name       post_modified  \\\n",
       "154  zind-humbrecht-riesling-gc-rangen-thann-clos-s... 2020-02-08 11:45:02   \n",
       "156  zind-humbrecht-pinot-gris-grand-cru-rangen-de-... 2020-02-20 09:55:02   \n",
       "291     champagne-egly-ouriet-grand-cru-millesime-2008 2020-03-07 11:18:45   \n",
       "293  champagne-egly-ouriet-grand-cru-brut-blanc-de-... 2020-08-13 10:15:02   \n",
       "297  champagne-larmandier-bernier-grand-cru-vieille... 2019-12-23 09:30:11   \n",
       "310                               cognac-frapin-vip-xo 2020-08-22 11:35:03   \n",
       "311                         cognac-frapin-fontpinot-xo 2020-08-12 09:30:16   \n",
       "313     cognac-frapin-chateau-de-fontpinot-1989-20-ans 2020-03-14 16:05:04   \n",
       "314                          cognac-frapin-cigar-blend 2020-07-04 09:45:03   \n",
       "320  chateau-de-puligny-montrachet-1cru-champ-canet... 2020-02-06 16:35:02   \n",
       "477  domaine-des-croix-corton-grand-cru-les-greves-... 2020-06-27 09:00:07   \n",
       "478  domaine-des-croix-corton-charlemagne-grand-cru... 2020-05-19 17:15:02   \n",
       "525     david-duband-charmes-chambertin-grand-cru-2014 2020-05-16 09:00:05   \n",
       "530  domaine-des-comtes-lafon-volnay-1er-cru-santen... 2020-07-02 09:30:03   \n",
       "531  domaine-des-comtes-lafon-volnay-1er-cru-santen... 2020-06-23 15:35:02   \n",
       "538  champagne-agrapart-fils-lavizoise-grand-cru-20... 2020-07-09 17:05:02   \n",
       "539  champagne-agrapart-fils-mineral-extra-brut-bla... 2020-05-11 14:35:02   \n",
       "605                      tempier-bandol-cabassaou-2017 2020-01-04 13:57:04   \n",
       "615  domaine-weinbach-gewurztraminer-gc-furstentum-... 2019-01-23 09:33:57   \n",
       "657                camille-giroud-clos-de-vougeot-2016 2020-06-11 15:25:04   \n",
       "692  coteaux-champenois-egly-ouriet-ambonnay-rouge-... 2020-04-01 09:30:09   \n",
       "707       wemyss-malts-single-cask-chocolate-moka-cake 2019-12-23 09:30:21   \n",
       "708  wemyss-malts-single-cask-scotch-whisky-choc-n-... 2020-03-11 09:30:09   \n",
       "709  wemyss-malts-single-cask-scotch-whisky-chai-ca... 2020-07-31 18:25:03   \n",
       "752             champagne-gosset-celebris-vintage-2007 2020-08-27 11:45:02   \n",
       "757  david-duband-chambolle-musigny-1er-cru-les-sen... 2020-02-29 15:25:02   \n",
       "758          domaine-clerget-echezeaux-en-orveaux-2015 2020-06-06 15:45:01   \n",
       "763  domaine-des-comtes-lafon-volnay-1er-cru-santen... 2020-06-16 09:30:16   \n",
       "764  domaine-des-comtes-lafon-volnay-1er-cru-santen... 2020-06-25 09:30:06   \n",
       "765  domaine-des-comtes-lafon-volnay-1er-cru-champa... 2020-07-04 11:35:02   \n",
       "766  domaine-des-comtes-lafon-volnay-1er-cru-champa... 2019-11-04 09:30:25   \n",
       "767  domaine-des-comtes-lafon-volnay-1er-cru-champa... 2020-07-30 09:30:08   \n",
       "\n",
       "      post_modified_gmt  post_parent  \\\n",
       "154 2020-02-08 10:45:02          0.0   \n",
       "156 2020-02-20 08:55:02          0.0   \n",
       "291 2020-03-07 10:18:45          0.0   \n",
       "293 2020-08-13 08:15:02          0.0   \n",
       "297 2019-12-23 08:30:11          0.0   \n",
       "310 2020-08-22 09:35:03          0.0   \n",
       "311 2020-08-12 07:30:16          0.0   \n",
       "313 2020-03-14 15:05:04          0.0   \n",
       "314 2020-07-04 07:45:03          0.0   \n",
       "320 2020-02-06 15:35:02          0.0   \n",
       "477 2020-06-27 07:00:07          0.0   \n",
       "478 2020-05-19 15:15:02          0.0   \n",
       "525 2020-05-16 07:00:05          0.0   \n",
       "530 2020-07-02 07:30:03          0.0   \n",
       "531 2020-06-23 13:35:02          0.0   \n",
       "538 2020-07-09 15:05:02          0.0   \n",
       "539 2020-05-11 12:35:02          0.0   \n",
       "605 2020-01-04 12:57:04          0.0   \n",
       "615 2019-01-23 08:33:57          0.0   \n",
       "657 2020-06-11 13:25:04          0.0   \n",
       "692 2020-04-01 07:30:09          0.0   \n",
       "707 2019-12-23 08:30:21          0.0   \n",
       "708 2020-03-11 08:30:09          0.0   \n",
       "709 2020-07-31 16:25:03          0.0   \n",
       "752 2020-08-27 09:45:02          0.0   \n",
       "757 2020-02-29 14:25:02          0.0   \n",
       "758 2020-06-06 13:45:01          0.0   \n",
       "763 2020-06-16 07:30:16          0.0   \n",
       "764 2020-06-25 07:30:06          0.0   \n",
       "765 2020-07-04 09:35:02          0.0   \n",
       "766 2019-11-04 08:30:25          0.0   \n",
       "767 2020-07-30 07:30:08          0.0   \n",
       "\n",
       "                                                  guid  menu_order post_type  \\\n",
       "154  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "156  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "291  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "293  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "297  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "310  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "311  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "313  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "314  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "320  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "477  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "478  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "525  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "530  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "531  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "538  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "539  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "605  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "615  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "657  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "692  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "707  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "708  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "709  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "752  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "757  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "758  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "763  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "764  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "765  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "766  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "767  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "\n",
       "    post_mime_type  comment_count  product_turnover  \n",
       "154            NaN            0.0               0.0  \n",
       "156            NaN            0.0               0.0  \n",
       "291            NaN            0.0            1125.0  \n",
       "293            NaN            0.0            1391.5  \n",
       "297            NaN            0.0              85.6  \n",
       "310            NaN            0.0            2288.0  \n",
       "311            NaN            0.0             217.0  \n",
       "313            NaN            0.0               0.0  \n",
       "314            NaN            0.0             104.0  \n",
       "320            NaN            0.0               0.0  \n",
       "477            NaN            0.0               0.0  \n",
       "478            NaN            0.0             685.0  \n",
       "525            NaN            0.0               0.0  \n",
       "530            NaN            0.0               0.0  \n",
       "531            NaN            0.0               0.0  \n",
       "538            NaN            0.0               0.0  \n",
       "539            NaN            0.0               0.0  \n",
       "605            NaN            0.0               0.0  \n",
       "615            NaN            0.0               0.0  \n",
       "657            NaN            0.0               0.0  \n",
       "692            NaN            0.0             573.9  \n",
       "707            NaN            0.0               0.0  \n",
       "708            NaN            0.0               0.0  \n",
       "709            NaN            0.0               0.0  \n",
       "752            NaN            0.0             270.0  \n",
       "757            NaN            0.0               0.0  \n",
       "758            NaN            0.0               0.0  \n",
       "763            NaN            0.0             230.0  \n",
       "764            NaN            0.0               0.0  \n",
       "765            NaN            0.0               0.0  \n",
       "766            NaN            0.0               0.0  \n",
       "767            NaN            0.0               0.0  "
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Afficher les données considérées comme des outliers, c'est à dire en dessous de notre limite inférieure et au dessus de notre limite_supérieure\n",
    "\n",
    "data[(data.price>limite_supérieure) | (data.price<limite_inférieure)]"
   ]
  },
  {
   "cell_type": "raw",
   "id": "1fda5dea",
   "metadata": {},
   "source": [
    "Bien que ces valeurs soient considérées comme des outliers, elles ne sont pas aberrantes et ne nécessitent pas d'intervention au vue du contexte "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "17bc8831",
   "metadata": {},
   "source": [
    "### 3) Méthode du Z-score"
   ]
  },
  {
   "cell_type": "raw",
   "id": "802162fc",
   "metadata": {},
   "source": [
    "C'est une formule simple, mais avant de pouvoir l'utiliser, vous devez d'abord calculer la moyenne et l'écart-type.\n",
    "Z-score = (Prix du produit - Moyenne) / ecart type\n",
    "Les scores Z sont un outil permettant de déterminer les données aberrantes en fonction de l'emplacement des données sur les graphiques. Les scores Z se basent sur ces informations sur la distribution des données et sur l'utilisation des mesures d'écart type des données pour calculer les valeurs aberrantes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "53e00a0b",
   "metadata": {},
   "outputs": [],
   "source": [
    "zscore = data.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "78c44912",
   "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>product_id</th>\n",
       "      <th>onsale_web</th>\n",
       "      <th>price</th>\n",
       "      <th>stock_quantity</th>\n",
       "      <th>stock_status</th>\n",
       "      <th>sku</th>\n",
       "      <th>virtual</th>\n",
       "      <th>downloadable</th>\n",
       "      <th>rating_count</th>\n",
       "      <th>average_rating</th>\n",
       "      <th>total_sales</th>\n",
       "      <th>tax_status</th>\n",
       "      <th>post_author</th>\n",
       "      <th>post_date</th>\n",
       "      <th>post_date_gmt</th>\n",
       "      <th>product_name</th>\n",
       "      <th>post_excerpt</th>\n",
       "      <th>post_status</th>\n",
       "      <th>comment_status</th>\n",
       "      <th>ping_status</th>\n",
       "      <th>post_name</th>\n",
       "      <th>post_modified</th>\n",
       "      <th>post_modified_gmt</th>\n",
       "      <th>post_parent</th>\n",
       "      <th>guid</th>\n",
       "      <th>menu_order</th>\n",
       "      <th>post_type</th>\n",
       "      <th>post_mime_type</th>\n",
       "      <th>comment_count</th>\n",
       "      <th>product_turnover</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3847</td>\n",
       "      <td>1</td>\n",
       "      <td>24.2</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>15298</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-02-08 12:58:52</td>\n",
       "      <td>2018-02-08 11:58:52</td>\n",
       "      <td>Pierre Jean Villa Saint-Joseph Préface 2018</td>\n",
       "      <td>Il exhale un nez subtil, racé avec du poivre f...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>pierre-jean-villa-saint-joseph-preface-2018</td>\n",
       "      <td>2019-12-30 09:30:29</td>\n",
       "      <td>2019-12-30 08:30:29</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>145.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3849</td>\n",
       "      <td>1</td>\n",
       "      <td>34.3</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>15296</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-02-08 13:49:41</td>\n",
       "      <td>2018-02-08 12:49:41</td>\n",
       "      <td>Pierre Jean Villa Saint-Joseph Rouge Tildé 2017</td>\n",
       "      <td>Les vieilles vignes lui apportent une rare pro...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>pierre-jean-villa-saint-joseph-tilde-2017</td>\n",
       "      <td>2019-12-21 09:00:17</td>\n",
       "      <td>2019-12-21 08:00:17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3850</td>\n",
       "      <td>1</td>\n",
       "      <td>20.8</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>15300</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-02-08 14:08:36</td>\n",
       "      <td>2018-02-08 13:08:36</td>\n",
       "      <td>Pierre Jean Villa Crozes-Hermitage Accroche Co...</td>\n",
       "      <td>Dentelle de fruit de jeunes syrah, aux tanins ...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>pierre-jean-villa-croze-hermitage-accroche-coe...</td>\n",
       "      <td>2020-06-26 18:15:03</td>\n",
       "      <td>2020-06-26 16:15:03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4032</td>\n",
       "      <td>1</td>\n",
       "      <td>14.1</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>19814</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-02-09 14:01:05</td>\n",
       "      <td>2018-02-09 13:01:05</td>\n",
       "      <td>Pierre Jean Villa IGP Collines Rhodaniennes Ga...</td>\n",
       "      <td>Gamine représente tout le fruité et la gourman...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>pierre-jean-villa-igp-gamine-2018</td>\n",
       "      <td>2020-01-04 16:36:01</td>\n",
       "      <td>2020-01-04 15:36:01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4039</td>\n",
       "      <td>1</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0</td>\n",
       "      <td>outofstock</td>\n",
       "      <td>19815</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>taxable</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-02-12 09:04:37</td>\n",
       "      <td>2018-02-12 08:04:37</td>\n",
       "      <td>Pierre Jean Villa Côte Rôtie Carmina 2017</td>\n",
       "      <td>Le côte rôtie Carmina monte en puissance mais ...</td>\n",
       "      <td>publish</td>\n",
       "      <td>closed</td>\n",
       "      <td>closed</td>\n",
       "      <td>pierre-jean-villa-cote-rotie-carmina-2017</td>\n",
       "      <td>2020-01-04 16:36:10</td>\n",
       "      <td>2020-01-04 15:36:10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.bottle-neck.fr/?post_type=product&amp;...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>product</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   product_id  onsale_web  price  stock_quantity stock_status    sku  virtual  \\\n",
       "0        3847           1   24.2               0   outofstock  15298      0.0   \n",
       "1        3849           1   34.3               0   outofstock  15296      0.0   \n",
       "2        3850           1   20.8               0   outofstock  15300      0.0   \n",
       "3        4032           1   14.1               0   outofstock  19814      0.0   \n",
       "4        4039           1   46.0               0   outofstock  19815      0.0   \n",
       "\n",
       "   downloadable  rating_count  average_rating  total_sales tax_status  \\\n",
       "0           0.0           0.0             0.0          6.0    taxable   \n",
       "1           0.0           0.0             0.0          0.0    taxable   \n",
       "2           0.0           0.0             0.0          0.0    taxable   \n",
       "3           0.0           0.0             0.0          3.0    taxable   \n",
       "4           0.0           0.0             0.0          0.0    taxable   \n",
       "\n",
       "   post_author           post_date       post_date_gmt  \\\n",
       "0          2.0 2018-02-08 12:58:52 2018-02-08 11:58:52   \n",
       "1          2.0 2018-02-08 13:49:41 2018-02-08 12:49:41   \n",
       "2          2.0 2018-02-08 14:08:36 2018-02-08 13:08:36   \n",
       "3          2.0 2018-02-09 14:01:05 2018-02-09 13:01:05   \n",
       "4          2.0 2018-02-12 09:04:37 2018-02-12 08:04:37   \n",
       "\n",
       "                                        product_name  \\\n",
       "0        Pierre Jean Villa Saint-Joseph Préface 2018   \n",
       "1    Pierre Jean Villa Saint-Joseph Rouge Tildé 2017   \n",
       "2  Pierre Jean Villa Crozes-Hermitage Accroche Co...   \n",
       "3  Pierre Jean Villa IGP Collines Rhodaniennes Ga...   \n",
       "4          Pierre Jean Villa Côte Rôtie Carmina 2017   \n",
       "\n",
       "                                        post_excerpt post_status  \\\n",
       "0  Il exhale un nez subtil, racé avec du poivre f...     publish   \n",
       "1  Les vieilles vignes lui apportent une rare pro...     publish   \n",
       "2  Dentelle de fruit de jeunes syrah, aux tanins ...     publish   \n",
       "3  Gamine représente tout le fruité et la gourman...     publish   \n",
       "4  Le côte rôtie Carmina monte en puissance mais ...     publish   \n",
       "\n",
       "  comment_status ping_status  \\\n",
       "0         closed      closed   \n",
       "1         closed      closed   \n",
       "2         closed      closed   \n",
       "3         closed      closed   \n",
       "4         closed      closed   \n",
       "\n",
       "                                           post_name       post_modified  \\\n",
       "0        pierre-jean-villa-saint-joseph-preface-2018 2019-12-30 09:30:29   \n",
       "1          pierre-jean-villa-saint-joseph-tilde-2017 2019-12-21 09:00:17   \n",
       "2  pierre-jean-villa-croze-hermitage-accroche-coe... 2020-06-26 18:15:03   \n",
       "3                  pierre-jean-villa-igp-gamine-2018 2020-01-04 16:36:01   \n",
       "4          pierre-jean-villa-cote-rotie-carmina-2017 2020-01-04 16:36:10   \n",
       "\n",
       "    post_modified_gmt  post_parent  \\\n",
       "0 2019-12-30 08:30:29          0.0   \n",
       "1 2019-12-21 08:00:17          0.0   \n",
       "2 2020-06-26 16:15:03          0.0   \n",
       "3 2020-01-04 15:36:01          0.0   \n",
       "4 2020-01-04 15:36:10          0.0   \n",
       "\n",
       "                                                guid  menu_order post_type  \\\n",
       "0  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "1  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "2  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "3  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "4  https://www.bottle-neck.fr/?post_type=product&...         0.0   product   \n",
       "\n",
       "  post_mime_type  comment_count  product_turnover  \n",
       "0            NaN            0.0             145.2  \n",
       "1            NaN            0.0               0.0  \n",
       "2            NaN            0.0               0.0  \n",
       "3            NaN            0.0              42.3  \n",
       "4            NaN            0.0               0.0  "
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zscore.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "08f1c0f9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Ajout d'une colonne zscore price a l'aide du calcul Z-score = (Prix du produit - Moyenne) / écart type\n",
    "zscore['z_score_price'] = (zscore.price - zscore.price.mean())/zscore.price.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "5f72d915",
   "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>product_id</th>\n",
       "      <th>price</th>\n",
       "      <th>z_score_price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3847</td>\n",
       "      <td>24.2</td>\n",
       "      <td>-0.298201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3849</td>\n",
       "      <td>34.3</td>\n",
       "      <td>0.064970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3850</td>\n",
       "      <td>20.8</td>\n",
       "      <td>-0.420457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4032</td>\n",
       "      <td>14.1</td>\n",
       "      <td>-0.661373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4039</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.485674</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   product_id  price  z_score_price\n",
       "0        3847   24.2      -0.298201\n",
       "1        3849   34.3       0.064970\n",
       "2        3850   20.8      -0.420457\n",
       "3        4032   14.1      -0.661373\n",
       "4        4039   46.0       0.485674"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# On affiche l'id du produit, son prix et le z-score associé\n",
    "zscore[['product_id', 'price', 'z_score_price']].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "5992c1e2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# On selectionne que les lignes qui ont un z-score inférieur à -2 ou supèrieur à 2\n",
    "erp_zscore_outliers = zscore.loc[(zscore['z_score_price'] < -2) | (zscore['z_score_price'] > 2)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "9913075e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(30, 31)"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "erp_zscore_outliers.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "144921ec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "154    100.0\n",
       "156     88.4\n",
       "291    225.0\n",
       "293    126.5\n",
       "310    176.0\n",
       "311    108.5\n",
       "313    157.0\n",
       "314    104.0\n",
       "320    109.6\n",
       "477    102.3\n",
       "478    137.0\n",
       "525    217.5\n",
       "530    105.0\n",
       "531    105.0\n",
       "538    112.0\n",
       "605     92.0\n",
       "615    124.8\n",
       "657    175.0\n",
       "692    191.3\n",
       "707     93.0\n",
       "708    122.0\n",
       "709    114.0\n",
       "752    135.0\n",
       "757    105.6\n",
       "758    116.4\n",
       "763    115.0\n",
       "764    121.0\n",
       "765     99.0\n",
       "766    115.0\n",
       "767    121.0\n",
       "Name: price, dtype: float64"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# On affiche la liste des prix considérés comme des outliers\n",
    "erp_zscore_outliers['price']"
   ]
  },
  {
   "cell_type": "raw",
   "id": "d60d69be",
   "metadata": {},
   "source": [
    "D'après la méthode du z-score avec un seuil de 2,il y a 30 outliers identifiés dans la colonne 'price'.\n",
    "Ces prix ne sont pas aberrants dans notre contexte."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}