ProcessMapping.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PROCESS MAPPING V8 → V12"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Installer les librairies nécessaires"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "# Afficher le DataFrame sans limitation en largeur\n",
    "pd.set_option('display.max_rows', None)\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.expand_frame_repr', False)\n",
    "pd.set_option('display.width', 1000)\n",
    "pd.set_option('display.max_colwidth', None)\n",
    "\n",
    "import json\n",
    "import re\n",
    "import sqlglot\n",
    "import pyodbc\n",
    "import csv\n",
    "import xml.etree.ElementTree as ET"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploiter l'EOM Sage V12"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">Ce fichier utilise des données provenant de Sage X3 - V12\n",
    ">- Utilisation de l'EOM V12 et notamment : \n",
    ">    - Table Principale\n",
    ">    - Tables Liées\n",
    ">    - Zones Parametrées"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Fichier EOM Sage V8-V12\n",
    "eom_file = r\".\\data\\Mapping_from_EOM_ZoneParamV12.xlsx\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 63 entries, 0 to 62\n",
      "Data columns (total 3 columns):\n",
      " #   Column                    Non-Null Count  Dtype \n",
      "---  ------                    --------------  ----- \n",
      " 0   tablechamp_v8             63 non-null     object\n",
      " 1   tablechamp_v12            63 non-null     object\n",
      " 2   designation_champ_sortie  63 non-null     object\n",
      "dtypes: object(3)\n",
      "memory usage: 1.6+ KB\n",
      "None\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>tablechamp_v8</th>\n",
       "      <th>tablechamp_v12</th>\n",
       "      <th>designation_champ_sortie</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>MACHINEFL.MACNUM</td>\n",
       "      <td>XRMWMACPAR00.MACNUM</td>\n",
       "      <td>Wag_Code Machine</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>MACHINEFL.MACTYP</td>\n",
       "      <td>XRMWMACPAR00.MACTYP</td>\n",
       "      <td>Wag_Code Catégorie de wagon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>MACHINES.SALFCY</td>\n",
       "      <td>XRMWMACPAR00.SALFCY</td>\n",
       "      <td>Wag_PC Origine</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>MACHINEFL.SERNUM</td>\n",
       "      <td>XRMWMACPAR00.SERNUM</td>\n",
       "      <td>N° de série</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>YTECSPE1.XAIO</td>\n",
       "      <td>XRMW1TSP01.XAIO</td>\n",
       "      <td>Wag_Aptitude à l'interopérabilité</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>YPARCWAG.XLOG</td>\n",
       "      <td>XRMWMACMIL01.XLOG</td>\n",
       "      <td>Wag_code retour PMA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>YPARCWAG.XPMA</td>\n",
       "      <td>XRMWMACMIL01.XPMA</td>\n",
       "      <td>Wag_Parcours moyen annuel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>YPARCWAG.YBPCUSR</td>\n",
       "      <td>XRMWCONMAC.BPCUSR</td>\n",
       "      <td>Wag_Code client utilisateur</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>YPARCWAG.YCONREV</td>\n",
       "      <td>XRMWCONMAC.CONREV</td>\n",
       "      <td>Wag_contrat avenant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>YPARCWAG.YDATNEXTREV</td>\n",
       "      <td>WXRMWPRGDAT.DATENEXTREV</td>\n",
       "      <td>Wag_Prochaine opération périodique</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>YMAINPLAN.YMPLIB</td>\n",
       "      <td>XRMWMPL.YMPLIB</td>\n",
       "      <td>Libellé Plan de maintenance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>MACHINEFL.YPLNMCE</td>\n",
       "      <td>XRMWMPL.YMPNUM</td>\n",
       "      <td>N° Plan maintenance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>MACHINEFL.YSA01</td>\n",
       "      <td>XRMWMACIMM00.YHI00</td>\n",
       "      <td>Wag_N° Immatriculation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>MACHINEFL.YSA04</td>\n",
       "      <td>XRMWMACPAR01.YSA04</td>\n",
       "      <td>Wag_Pool mat (gérant)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>MACHINEFL.YSA09</td>\n",
       "      <td>XRMWMACPAR01.YSA09</td>\n",
       "      <td>Wag_Etat du matériel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>MACHINEFL.YSA41</td>\n",
       "      <td>XRMWMACPAR01.YSA41</td>\n",
       "      <td>Wag_Code Pool Essieu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>MACHINEFL.YSG01</td>\n",
       "      <td>XRMWMACPAR01.YSG01</td>\n",
       "      <td>Wag_Date d'entrée sur parc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>MACHINEFL.YSG02</td>\n",
       "      <td>XRMWMACPAR01.YSG02</td>\n",
       "      <td>Wag_Date désimmatriculation</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           tablechamp_v8           tablechamp_v12            designation_champ_sortie\n",
       "0       MACHINEFL.MACNUM      XRMWMACPAR00.MACNUM                    Wag_Code Machine\n",
       "1       MACHINEFL.MACTYP      XRMWMACPAR00.MACTYP         Wag_Code Catégorie de wagon\n",
       "2        MACHINES.SALFCY      XRMWMACPAR00.SALFCY                      Wag_PC Origine\n",
       "3       MACHINEFL.SERNUM      XRMWMACPAR00.SERNUM                         N° de série\n",
       "4          YTECSPE1.XAIO          XRMW1TSP01.XAIO   Wag_Aptitude à l'interopérabilité\n",
       "5          YPARCWAG.XLOG        XRMWMACMIL01.XLOG                 Wag_code retour PMA\n",
       "6          YPARCWAG.XPMA        XRMWMACMIL01.XPMA           Wag_Parcours moyen annuel\n",
       "7       YPARCWAG.YBPCUSR        XRMWCONMAC.BPCUSR         Wag_Code client utilisateur\n",
       "8       YPARCWAG.YCONREV        XRMWCONMAC.CONREV                 Wag_contrat avenant\n",
       "9   YPARCWAG.YDATNEXTREV  WXRMWPRGDAT.DATENEXTREV  Wag_Prochaine opération périodique\n",
       "10      YMAINPLAN.YMPLIB           XRMWMPL.YMPLIB         Libellé Plan de maintenance\n",
       "11     MACHINEFL.YPLNMCE           XRMWMPL.YMPNUM                 N° Plan maintenance\n",
       "12       MACHINEFL.YSA01       XRMWMACIMM00.YHI00              Wag_N° Immatriculation\n",
       "13       MACHINEFL.YSA04       XRMWMACPAR01.YSA04               Wag_Pool mat (gérant)\n",
       "14       MACHINEFL.YSA09       XRMWMACPAR01.YSA09                Wag_Etat du matériel\n",
       "15       MACHINEFL.YSA41       XRMWMACPAR01.YSA41                Wag_Code Pool Essieu\n",
       "16       MACHINEFL.YSG01       XRMWMACPAR01.YSG01          Wag_Date d'entrée sur parc\n",
       "17       MACHINEFL.YSG02       XRMWMACPAR01.YSG02         Wag_Date désimmatriculation"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from openpyxl import load_workbook\n",
    "\n",
    "# Charger le fichier Excel et lire l'onglet \"Mapping_V8V12\" du fichier \"Mapping_from_EOM_ZoneParamV12.xlsx\" avec openpyxl\n",
    "wb = load_workbook(filename=eom_file, data_only=True)\n",
    "sheet = wb['Mapping_V8V12']\n",
    "\n",
    "# Lire les données de la feuille et les convertir en dataframe\n",
    "data = sheet.values\n",
    "columns = next(data)[0:]\n",
    "df_eom_raw = pd.DataFrame(data, columns=columns)\n",
    "\n",
    "# Sélectionner les colonnes d'intérêt et les renommer\n",
    "df_eom = df_eom_raw[['TableChamp_V8', 'TableChamp_V12', 'Désignation_MyReport']].rename(columns={\n",
    "    'TableChamp_V8': 'tablechamp_v8',\n",
    "    'TableChamp_V12': 'tablechamp_v12',\n",
    "    'Désignation_MyReport': 'designation_champ_sortie'\n",
    "})\n",
    "\n",
    "# Ne selectionner que les lignes valides du mapping, celles dont la valeur est différente de 0\n",
    "df_eom = df_eom[df_eom[\"tablechamp_v12\"]!=0].reset_index(drop=True)\n",
    "\n",
    "print(df_eom .info())\n",
    "df_eom.head(18)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_eom['table_v8'] = df_eom['tablechamp_v8'].str.split('.').str[0]\n",
    "df_eom['champ_v8'] = df_eom['tablechamp_v8'].str.split('.').str[1]\n",
    "df_eom['table_v12'] = df_eom['tablechamp_v12'].str.split('.').str[0]\n",
    "df_eom['champ_v12'] = df_eom['tablechamp_v12'].str.split('.').str[1]\n",
    "df_eom = df_eom[['designation_champ_sortie','tablechamp_v8','table_v8','champ_v8','tablechamp_v12','table_v12','champ_v12']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>designation_champ_sortie</th>\n",
       "      <th>tablechamp_v8</th>\n",
       "      <th>table_v8</th>\n",
       "      <th>champ_v8</th>\n",
       "      <th>tablechamp_v12</th>\n",
       "      <th>table_v12</th>\n",
       "      <th>champ_v12</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Wag_Code Machine</td>\n",
       "      <td>MACHINEFL.MACNUM</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>MACNUM</td>\n",
       "      <td>XRMWMACPAR00.MACNUM</td>\n",
       "      <td>XRMWMACPAR00</td>\n",
       "      <td>MACNUM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Wag_Code Catégorie de wagon</td>\n",
       "      <td>MACHINEFL.MACTYP</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>MACTYP</td>\n",
       "      <td>XRMWMACPAR00.MACTYP</td>\n",
       "      <td>XRMWMACPAR00</td>\n",
       "      <td>MACTYP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Wag_PC Origine</td>\n",
       "      <td>MACHINES.SALFCY</td>\n",
       "      <td>MACHINES</td>\n",
       "      <td>SALFCY</td>\n",
       "      <td>XRMWMACPAR00.SALFCY</td>\n",
       "      <td>XRMWMACPAR00</td>\n",
       "      <td>SALFCY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>N° de série</td>\n",
       "      <td>MACHINEFL.SERNUM</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>SERNUM</td>\n",
       "      <td>XRMWMACPAR00.SERNUM</td>\n",
       "      <td>XRMWMACPAR00</td>\n",
       "      <td>SERNUM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Wag_Aptitude à l'interopérabilité</td>\n",
       "      <td>YTECSPE1.XAIO</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>XAIO</td>\n",
       "      <td>XRMW1TSP01.XAIO</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>XAIO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Wag_code retour PMA</td>\n",
       "      <td>YPARCWAG.XLOG</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>XLOG</td>\n",
       "      <td>XRMWMACMIL01.XLOG</td>\n",
       "      <td>XRMWMACMIL01</td>\n",
       "      <td>XLOG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Wag_Parcours moyen annuel</td>\n",
       "      <td>YPARCWAG.XPMA</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>XPMA</td>\n",
       "      <td>XRMWMACMIL01.XPMA</td>\n",
       "      <td>XRMWMACMIL01</td>\n",
       "      <td>XPMA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Wag_Code client utilisateur</td>\n",
       "      <td>YPARCWAG.YBPCUSR</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>YBPCUSR</td>\n",
       "      <td>XRMWCONMAC.BPCUSR</td>\n",
       "      <td>XRMWCONMAC</td>\n",
       "      <td>BPCUSR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Wag_contrat avenant</td>\n",
       "      <td>YPARCWAG.YCONREV</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>YCONREV</td>\n",
       "      <td>XRMWCONMAC.CONREV</td>\n",
       "      <td>XRMWCONMAC</td>\n",
       "      <td>CONREV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Wag_Prochaine opération périodique</td>\n",
       "      <td>YPARCWAG.YDATNEXTREV</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>YDATNEXTREV</td>\n",
       "      <td>WXRMWPRGDAT.DATENEXTREV</td>\n",
       "      <td>WXRMWPRGDAT</td>\n",
       "      <td>DATENEXTREV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Libellé Plan de maintenance</td>\n",
       "      <td>YMAINPLAN.YMPLIB</td>\n",
       "      <td>YMAINPLAN</td>\n",
       "      <td>YMPLIB</td>\n",
       "      <td>XRMWMPL.YMPLIB</td>\n",
       "      <td>XRMWMPL</td>\n",
       "      <td>YMPLIB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>N° Plan maintenance</td>\n",
       "      <td>MACHINEFL.YPLNMCE</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YPLNMCE</td>\n",
       "      <td>XRMWMPL.YMPNUM</td>\n",
       "      <td>XRMWMPL</td>\n",
       "      <td>YMPNUM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Wag_N° Immatriculation</td>\n",
       "      <td>MACHINEFL.YSA01</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSA01</td>\n",
       "      <td>XRMWMACIMM00.YHI00</td>\n",
       "      <td>XRMWMACIMM00</td>\n",
       "      <td>YHI00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Wag_Pool mat (gérant)</td>\n",
       "      <td>MACHINEFL.YSA04</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSA04</td>\n",
       "      <td>XRMWMACPAR01.YSA04</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSA04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Wag_Etat du matériel</td>\n",
       "      <td>MACHINEFL.YSA09</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSA09</td>\n",
       "      <td>XRMWMACPAR01.YSA09</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSA09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Wag_Code Pool Essieu</td>\n",
       "      <td>MACHINEFL.YSA41</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSA41</td>\n",
       "      <td>XRMWMACPAR01.YSA41</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSA41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Wag_Date d'entrée sur parc</td>\n",
       "      <td>MACHINEFL.YSG01</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG01</td>\n",
       "      <td>XRMWMACPAR01.YSG01</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Wag_Date désimmatriculation</td>\n",
       "      <td>MACHINEFL.YSG02</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG02</td>\n",
       "      <td>XRMWMACPAR01.YSG02</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Wag_Mandataire</td>\n",
       "      <td>MACHINEFL.YSG04</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG04</td>\n",
       "      <td>XRMWMACPAR01.YSG04</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Wag_Gestionnaire</td>\n",
       "      <td>MACHINEFL.YSG05</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG05</td>\n",
       "      <td>XRMWMACPAR01.YSG05</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Wag_Détenteur immatric</td>\n",
       "      <td>MACHINEFL.YSG06</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG06</td>\n",
       "      <td>XRMWMACPAR01.YSG06</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Wag_Code Exploitant technique</td>\n",
       "      <td>MACHINEFL.YSG07</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG07</td>\n",
       "      <td>XRMWMACPAR01.YSG07</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Wag_Code Exploitant commercial</td>\n",
       "      <td>MACHINEFL.YSG08</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG08</td>\n",
       "      <td>XRMWMACPAR01.YSG08</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Wag_Suivi investissement (CAPEX)</td>\n",
       "      <td>MACHINEFL.YSG17</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG17</td>\n",
       "      <td>XRMWMACPAR01.YSG17</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Wag_Etat commercial</td>\n",
       "      <td>YPARCWAG.YSG28</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>YSG28</td>\n",
       "      <td>WXRMWMACXON0.YSG28</td>\n",
       "      <td>WXRMWMACXON0</td>\n",
       "      <td>YSG28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Wag_ECM</td>\n",
       "      <td>MACHINEFL.YSG33</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG33</td>\n",
       "      <td>XRMWMACPAR01.YSG33</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Wag_Code Statut</td>\n",
       "      <td>YPARCWAG.YSTATITM</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>YSTATITM</td>\n",
       "      <td>XRMWMACPAR04.STATITM</td>\n",
       "      <td>XRMWMACPAR04</td>\n",
       "      <td>STATITM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Wag_Ref Construction</td>\n",
       "      <td>MACHINEFL.YTA02</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YTA02</td>\n",
       "      <td>XRMWMACPAR01.YTA02</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YTA02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Wag_Code Type de Wagon</td>\n",
       "      <td>MACHINEFL.YTA03</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YTA03</td>\n",
       "      <td>XRMWMACPAR01.YTA03</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YTA03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Date 1ère immatric</td>\n",
       "      <td>MACHINEFL.YTA05</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YTA05</td>\n",
       "      <td>XRMWMACPAR01.YTA05</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YTA05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Wag_Code Constructeur</td>\n",
       "      <td>MACHINEFL.YTA08</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YTA08</td>\n",
       "      <td>XRMWMACPAR01.YTA08</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YTA08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Wag_Tare</td>\n",
       "      <td>YTECSPE1.YTA16I</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA16I</td>\n",
       "      <td>XRMW1TSP01.YTA16</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTA16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Wag_Longueur hors tout</td>\n",
       "      <td>YTECSPE1.YTA42</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA42</td>\n",
       "      <td>XRMW1TSP01.YTA42</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTA42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Wag_Longueur de pesage</td>\n",
       "      <td>YTECSPE1.YTA43</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA43</td>\n",
       "      <td>XRMW1TSP01.YTA43</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTA43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Wag_Empattement châssis</td>\n",
       "      <td>YTECSPE1.YTA44</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA44</td>\n",
       "      <td>XRMW1TSP01.YTA44</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTA44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Wag_Inscription courbe</td>\n",
       "      <td>YTECSPE1.YTA45</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA45</td>\n",
       "      <td>XRMW1TSP01.YTA45</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTA45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Wag_Code Type de bogie</td>\n",
       "      <td>YTECSPE1.YTA47</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA47</td>\n",
       "      <td>XRMW1TSP03.YTA47</td>\n",
       "      <td>XRMW1TSP03</td>\n",
       "      <td>YTA47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Wag_Code Suspension</td>\n",
       "      <td>YTECSPE1.YTA48</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA48</td>\n",
       "      <td>XRMW1TSP08.YTA48</td>\n",
       "      <td>XRMW1TSP08</td>\n",
       "      <td>YTA48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Wag_Décal axe citerne</td>\n",
       "      <td>YTECSPE1.YTA55</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA55</td>\n",
       "      <td>XRMW1TSP02.YTA55</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Wag_Empattement bogie</td>\n",
       "      <td>YTECSPE1.YTA56</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA56</td>\n",
       "      <td>YATABDIV.NO1</td>\n",
       "      <td>YATABDIV</td>\n",
       "      <td>NO1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Wag_Code Type de frein à main</td>\n",
       "      <td>YTECSPE1.YTA61</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA61</td>\n",
       "      <td>XRMW1TSP02.YTA61</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Wag_Code Type de distributeur</td>\n",
       "      <td>YTECSPE1.YTA62</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA62</td>\n",
       "      <td>XRMW1TSP02.YTA62</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Wag_Code Vide charge</td>\n",
       "      <td>YTECSPE1.YTA64</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA64</td>\n",
       "      <td>XRMW1TSP02.YTA64</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Wag_Code Configuration des semelles</td>\n",
       "      <td>YTECSPE1.YTA67A</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA67A</td>\n",
       "      <td>XRMW1TSP02.YTA67A</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA67A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Wag_Code Type de semelle</td>\n",
       "      <td>YTECSPE1.YTA67B</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA67B</td>\n",
       "      <td>XRMW1TSP02.YTA67B</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA67B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Wag_Masse freinée à vide</td>\n",
       "      <td>YTECSPE1.YTA70</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA70</td>\n",
       "      <td>XRMW1TSP02.YTA70</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Wag_Masse freinée en charge</td>\n",
       "      <td>YTECSPE1.YTA71</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA71</td>\n",
       "      <td>XRMW1TSP02.YTA71</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Wag_Masse freinée changement de régime</td>\n",
       "      <td>YTECSPE1.YTA72</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA72</td>\n",
       "      <td>XRMW1TSP02.YTA72</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Wag_N° Distributeur</td>\n",
       "      <td>YTECSPE1.YTA73</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA73</td>\n",
       "      <td>XRMW1TSP02.YTA73</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Wag_Masse freinée du frein à main (t)</td>\n",
       "      <td>YTECSPE1.YTA74</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA74</td>\n",
       "      <td>XRMW1TSP02.YTA74</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Wag_Effort de retenue (Kn)</td>\n",
       "      <td>YTECSPE1.YTA75</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA75</td>\n",
       "      <td>XRMW1TSP02.YTA75</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Wag_Code Valve pesée</td>\n",
       "      <td>YTECSPE1.YTA78</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA78</td>\n",
       "      <td>XRMW1TSP02.YTA78</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Wag_N° Distributeur secondaire</td>\n",
       "      <td>YTECSPE1.YTB40</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTB40</td>\n",
       "      <td>XRMW1TSP02.YTB40</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTB40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Wag_Code RID</td>\n",
       "      <td>YTECSPE1.YTL01</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTL01</td>\n",
       "      <td>XRMW1TSP01.YTL01</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTL01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Wag_Marquage littéral</td>\n",
       "      <td>YTECSPE1.YTL05</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTL05</td>\n",
       "      <td>XRMW1TSP01.YTL05</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTL05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Wag_Code Type de distributeur secondaire</td>\n",
       "      <td>YTECSPE1.YTL14</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTL14</td>\n",
       "      <td>XRMW1TSP02.YTL14</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTL14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Wag_Gabarit</td>\n",
       "      <td>YTECSPE1.YTL15</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTL15</td>\n",
       "      <td>XRMW1TSP01.YTL15</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTL15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Wag_Date revision distributeur</td>\n",
       "      <td>YTECSPE1.YTL18</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTL18</td>\n",
       "      <td>XRMW1TSP02.YTL18</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTL18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Wag_Catég Commerciale</td>\n",
       "      <td>MACHINEFL.ZCATCOMM</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>ZCATCOMM</td>\n",
       "      <td>XRMWMACPAR02.CATCOMM</td>\n",
       "      <td>XRMWMACPAR02</td>\n",
       "      <td>CATCOMM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Wag_Catég gestion</td>\n",
       "      <td>MACHINEFL.ZCATGEST</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>ZCATGEST</td>\n",
       "      <td>XRMWMACPAR02.CATGEST</td>\n",
       "      <td>XRMWMACPAR02</td>\n",
       "      <td>CATGEST</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Wag_Code Flag RSRD</td>\n",
       "      <td>MACHINEFL.ZRSRDFLG</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>ZRSRDFLG</td>\n",
       "      <td>XRMWMACPAR03.ZRSRDFLG</td>\n",
       "      <td>XRMWMACPAR03</td>\n",
       "      <td>ZRSRDFLG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Wag_Mise à jour RSRD</td>\n",
       "      <td>MACHINEFL.ZRSRDMAJ</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>ZRSRDMAJ</td>\n",
       "      <td>XRMWMACPAR03.ZRSRDMAJ</td>\n",
       "      <td>XRMWMACPAR03</td>\n",
       "      <td>ZRSRDMAJ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Wag_Commentaire RSRD</td>\n",
       "      <td>MACHINEFL.ZRSRDREM</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>ZRSRDREM</td>\n",
       "      <td>XRMWMACPAR03.ZRSRDREM</td>\n",
       "      <td>XRMWMACPAR03</td>\n",
       "      <td>ZRSRDREM</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    designation_champ_sortie         tablechamp_v8   table_v8     champ_v8           tablechamp_v12     table_v12    champ_v12\n",
       "0                           Wag_Code Machine      MACHINEFL.MACNUM  MACHINEFL       MACNUM      XRMWMACPAR00.MACNUM  XRMWMACPAR00       MACNUM\n",
       "1                Wag_Code Catégorie de wagon      MACHINEFL.MACTYP  MACHINEFL       MACTYP      XRMWMACPAR00.MACTYP  XRMWMACPAR00       MACTYP\n",
       "2                             Wag_PC Origine       MACHINES.SALFCY   MACHINES       SALFCY      XRMWMACPAR00.SALFCY  XRMWMACPAR00       SALFCY\n",
       "3                                N° de série      MACHINEFL.SERNUM  MACHINEFL       SERNUM      XRMWMACPAR00.SERNUM  XRMWMACPAR00       SERNUM\n",
       "4          Wag_Aptitude à l'interopérabilité         YTECSPE1.XAIO   YTECSPE1         XAIO          XRMW1TSP01.XAIO    XRMW1TSP01         XAIO\n",
       "5                        Wag_code retour PMA         YPARCWAG.XLOG   YPARCWAG         XLOG        XRMWMACMIL01.XLOG  XRMWMACMIL01         XLOG\n",
       "6                  Wag_Parcours moyen annuel         YPARCWAG.XPMA   YPARCWAG         XPMA        XRMWMACMIL01.XPMA  XRMWMACMIL01         XPMA\n",
       "7                Wag_Code client utilisateur      YPARCWAG.YBPCUSR   YPARCWAG      YBPCUSR        XRMWCONMAC.BPCUSR    XRMWCONMAC       BPCUSR\n",
       "8                        Wag_contrat avenant      YPARCWAG.YCONREV   YPARCWAG      YCONREV        XRMWCONMAC.CONREV    XRMWCONMAC       CONREV\n",
       "9         Wag_Prochaine opération périodique  YPARCWAG.YDATNEXTREV   YPARCWAG  YDATNEXTREV  WXRMWPRGDAT.DATENEXTREV   WXRMWPRGDAT  DATENEXTREV\n",
       "10               Libellé Plan de maintenance      YMAINPLAN.YMPLIB  YMAINPLAN       YMPLIB           XRMWMPL.YMPLIB       XRMWMPL       YMPLIB\n",
       "11                       N° Plan maintenance     MACHINEFL.YPLNMCE  MACHINEFL      YPLNMCE           XRMWMPL.YMPNUM       XRMWMPL       YMPNUM\n",
       "12                    Wag_N° Immatriculation       MACHINEFL.YSA01  MACHINEFL        YSA01       XRMWMACIMM00.YHI00  XRMWMACIMM00        YHI00\n",
       "13                     Wag_Pool mat (gérant)       MACHINEFL.YSA04  MACHINEFL        YSA04       XRMWMACPAR01.YSA04  XRMWMACPAR01        YSA04\n",
       "14                      Wag_Etat du matériel       MACHINEFL.YSA09  MACHINEFL        YSA09       XRMWMACPAR01.YSA09  XRMWMACPAR01        YSA09\n",
       "15                      Wag_Code Pool Essieu       MACHINEFL.YSA41  MACHINEFL        YSA41       XRMWMACPAR01.YSA41  XRMWMACPAR01        YSA41\n",
       "16                Wag_Date d'entrée sur parc       MACHINEFL.YSG01  MACHINEFL        YSG01       XRMWMACPAR01.YSG01  XRMWMACPAR01        YSG01\n",
       "17               Wag_Date désimmatriculation       MACHINEFL.YSG02  MACHINEFL        YSG02       XRMWMACPAR01.YSG02  XRMWMACPAR01        YSG02\n",
       "18                            Wag_Mandataire       MACHINEFL.YSG04  MACHINEFL        YSG04       XRMWMACPAR01.YSG04  XRMWMACPAR01        YSG04\n",
       "19                          Wag_Gestionnaire       MACHINEFL.YSG05  MACHINEFL        YSG05       XRMWMACPAR01.YSG05  XRMWMACPAR01        YSG05\n",
       "20                    Wag_Détenteur immatric       MACHINEFL.YSG06  MACHINEFL        YSG06       XRMWMACPAR01.YSG06  XRMWMACPAR01        YSG06\n",
       "21             Wag_Code Exploitant technique       MACHINEFL.YSG07  MACHINEFL        YSG07       XRMWMACPAR01.YSG07  XRMWMACPAR01        YSG07\n",
       "22            Wag_Code Exploitant commercial       MACHINEFL.YSG08  MACHINEFL        YSG08       XRMWMACPAR01.YSG08  XRMWMACPAR01        YSG08\n",
       "23          Wag_Suivi investissement (CAPEX)       MACHINEFL.YSG17  MACHINEFL        YSG17       XRMWMACPAR01.YSG17  XRMWMACPAR01        YSG17\n",
       "24                       Wag_Etat commercial        YPARCWAG.YSG28   YPARCWAG        YSG28       WXRMWMACXON0.YSG28  WXRMWMACXON0        YSG28\n",
       "25                                   Wag_ECM       MACHINEFL.YSG33  MACHINEFL        YSG33       XRMWMACPAR01.YSG33  XRMWMACPAR01        YSG33\n",
       "26                           Wag_Code Statut     YPARCWAG.YSTATITM   YPARCWAG     YSTATITM     XRMWMACPAR04.STATITM  XRMWMACPAR04      STATITM\n",
       "27                      Wag_Ref Construction       MACHINEFL.YTA02  MACHINEFL        YTA02       XRMWMACPAR01.YTA02  XRMWMACPAR01        YTA02\n",
       "28                    Wag_Code Type de Wagon       MACHINEFL.YTA03  MACHINEFL        YTA03       XRMWMACPAR01.YTA03  XRMWMACPAR01        YTA03\n",
       "29                        Date 1ère immatric       MACHINEFL.YTA05  MACHINEFL        YTA05       XRMWMACPAR01.YTA05  XRMWMACPAR01        YTA05\n",
       "30                     Wag_Code Constructeur       MACHINEFL.YTA08  MACHINEFL        YTA08       XRMWMACPAR01.YTA08  XRMWMACPAR01        YTA08\n",
       "31                                  Wag_Tare       YTECSPE1.YTA16I   YTECSPE1       YTA16I         XRMW1TSP01.YTA16    XRMW1TSP01        YTA16\n",
       "32                    Wag_Longueur hors tout        YTECSPE1.YTA42   YTECSPE1        YTA42         XRMW1TSP01.YTA42    XRMW1TSP01        YTA42\n",
       "33                    Wag_Longueur de pesage        YTECSPE1.YTA43   YTECSPE1        YTA43         XRMW1TSP01.YTA43    XRMW1TSP01        YTA43\n",
       "34                   Wag_Empattement châssis        YTECSPE1.YTA44   YTECSPE1        YTA44         XRMW1TSP01.YTA44    XRMW1TSP01        YTA44\n",
       "35                    Wag_Inscription courbe        YTECSPE1.YTA45   YTECSPE1        YTA45         XRMW1TSP01.YTA45    XRMW1TSP01        YTA45\n",
       "36                    Wag_Code Type de bogie        YTECSPE1.YTA47   YTECSPE1        YTA47         XRMW1TSP03.YTA47    XRMW1TSP03        YTA47\n",
       "37                       Wag_Code Suspension        YTECSPE1.YTA48   YTECSPE1        YTA48         XRMW1TSP08.YTA48    XRMW1TSP08        YTA48\n",
       "38                     Wag_Décal axe citerne        YTECSPE1.YTA55   YTECSPE1        YTA55         XRMW1TSP02.YTA55    XRMW1TSP02        YTA55\n",
       "39                     Wag_Empattement bogie        YTECSPE1.YTA56   YTECSPE1        YTA56             YATABDIV.NO1      YATABDIV          NO1\n",
       "40             Wag_Code Type de frein à main        YTECSPE1.YTA61   YTECSPE1        YTA61         XRMW1TSP02.YTA61    XRMW1TSP02        YTA61\n",
       "41             Wag_Code Type de distributeur        YTECSPE1.YTA62   YTECSPE1        YTA62         XRMW1TSP02.YTA62    XRMW1TSP02        YTA62\n",
       "42                      Wag_Code Vide charge        YTECSPE1.YTA64   YTECSPE1        YTA64         XRMW1TSP02.YTA64    XRMW1TSP02        YTA64\n",
       "43       Wag_Code Configuration des semelles       YTECSPE1.YTA67A   YTECSPE1       YTA67A        XRMW1TSP02.YTA67A    XRMW1TSP02       YTA67A\n",
       "44                 Wag_Code Type de semelle        YTECSPE1.YTA67B   YTECSPE1       YTA67B        XRMW1TSP02.YTA67B    XRMW1TSP02       YTA67B\n",
       "45                  Wag_Masse freinée à vide        YTECSPE1.YTA70   YTECSPE1        YTA70         XRMW1TSP02.YTA70    XRMW1TSP02        YTA70\n",
       "46               Wag_Masse freinée en charge        YTECSPE1.YTA71   YTECSPE1        YTA71         XRMW1TSP02.YTA71    XRMW1TSP02        YTA71\n",
       "47    Wag_Masse freinée changement de régime        YTECSPE1.YTA72   YTECSPE1        YTA72         XRMW1TSP02.YTA72    XRMW1TSP02        YTA72\n",
       "48                       Wag_N° Distributeur        YTECSPE1.YTA73   YTECSPE1        YTA73         XRMW1TSP02.YTA73    XRMW1TSP02        YTA73\n",
       "49     Wag_Masse freinée du frein à main (t)        YTECSPE1.YTA74   YTECSPE1        YTA74         XRMW1TSP02.YTA74    XRMW1TSP02        YTA74\n",
       "50                Wag_Effort de retenue (Kn)        YTECSPE1.YTA75   YTECSPE1        YTA75         XRMW1TSP02.YTA75    XRMW1TSP02        YTA75\n",
       "51                      Wag_Code Valve pesée        YTECSPE1.YTA78   YTECSPE1        YTA78         XRMW1TSP02.YTA78    XRMW1TSP02        YTA78\n",
       "52            Wag_N° Distributeur secondaire        YTECSPE1.YTB40   YTECSPE1        YTB40         XRMW1TSP02.YTB40    XRMW1TSP02        YTB40\n",
       "53                              Wag_Code RID        YTECSPE1.YTL01   YTECSPE1        YTL01         XRMW1TSP01.YTL01    XRMW1TSP01        YTL01\n",
       "54                     Wag_Marquage littéral        YTECSPE1.YTL05   YTECSPE1        YTL05         XRMW1TSP01.YTL05    XRMW1TSP01        YTL05\n",
       "55  Wag_Code Type de distributeur secondaire        YTECSPE1.YTL14   YTECSPE1        YTL14         XRMW1TSP02.YTL14    XRMW1TSP02        YTL14\n",
       "56                               Wag_Gabarit        YTECSPE1.YTL15   YTECSPE1        YTL15         XRMW1TSP01.YTL15    XRMW1TSP01        YTL15\n",
       "57            Wag_Date revision distributeur        YTECSPE1.YTL18   YTECSPE1        YTL18         XRMW1TSP02.YTL18    XRMW1TSP02        YTL18\n",
       "58                     Wag_Catég Commerciale    MACHINEFL.ZCATCOMM  MACHINEFL     ZCATCOMM     XRMWMACPAR02.CATCOMM  XRMWMACPAR02      CATCOMM\n",
       "59                         Wag_Catég gestion    MACHINEFL.ZCATGEST  MACHINEFL     ZCATGEST     XRMWMACPAR02.CATGEST  XRMWMACPAR02      CATGEST\n",
       "60                        Wag_Code Flag RSRD    MACHINEFL.ZRSRDFLG  MACHINEFL     ZRSRDFLG    XRMWMACPAR03.ZRSRDFLG  XRMWMACPAR03     ZRSRDFLG\n",
       "61                      Wag_Mise à jour RSRD    MACHINEFL.ZRSRDMAJ  MACHINEFL     ZRSRDMAJ    XRMWMACPAR03.ZRSRDMAJ  XRMWMACPAR03     ZRSRDMAJ\n",
       "62                      Wag_Commentaire RSRD    MACHINEFL.ZRSRDREM  MACHINEFL     ZRSRDREM    XRMWMACPAR03.ZRSRDREM  XRMWMACPAR03     ZRSRDREM"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_eom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Il y a 63 champs de sortie de modèle à mapper\n"
     ]
    }
   ],
   "source": [
    "print(f\"Il y a {df_eom.shape[0]} champs de sortie de modèle à mapper\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploiter la Requête SQL du modèle V8"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Avec prise en compte des éléments (parasites) \"Tableau des Charges\" - Pour info."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Nettoyer la Requête SQL du modèle V8 provenant de MyReport - Sans \"Tableau des Charges\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "import sqlparse\n",
    "\n",
    "# Chemins des fichiers\n",
    "sql_v8_file_raw = r\".\\data\\SQLQuery_ParcWagonV8_Raw.sql\"\n",
    "sql_v8_file = r\".\\data\\SQLQuery_ParcWagonV8.sql\"\n",
    "\n",
    "# Formater la requête SQL\n",
    "def format_sql_query(file_path):\n",
    "    with open(file_path, 'r') as fichier:\n",
    "        sql = fichier.read()\n",
    "    formatted_sql = sqlparse.format(sql, reindent=True, keyword_case='upper')\n",
    "    return formatted_sql\n",
    "\n",
    "# Supprimer les alias dans la clause SELECT\n",
    "def remove_aliases(sql_content):\n",
    "    clause_select = re.search(r'SELECT.*?(?=FROM|WHERE|GROUP|HAVING|ORDER|LIMIT)', sql_content, re.DOTALL)\n",
    "    if clause_select:\n",
    "        clause_select_sans_alias = re.sub(r'AS [a-zA-Z0-9]+_\\d+_\\d+', '', clause_select.group())\n",
    "        sql_content = sql_content.replace(clause_select.group(), clause_select_sans_alias)\n",
    "    return sql_content\n",
    "\n",
    "# Supprimer les espaces après les guillemets doubles dans la clause SELECT\n",
    "def remove_spaces_after_quotes(sql_content):\n",
    "    match = re.search(r'SELECT(.*?)FROM', sql_content, re.DOTALL | re.IGNORECASE | re.MULTILINE)\n",
    "    if match:\n",
    "        select_clause = match.group(1)\n",
    "        select_clause = re.sub(r'\"(\\w+_\\d+)\"\\s+', r'\"\\1\"', select_clause)\n",
    "        sql_content = re.sub(r'SELECT.*?FROM', f'SELECT{select_clause}\\nFROM', sql_content, flags=re.DOTALL | re.IGNORECASE | re.MULTILINE)\n",
    "    return sql_content\n",
    "\n",
    "# Ajouter le mot clé AS entre X et Y hormis dans la clause SELECT\n",
    "def add_as_keyword(sql_content):\n",
    "    sql_content = re.sub(r'(ERMI01\\.\\w+)\\s+(CVAR_DOSSIER__\\w+)(?!(.*FROM.*SELECT.*))', r'\\1 AS \\2', sql_content, flags=re.DOTALL | re.IGNORECASE | re.MULTILINE)\n",
    "    return sql_content\n",
    "\n",
    "# Supprimer les doubles quotes\n",
    "def remove_double_quotes(sql_content):\n",
    "    sql_content = sql_content.replace('\"', '')\n",
    "    return sql_content\n",
    "\n",
    "# Exécution des étapes\n",
    "formatted_sql = format_sql_query(sql_v8_file_raw)\n",
    "sql_content = remove_aliases(formatted_sql)\n",
    "sql_content = remove_spaces_after_quotes(sql_content)\n",
    "sql_content = add_as_keyword(sql_content)\n",
    "sql_content = remove_double_quotes(sql_content)\n",
    "\n",
    "# Enregistrement du résultat\n",
    "with open(sql_v8_file, 'w') as fichier:\n",
    "    fichier.write(sql_content)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Analyser la Requête - Sans \"Tableau des Charges\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "sql_v8_file = r\".\\data\\SQLQuery_ParcWagonV8.sql\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Fichier de sortie (résultats) de la requête SQL v8\n",
    "Result_SQLQueryV8= r\".\\data\\Result_SQLQueryV8.csv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Elemennts de connexion à la Base de Données SQL de Production ; ERMI01\n",
    "server_prod=\"frx3sql01.ms.ermi.systems\\\\ERSX3\"\n",
    "user_prod=None\n",
    "password_prod=None\n",
    "db_prod=\"ersx3\"\n",
    "schema_prod=\"ERMI01\"\n",
    "driver = \"ODBC Driver 17 for SQL Server\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DRIVER=ODBC Driver 17 for SQL Server;SERVER=frx3sql01.ms.ermi.systems\\ERSX3;PORT=1433;DATABASE=ersx3;SCHEMA=ERMI01;Trusted_Connection=yes;&autocommit=true\n"
     ]
    }
   ],
   "source": [
    "connection_string = f'DRIVER={driver};SERVER={server_prod};PORT=1433;DATABASE={db_prod};SCHEMA={schema_prod};Trusted_Connection=yes;&autocommit=true'\n",
    "print(connection_string)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "conn = pyodbc.connect(connection_string)\n",
    "cursor = conn.cursor()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Lire la requête SQL à partir du fichier\n",
    "with open(sql_v8_file, 'r') as f:\n",
    "    query = f.read()\n",
    "\n",
    "# Exécuter la requête SQL\n",
    "cursor.execute(query)\n",
    "\n",
    "# Récupérer les résultats\n",
    "results = cursor.fetchall()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Ouvrir le fichier CSV en mode écriture\n",
    "with open(Result_SQLQueryV8, 'w', newline='',encoding=\"utf-8\") as csvfile:\n",
    "    writer = csv.writer(csvfile)\n",
    "\n",
    "    # Écrire les en-têtes de colonne\n",
    "    writer.writerow([desc[0] for desc in cursor.description])\n",
    "\n",
    "    # Écrire les lignes de résultats\n",
    "    writer.writerows(results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Fermer curseur et connexion\n",
    "cursor.close()\n",
    "conn.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Créer un dataframe des résultats de la requête SQL v8\n",
    "# Ici nous avons en colonnes les champs de sortie du modèle\n",
    "df_result_sqlv8 = pd.read_csv(Result_SQLQueryV8, encoding=\"utf-8\", low_memory=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 104605 entries, 0 to 104604\n",
      "Data columns (total 239 columns):\n",
      " #    Column         Dtype  \n",
      "---   ------         -----  \n",
      " 0    SERNUM_0       int64  \n",
      " 1    MACNUM_0       int64  \n",
      " 2    YSA01_0        int64  \n",
      " 3    YTA03_0        object \n",
      " 4    MACTYP_0       object \n",
      " 5    YSA04_0        object \n",
      " 6    YSA09_0        object \n",
      " 7    YTA08_0        object \n",
      " 8    YSG04_0        object \n",
      " 9    YSG05_0        object \n",
      " 10   YSG06_0        object \n",
      " 11   YSG07_0        object \n",
      " 12   YSG08_0        object \n",
      " 13   YSG17_0        object \n",
      " 14   YTA02_0        object \n",
      " 15   YSG01_0        object \n",
      " 16   YSG02_0        object \n",
      " 17   YTA05_0        object \n",
      " 18   ZCATGEST_0     object \n",
      " 19   ZCATCOMM_0     object \n",
      " 20   YSG28_0        object \n",
      " 21   YSTATITM_0     object \n",
      " 22   YSA41_0        object \n",
      " 23   SALFCY_0       object \n",
      " 24   YSG33_0        object \n",
      " 25   YTL01_0        object \n",
      " 26   YTL05_0        object \n",
      " 27   ZRSRDFLG_0     int64  \n",
      " 28   ZRSRDMAJ_0     object \n",
      " 29   ZRSRDREM_0     object \n",
      " 30   YTA78_0        object \n",
      " 31   YTA67A_0       object \n",
      " 32   YTA67B_0       object \n",
      " 33   YTA62_0        object \n",
      " 34   YTA73_0        object \n",
      " 35   YTL18_0        object \n",
      " 36   YTL14_0        object \n",
      " 37   YTB40_0        object \n",
      " 38   YTA61_0        object \n",
      " 39   YTA74_0        float64\n",
      " 40   YTA75_0        float64\n",
      " 41   YTA70_0        int64  \n",
      " 42   YTA71_0        int64  \n",
      " 43   YTA72_0        int64  \n",
      " 44   YTA64_0        object \n",
      " 45   YTA47_0        object \n",
      " 46   YTA48_0        object \n",
      " 47   YTA56_0        int64  \n",
      " 48   YTA10_0        object \n",
      " 49   YTA11_0        object \n",
      " 50   YCD01_0        object \n",
      " 51   YCD02_0        object \n",
      " 52   YCD03_0        int64  \n",
      " 53   YCD04_0        float64\n",
      " 54   YCD05_0        float64\n",
      " 55   YCD01_1        object \n",
      " 56   YCD02_1        object \n",
      " 57   YCD03_1        int64  \n",
      " 58   YCD04_1        float64\n",
      " 59   YCD05_1        float64\n",
      " 60   YCD01_2        object \n",
      " 61   YCD02_2        object \n",
      " 62   YCD03_2        int64  \n",
      " 63   YCD04_2        float64\n",
      " 64   YCD05_2        float64\n",
      " 65   YCD01_3        object \n",
      " 66   YCD02_3        object \n",
      " 67   YCD03_3        int64  \n",
      " 68   YCD04_3        float64\n",
      " 69   YCD05_3        float64\n",
      " 70   YCD01_4        object \n",
      " 71   YCD02_4        object \n",
      " 72   YCD03_4        int64  \n",
      " 73   YCD04_4        float64\n",
      " 74   YCD05_4        float64\n",
      " 75   YCD01_5        object \n",
      " 76   YCD02_5        object \n",
      " 77   YCD03_5        int64  \n",
      " 78   YCD04_5        float64\n",
      " 79   YCD05_5        float64\n",
      " 80   YCD01_6        object \n",
      " 81   YCD02_6        object \n",
      " 82   YCD03_6        int64  \n",
      " 83   YCD04_6        float64\n",
      " 84   YCD05_6        float64\n",
      " 85   YCD01_7        object \n",
      " 86   YCD02_7        object \n",
      " 87   YCD03_7        int64  \n",
      " 88   YCD04_7        float64\n",
      " 89   YCD05_7        float64\n",
      " 90   YCD01_8        object \n",
      " 91   YCD02_8        object \n",
      " 92   YCD03_8        int64  \n",
      " 93   YCD04_8        float64\n",
      " 94   YCD05_8        float64\n",
      " 95   YCD01_9        object \n",
      " 96   YCD02_9        object \n",
      " 97   YCD03_9        int64  \n",
      " 98   YCD04_9        float64\n",
      " 99   YCD05_9        float64\n",
      " 100  YCD01_10       object \n",
      " 101  YCD02_10       object \n",
      " 102  YCD03_10       int64  \n",
      " 103  YCD04_10       float64\n",
      " 104  YCD05_10       float64\n",
      " 105  YCD01_11       object \n",
      " 106  YCD02_11       object \n",
      " 107  YCD03_11       int64  \n",
      " 108  YCD04_11       float64\n",
      " 109  YCD05_11       float64\n",
      " 110  YCD01_12       object \n",
      " 111  YCD02_12       object \n",
      " 112  YCD03_12       int64  \n",
      " 113  YCD04_12       float64\n",
      " 114  YCD05_12       float64\n",
      " 115  YCD01_13       object \n",
      " 116  YCD02_13       object \n",
      " 117  YCD03_13       int64  \n",
      " 118  YCD04_13       float64\n",
      " 119  YCD05_13       float64\n",
      " 120  YCD01_14       object \n",
      " 121  YCD02_14       object \n",
      " 122  YCD03_14       int64  \n",
      " 123  YCD04_14       float64\n",
      " 124  YCD05_14       float64\n",
      " 125  YCD01_15       object \n",
      " 126  YCD02_15       object \n",
      " 127  YCD03_15       int64  \n",
      " 128  YCD04_15       float64\n",
      " 129  YCD05_15       float64\n",
      " 130  YCD01_16       object \n",
      " 131  YCD02_16       object \n",
      " 132  YCD03_16       int64  \n",
      " 133  YCD04_16       float64\n",
      " 134  YCD05_16       float64\n",
      " 135  YCD01_17       object \n",
      " 136  YCD02_17       object \n",
      " 137  YCD03_17       int64  \n",
      " 138  YCD04_17       float64\n",
      " 139  YCD05_17       float64\n",
      " 140  YCD01_18       object \n",
      " 141  YCD02_18       object \n",
      " 142  YCD03_18       int64  \n",
      " 143  YCD04_18       float64\n",
      " 144  YCD05_18       float64\n",
      " 145  YCD01_19       object \n",
      " 146  YCD02_19       object \n",
      " 147  YCD03_19       int64  \n",
      " 148  YCD04_19       float64\n",
      " 149  YCD05_19       float64\n",
      " 150  YCD01_20       object \n",
      " 151  YCD02_20       object \n",
      " 152  YCD03_20       int64  \n",
      " 153  YCD04_20       float64\n",
      " 154  YCD05_20       float64\n",
      " 155  YCD01_21       object \n",
      " 156  YCD02_21       object \n",
      " 157  YCD03_21       int64  \n",
      " 158  YCD04_21       float64\n",
      " 159  YCD05_21       float64\n",
      " 160  YCD01_22       object \n",
      " 161  YCD02_22       object \n",
      " 162  YCD03_22       int64  \n",
      " 163  YCD04_22       float64\n",
      " 164  YCD05_22       float64\n",
      " 165  YCD01_23       object \n",
      " 166  YCD02_23       object \n",
      " 167  YCD03_23       int64  \n",
      " 168  YCD04_23       float64\n",
      " 169  YCD05_23       float64\n",
      " 170  YCD01_24       object \n",
      " 171  YCD02_24       object \n",
      " 172  YCD03_24       int64  \n",
      " 173  YCD04_24       float64\n",
      " 174  YCD05_24       float64\n",
      " 175  YCD01_25       object \n",
      " 176  YCD02_25       object \n",
      " 177  YCD03_25       int64  \n",
      " 178  YCD04_25       float64\n",
      " 179  YCD05_25       float64\n",
      " 180  YCD01_26       object \n",
      " 181  YCD02_26       object \n",
      " 182  YCD03_26       int64  \n",
      " 183  YCD04_26       float64\n",
      " 184  YCD05_26       float64\n",
      " 185  YCD01_27       object \n",
      " 186  YCD02_27       object \n",
      " 187  YCD03_27       int64  \n",
      " 188  YCD04_27       float64\n",
      " 189  YCD05_27       float64\n",
      " 190  YCD01_28       object \n",
      " 191  YCD02_28       object \n",
      " 192  YCD03_28       int64  \n",
      " 193  YCD04_28       float64\n",
      " 194  YCD05_28       float64\n",
      " 195  YCD01_29       object \n",
      " 196  YCD02_29       object \n",
      " 197  YCD03_29       int64  \n",
      " 198  YCD04_29       float64\n",
      " 199  YCD05_29       float64\n",
      " 200  YCHR1_0        object \n",
      " 201  YCHA1_0        object \n",
      " 202  YCHA1_1        object \n",
      " 203  YCHA1_2        object \n",
      " 204  YCHA1_3        object \n",
      " 205  YCHA1_4        object \n",
      " 206  YCHA1_5        object \n",
      " 207  YCHA1_6        object \n",
      " 208  YCHA1_7        object \n",
      " 209  YCHA1_8        object \n",
      " 210  YCHA1_9        object \n",
      " 211  YCHA1_10       object \n",
      " 212  YCHR2_0        object \n",
      " 213  YCHA2_0        object \n",
      " 214  YCHA2_1        object \n",
      " 215  YCHA2_2        object \n",
      " 216  YCHA2_3        object \n",
      " 217  YCHA2_4        object \n",
      " 218  YCHA2_5        object \n",
      " 219  YCHA2_6        object \n",
      " 220  YCHA2_7        object \n",
      " 221  YCHA2_8        object \n",
      " 222  YCHA2_9        object \n",
      " 223  YCHA2_10       object \n",
      " 224  YTA16I_0       float64\n",
      " 225  YTA45_0        int64  \n",
      " 226  YTA42_0        int64  \n",
      " 227  YTA43_0        int64  \n",
      " 228  YTA55_0        int64  \n",
      " 229  YTA44_0        int64  \n",
      " 230  YTL15_0        object \n",
      " 231  XAIO_0         object \n",
      " 232  YDATNEXTREV_0  object \n",
      " 233  YPLNMCE_0      object \n",
      " 234  YMPLIB_0       object \n",
      " 235  XPMA_0         float64\n",
      " 236  XLOG_0         object \n",
      " 237  YBPCUSR_0      object \n",
      " 238  YCONREV_0      object \n",
      "dtypes: float64(64), int64(43), object(132)\n",
      "memory usage: 190.7+ MB\n"
     ]
    }
   ],
   "source": [
    "df_result_sqlv8.info(verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "En prenant en compte 'Tableau des Charges' il y a ici 239 champs de sortie du modèle\n",
      "\n",
      "\n",
      "En prenant en compte 'Tableau des Charges' il y a ici 104605 enregistrements (lignes) en sortie de modèle\n"
     ]
    }
   ],
   "source": [
    "print(f\"En prenant en compte 'Tableau des Charges' il y a ici {df_result_sqlv8.shape[1]} champs de sortie du modèle\")\n",
    "print('\\n')\n",
    "print(f\"En prenant en compte 'Tableau des Charges' il y a ici {df_result_sqlv8.shape[0]} enregistrements (lignes) en sortie de modèle\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sans prise en compte des éléments (parasites) \"Tableau des Charges\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Nettoyer la Requête SQL du modèle V8 provenant de MyReport - Sans \"Tableau des Charges\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "import sqlparse\n",
    "\n",
    "# Chemins des fichiers\n",
    "sql_v8_file_raw_stc = r\".\\data\\SQLQuery_ParcWagonV8_SansTableauCharges_Raw.sql\"\n",
    "sql_v8_file_stc = r\".\\data\\SQLQuery_ParcWagonV8_SansTableauCharges.sql\"\n",
    "\n",
    "# Formater la requête SQL\n",
    "def format_sql_query(file_path):\n",
    "    with open(file_path, 'r') as fichier:\n",
    "        sql = fichier.read()\n",
    "    formatted_sql = sqlparse.format(sql, reindent=True, keyword_case='upper')\n",
    "    return formatted_sql\n",
    "\n",
    "# Supprimer les alias dans la clause SELECT\n",
    "def remove_aliases(sql_content):\n",
    "    clause_select = re.search(r'SELECT.*?(?=FROM|WHERE|GROUP|HAVING|ORDER|LIMIT)', sql_content, re.DOTALL)\n",
    "    if clause_select:\n",
    "        clause_select_sans_alias = re.sub(r'AS [a-zA-Z0-9]+_\\d+_\\d+', '', clause_select.group())\n",
    "        sql_content = sql_content.replace(clause_select.group(), clause_select_sans_alias)\n",
    "    return sql_content\n",
    "\n",
    "# Supprimer les espaces après les guillemets doubles dans la clause SELECT\n",
    "def remove_spaces_after_quotes(sql_content):\n",
    "    match = re.search(r'SELECT(.*?)FROM', sql_content, re.DOTALL | re.IGNORECASE | re.MULTILINE)\n",
    "    if match:\n",
    "        select_clause = match.group(1)\n",
    "        select_clause = re.sub(r'\"(\\w+_\\d+)\"\\s+', r'\"\\1\"', select_clause)\n",
    "        sql_content = re.sub(r'SELECT.*?FROM', f'SELECT{select_clause}\\nFROM', sql_content, flags=re.DOTALL | re.IGNORECASE | re.MULTILINE)\n",
    "    return sql_content\n",
    "\n",
    "# Ajouter le mot clé AS entre X et Y hormis dans la clause SELECT\n",
    "def add_as_keyword(sql_content):\n",
    "    sql_content = re.sub(r'(ERMI01\\.\\w+)\\s+(CVAR_DOSSIER__\\w+)(?!(.*FROM.*SELECT.*))', r'\\1 AS \\2', sql_content, flags=re.DOTALL | re.IGNORECASE | re.MULTILINE)\n",
    "    return sql_content\n",
    "\n",
    "# Supprimer les doubles quotes\n",
    "def remove_double_quotes(sql_content):\n",
    "    sql_content = sql_content.replace('\"', '')\n",
    "    return sql_content\n",
    "\n",
    "# Exécution des étapes\n",
    "formatted_sql = format_sql_query(sql_v8_file_raw_stc)\n",
    "sql_content = remove_aliases(formatted_sql)\n",
    "sql_content = remove_spaces_after_quotes(sql_content)\n",
    "sql_content = add_as_keyword(sql_content)\n",
    "sql_content = remove_double_quotes(sql_content)\n",
    "\n",
    "# Enregistrement du résultat\n",
    "with open(sql_v8_file_stc, 'w') as fichier:\n",
    "    fichier.write(sql_content)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Analyser la Requête - Sans \"Tableau des Charges\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Fichier d'entrée : requête SQL v8 - Sans Tableau des charges\n",
    "sql_v8_stc_file = r\".\\data\\SQLQuery_ParcWagonV8_SansTableauCharges.sql\"\n",
    "\n",
    "# Fichier de sortie (résultats) de la requête SQL v8 - Sans Tableau des charges\n",
    "Result_SQLQueryV8_stc= r\".\\data\\Result_SQLQueryV8_SansTableauCharges.csv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DRIVER=ODBC Driver 17 for SQL Server;SERVER=frx3sql01.ms.ermi.systems\\ERSX3;PORT=1433;DATABASE=ersx3;SCHEMA=ERMI01;Trusted_Connection=yes;&autocommit=true\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 104605 entries, 0 to 104604\n",
      "Data columns (total 63 columns):\n",
      " #   Column         Non-Null Count   Dtype  \n",
      "---  ------         --------------   -----  \n",
      " 0   SERNUM_0       104605 non-null  int64  \n",
      " 1   MACNUM_0       104605 non-null  int64  \n",
      " 2   YSA01_0        104605 non-null  int64  \n",
      " 3   YTA03_0        104605 non-null  object \n",
      " 4   MACTYP_0       104605 non-null  object \n",
      " 5   YSA04_0        104605 non-null  object \n",
      " 6   YSA09_0        104605 non-null  object \n",
      " 7   YTA08_0        104605 non-null  object \n",
      " 8   YSG04_0        104605 non-null  object \n",
      " 9   YSG05_0        104605 non-null  object \n",
      " 10  YSG06_0        104605 non-null  object \n",
      " 11  YSG07_0        104605 non-null  object \n",
      " 12  YSG08_0        104605 non-null  object \n",
      " 13  YSG17_0        104605 non-null  object \n",
      " 14  YTA02_0        104605 non-null  object \n",
      " 15  YSG01_0        104605 non-null  object \n",
      " 16  YSG02_0        104605 non-null  object \n",
      " 17  YTA05_0        104605 non-null  object \n",
      " 18  ZCATGEST_0     104605 non-null  object \n",
      " 19  ZCATCOMM_0     104605 non-null  object \n",
      " 20  YSG28_0        104605 non-null  object \n",
      " 21  YSTATITM_0     104605 non-null  object \n",
      " 22  YSA41_0        104605 non-null  object \n",
      " 23  SALFCY_0       104605 non-null  object \n",
      " 24  YSG33_0        104605 non-null  object \n",
      " 25  YTL01_0        104605 non-null  object \n",
      " 26  YTL05_0        104605 non-null  object \n",
      " 27  ZRSRDFLG_0     104605 non-null  int64  \n",
      " 28  ZRSRDMAJ_0     104605 non-null  object \n",
      " 29  ZRSRDREM_0     104605 non-null  object \n",
      " 30  YTA78_0        104605 non-null  object \n",
      " 31  YTA67A_0       104605 non-null  object \n",
      " 32  YTA67B_0       104605 non-null  object \n",
      " 33  YTA62_0        104605 non-null  object \n",
      " 34  YTA73_0        104605 non-null  object \n",
      " 35  YTL18_0        104605 non-null  object \n",
      " 36  YTL14_0        104605 non-null  object \n",
      " 37  YTB40_0        102738 non-null  object \n",
      " 38  YTA61_0        104605 non-null  object \n",
      " 39  YTA74_0        104605 non-null  float64\n",
      " 40  YTA75_0        104605 non-null  float64\n",
      " 41  YTA70_0        104605 non-null  int64  \n",
      " 42  YTA71_0        104605 non-null  int64  \n",
      " 43  YTA72_0        104605 non-null  int64  \n",
      " 44  YTA64_0        104605 non-null  object \n",
      " 45  YTA47_0        104605 non-null  object \n",
      " 46  YTA48_0        104605 non-null  object \n",
      " 47  YTA56_0        104605 non-null  int64  \n",
      " 48  YTA16I_0       104605 non-null  float64\n",
      " 49  YTA45_0        104605 non-null  int64  \n",
      " 50  YTA42_0        104605 non-null  int64  \n",
      " 51  YTA43_0        104605 non-null  int64  \n",
      " 52  YTA55_0        104605 non-null  int64  \n",
      " 53  YTA44_0        104605 non-null  int64  \n",
      " 54  YTL15_0        104605 non-null  object \n",
      " 55  XAIO_0         104605 non-null  object \n",
      " 56  YDATNEXTREV_0  104605 non-null  object \n",
      " 57  YPLNMCE_0      104605 non-null  object \n",
      " 58  YMPLIB_0       89001 non-null   object \n",
      " 59  XPMA_0         104605 non-null  float64\n",
      " 60  XLOG_0         104605 non-null  object \n",
      " 61  YBPCUSR_0      104605 non-null  object \n",
      " 62  YCONREV_0      104605 non-null  object \n",
      "dtypes: float64(4), int64(13), object(46)\n",
      "memory usage: 50.3+ MB\n",
      "Sans prise en compte du 'Tableau des Charges' il y a ici 63 champs de sortie du modèle\n",
      "\n",
      "\n",
      "Sans prise en compte du 'Tableau des Charges' il y a ici 104605 enregistrements (lignes) en sortie de modèle\n"
     ]
    }
   ],
   "source": [
    "# Elements de connexion à la Base de Données SQL de Production ; ERMI01\n",
    "server_prod=\"frx3sql01.ms.ermi.systems\\\\ERSX3\"\n",
    "user_prod=None\n",
    "password_prod=None\n",
    "db_prod=\"ersx3\"\n",
    "schema_prod=\"ERMI01\"\n",
    "driver = \"ODBC Driver 17 for SQL Server\"\n",
    "connection_string = f'DRIVER={driver};SERVER={server_prod};PORT=1433;DATABASE={db_prod};SCHEMA={schema_prod};Trusted_Connection=yes;&autocommit=true'\n",
    "print(connection_string)\n",
    "conn = pyodbc.connect(connection_string)\n",
    "cursor = conn.cursor()\n",
    "# Lire la requête SQL à partir du fichier\n",
    "with open(sql_v8_stc_file, 'r') as f:\n",
    "    query = f.read()\n",
    "\n",
    "# Exécuter la requête SQL\n",
    "cursor.execute(query)\n",
    "\n",
    "# Récupérer les résultats\n",
    "results = cursor.fetchall()\n",
    "# Ouvrir le fichier CSV en mode écriture\n",
    "with open(Result_SQLQueryV8_stc, 'w', newline='',encoding=\"utf-8\") as csvfile:\n",
    "    writer = csv.writer(csvfile)\n",
    "\n",
    "    # Écrire les en-têtes de colonne\n",
    "    writer.writerow([desc[0] for desc in cursor.description])\n",
    "\n",
    "    # Écrire les lignes de résultats\n",
    "    writer.writerows(results)\n",
    "# Fermer curseur et connexion\n",
    "cursor.close()\n",
    "conn.close()\n",
    "# Créer un dataframe des résultats de la requête SQL v8 - Sans Tableau des Charges\n",
    "# Ici nous avons en colonnes les champs de sortie du modèle\n",
    "df_result_sqlv8_stc = pd.read_csv(Result_SQLQueryV8_stc, encoding=\"utf-8\", low_memory=False)\n",
    "df_result_sqlv8_stc.info(verbose=True)\n",
    "print(f\"Sans prise en compte du 'Tableau des Charges' il y a ici {df_result_sqlv8_stc.shape[1]} champs de sortie du modèle\")\n",
    "print('\\n')\n",
    "print(f\"Sans prise en compte du 'Tableau des Charges' il y a ici {df_result_sqlv8_stc.shape[0]} enregistrements (lignes) en sortie de modèle\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sqlglot\n",
    "\n",
    "def get_tables_and_columns(query_file_path):\n",
    "    tables = []\n",
    "    \n",
    "    # Lire la requête SQL depuis le fichier\n",
    "    with open(query_file_path, 'r') as file:\n",
    "        query = file.read()\n",
    "\n",
    "    # Trouver toutes les tables et colonnes dans la requête\n",
    "    table_column_pattern = re.compile(r'(\\w+)\\.(\\w+)')\n",
    "    matches = table_column_pattern.findall(query)\n",
    "\n",
    "    for table, column in matches:\n",
    "        tables.append({'table': table, 'champ': column})\n",
    "\n",
    "    return tables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Créer les DataFrames\n",
    "tables_stc = get_tables_and_columns(sql_v8_file_stc)\n",
    "\n",
    "# Créer le DataFrame pour les tables et colonnes\n",
    "df_table_stc = pd.DataFrame(tables_stc)\n",
    "\n",
    "# Trier le DataFrame selon les colonnes 'table' et 'champ'\n",
    "df_table_stc.sort_values(by=['table','champ'],inplace=True)\n",
    "\n",
    "# Créer une copie pour df_table_unique_stc ; Ici \"Sans Tableau des Charges\"\n",
    "df_table_unique_stc = df_table_stc.copy(deep=False)\n",
    "df_table_unique_stc = df_table_unique_stc[df_table_unique_stc[\"table\"]==schema_prod]\n",
    "df_table_unique_stc.rename(columns={\"table\":\"env\", \"champ\":\"table\"},inplace=True)\n",
    "\n",
    "# Supprimer les lignes dont les valeurs contiennent \"YTECSPE5\" dans la colonne \"table\"\n",
    "df_table_stc = df_table_stc[(~df_table_stc['table'].str.contains('YTECSPE5')) & (~df_table_stc['table'].str.contains(schema_prod))]\n",
    "\n",
    "# Dédoublonner le DataFrame afin de ne voir qu'une occurrence de \"table\" - \"champ\"\n",
    "df_table_stc= df_table_stc.drop_duplicates(subset=['table', 'champ']).reset_index(drop=True)\n",
    "\n",
    "\n",
    "# Renommer les colonnes\n",
    "df_table_unique_stc.rename(columns={\"table\":\"env\", \"champ\":\"table\"},inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>env</th>\n",
       "      <th>env</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>ERMI01</td>\n",
       "      <td>MACHINEFL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>ERMI01</td>\n",
       "      <td>MACHINES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>ERMI01</td>\n",
       "      <td>YMAINPLAN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>ERMI01</td>\n",
       "      <td>YPARCWAG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>ERMI01</td>\n",
       "      <td>YTECSPE1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       env        env\n",
       "64  ERMI01  MACHINEFL\n",
       "63  ERMI01   MACHINES\n",
       "73  ERMI01  YMAINPLAN\n",
       "70  ERMI01   YPARCWAG\n",
       "67  ERMI01   YTECSPE1"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_table_unique_stc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sans prendre en compte 'Tableau des Charges'\n",
      "il y a 5 tables uniques impliquées\n",
      "Soit un minimum de 4 champs pour les jointures\n"
     ]
    }
   ],
   "source": [
    "print(f\"Sans prendre en compte 'Tableau des Charges'\\nil y a {df_table_unique_stc.shape[0]} tables uniques impliquées\\nSoit un minimum de {df_table_unique.shape[0]-1} champs pour les jointures\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Création de nouvelles colonnes\n",
    "df_table_stc['table_v8'] = df_table_stc['table'].str.extract('CVAR_DOSSIER__(.*)$')\n",
    "df_table_stc['champ_v8'] = df_table_stc['champ'].str.removesuffix('_0')\n",
    "df_table_stc[\"tablechamp_v8\"]=(df_table_stc[\"table_v8\"]+\".\"+df_table_stc[\"champ_v8\"])\n",
    "df_table_stc = df_table_stc[[\"table\",\"champ\",\"table_v8\",\"champ_v8\",\"tablechamp_v8\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "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>table</th>\n",
       "      <th>champ</th>\n",
       "      <th>table_v8</th>\n",
       "      <th>champ_v8</th>\n",
       "      <th>tablechamp_v8</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CVAR_DOSSIER__MACHINEFL</td>\n",
       "      <td>MACNUM_0</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>MACNUM</td>\n",
       "      <td>MACHINEFL.MACNUM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CVAR_DOSSIER__MACHINEFL</td>\n",
       "      <td>MACTYP_0</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>MACTYP</td>\n",
       "      <td>MACHINEFL.MACTYP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CVAR_DOSSIER__MACHINEFL</td>\n",
       "      <td>SERNUM_0</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>SERNUM</td>\n",
       "      <td>MACHINEFL.SERNUM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CVAR_DOSSIER__MACHINEFL</td>\n",
       "      <td>YPLNMCE_0</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YPLNMCE</td>\n",
       "      <td>MACHINEFL.YPLNMCE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CVAR_DOSSIER__MACHINEFL</td>\n",
       "      <td>YSA01_0</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSA01</td>\n",
       "      <td>MACHINEFL.YSA01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>CVAR_DOSSIER__MACHINEFL</td>\n",
       "      <td>YSA04_0</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSA04</td>\n",
       "      <td>MACHINEFL.YSA04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>CVAR_DOSSIER__MACHINEFL</td>\n",
       "      <td>YSA09_0</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSA09</td>\n",
       "      <td>MACHINEFL.YSA09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>CVAR_DOSSIER__MACHINEFL</td>\n",
       "      <td>YSA41_0</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSA41</td>\n",
       "      <td>MACHINEFL.YSA41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>CVAR_DOSSIER__MACHINEFL</td>\n",
       "      <td>YSG01_0</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG01</td>\n",
       "      <td>MACHINEFL.YSG01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>CVAR_DOSSIER__MACHINEFL</td>\n",
       "      <td>YSG02_0</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG02</td>\n",
       "      <td>MACHINEFL.YSG02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>CVAR_DOSSIER__MACHINEFL</td>\n",
       "      <td>YSG04_0</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG04</td>\n",
       "      <td>MACHINEFL.YSG04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>CVAR_DOSSIER__MACHINEFL</td>\n",
       "      <td>YSG05_0</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG05</td>\n",
       "      <td>MACHINEFL.YSG05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>CVAR_DOSSIER__MACHINEFL</td>\n",
       "      <td>YSG06_0</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG06</td>\n",
       "      <td>MACHINEFL.YSG06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>CVAR_DOSSIER__MACHINEFL</td>\n",
       "      <td>YSG07_0</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG07</td>\n",
       "      <td>MACHINEFL.YSG07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>CVAR_DOSSIER__MACHINEFL</td>\n",
       "      <td>YSG08_0</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG08</td>\n",
       "      <td>MACHINEFL.YSG08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>CVAR_DOSSIER__MACHINEFL</td>\n",
       "      <td>YSG17_0</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG17</td>\n",
       "      <td>MACHINEFL.YSG17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>CVAR_DOSSIER__MACHINEFL</td>\n",
       "      <td>YSG33_0</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG33</td>\n",
       "      <td>MACHINEFL.YSG33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>CVAR_DOSSIER__MACHINEFL</td>\n",
       "      <td>YTA02_0</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YTA02</td>\n",
       "      <td>MACHINEFL.YTA02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>CVAR_DOSSIER__MACHINEFL</td>\n",
       "      <td>YTA03_0</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YTA03</td>\n",
       "      <td>MACHINEFL.YTA03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>CVAR_DOSSIER__MACHINEFL</td>\n",
       "      <td>YTA05_0</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YTA05</td>\n",
       "      <td>MACHINEFL.YTA05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>CVAR_DOSSIER__MACHINEFL</td>\n",
       "      <td>YTA08_0</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YTA08</td>\n",
       "      <td>MACHINEFL.YTA08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>CVAR_DOSSIER__MACHINEFL</td>\n",
       "      <td>ZCATCOMM_0</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>ZCATCOMM</td>\n",
       "      <td>MACHINEFL.ZCATCOMM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>CVAR_DOSSIER__MACHINEFL</td>\n",
       "      <td>ZCATGEST_0</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>ZCATGEST</td>\n",
       "      <td>MACHINEFL.ZCATGEST</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>CVAR_DOSSIER__MACHINEFL</td>\n",
       "      <td>ZRSRDFLG_0</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>ZRSRDFLG</td>\n",
       "      <td>MACHINEFL.ZRSRDFLG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>CVAR_DOSSIER__MACHINEFL</td>\n",
       "      <td>ZRSRDMAJ_0</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>ZRSRDMAJ</td>\n",
       "      <td>MACHINEFL.ZRSRDMAJ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>CVAR_DOSSIER__MACHINEFL</td>\n",
       "      <td>ZRSRDREM_0</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>ZRSRDREM</td>\n",
       "      <td>MACHINEFL.ZRSRDREM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>CVAR_DOSSIER__MACHINES</td>\n",
       "      <td>MACNUM_0</td>\n",
       "      <td>MACHINES</td>\n",
       "      <td>MACNUM</td>\n",
       "      <td>MACHINES.MACNUM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>CVAR_DOSSIER__MACHINES</td>\n",
       "      <td>SALFCY_0</td>\n",
       "      <td>MACHINES</td>\n",
       "      <td>SALFCY</td>\n",
       "      <td>MACHINES.SALFCY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>CVAR_DOSSIER__YMAINPLAN</td>\n",
       "      <td>YMPLIB_0</td>\n",
       "      <td>YMAINPLAN</td>\n",
       "      <td>YMPLIB</td>\n",
       "      <td>YMAINPLAN.YMPLIB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>CVAR_DOSSIER__YMAINPLAN</td>\n",
       "      <td>YMPNUM_0</td>\n",
       "      <td>YMAINPLAN</td>\n",
       "      <td>YMPNUM</td>\n",
       "      <td>YMAINPLAN.YMPNUM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>CVAR_DOSSIER__YPARCWAG</td>\n",
       "      <td>SERNUM_0</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>SERNUM</td>\n",
       "      <td>YPARCWAG.SERNUM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>CVAR_DOSSIER__YPARCWAG</td>\n",
       "      <td>XLOG_0</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>XLOG</td>\n",
       "      <td>YPARCWAG.XLOG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>CVAR_DOSSIER__YPARCWAG</td>\n",
       "      <td>XPMA_0</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>XPMA</td>\n",
       "      <td>YPARCWAG.XPMA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>CVAR_DOSSIER__YPARCWAG</td>\n",
       "      <td>YBPCUSR_0</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>YBPCUSR</td>\n",
       "      <td>YPARCWAG.YBPCUSR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>CVAR_DOSSIER__YPARCWAG</td>\n",
       "      <td>YCONREV_0</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>YCONREV</td>\n",
       "      <td>YPARCWAG.YCONREV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>CVAR_DOSSIER__YPARCWAG</td>\n",
       "      <td>YDATNEXTREV_0</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>YDATNEXTREV</td>\n",
       "      <td>YPARCWAG.YDATNEXTREV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>CVAR_DOSSIER__YPARCWAG</td>\n",
       "      <td>YSG28_0</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>YSG28</td>\n",
       "      <td>YPARCWAG.YSG28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>CVAR_DOSSIER__YPARCWAG</td>\n",
       "      <td>YSTATITM_0</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>YSTATITM</td>\n",
       "      <td>YPARCWAG.YSTATITM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>SERNUM_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>SERNUM</td>\n",
       "      <td>YTECSPE1.SERNUM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>XAIO_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>XAIO</td>\n",
       "      <td>YTECSPE1.XAIO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>YTA16I_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA16I</td>\n",
       "      <td>YTECSPE1.YTA16I</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>YTA42_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA42</td>\n",
       "      <td>YTECSPE1.YTA42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>YTA43_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA43</td>\n",
       "      <td>YTECSPE1.YTA43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>YTA44_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA44</td>\n",
       "      <td>YTECSPE1.YTA44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>YTA45_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA45</td>\n",
       "      <td>YTECSPE1.YTA45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>YTA47_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA47</td>\n",
       "      <td>YTECSPE1.YTA47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>YTA48_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA48</td>\n",
       "      <td>YTECSPE1.YTA48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>YTA55_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA55</td>\n",
       "      <td>YTECSPE1.YTA55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>YTA56_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA56</td>\n",
       "      <td>YTECSPE1.YTA56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>YTA61_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA61</td>\n",
       "      <td>YTECSPE1.YTA61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>YTA62_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA62</td>\n",
       "      <td>YTECSPE1.YTA62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>YTA64_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA64</td>\n",
       "      <td>YTECSPE1.YTA64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>YTA67A_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA67A</td>\n",
       "      <td>YTECSPE1.YTA67A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>YTA67B_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA67B</td>\n",
       "      <td>YTECSPE1.YTA67B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>YTA70_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA70</td>\n",
       "      <td>YTECSPE1.YTA70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>YTA71_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA71</td>\n",
       "      <td>YTECSPE1.YTA71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>YTA72_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA72</td>\n",
       "      <td>YTECSPE1.YTA72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>YTA73_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA73</td>\n",
       "      <td>YTECSPE1.YTA73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>YTA74_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA74</td>\n",
       "      <td>YTECSPE1.YTA74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>YTA75_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA75</td>\n",
       "      <td>YTECSPE1.YTA75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>YTA78_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA78</td>\n",
       "      <td>YTECSPE1.YTA78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>YTB40_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTB40</td>\n",
       "      <td>YTECSPE1.YTB40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>YTL01_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTL01</td>\n",
       "      <td>YTECSPE1.YTL01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>YTL05_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTL05</td>\n",
       "      <td>YTECSPE1.YTL05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>YTL14_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTL14</td>\n",
       "      <td>YTECSPE1.YTL14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>YTL15_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTL15</td>\n",
       "      <td>YTECSPE1.YTL15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>CVAR_DOSSIER__YTECSPE1</td>\n",
       "      <td>YTL18_0</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTL18</td>\n",
       "      <td>YTECSPE1.YTL18</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      table          champ   table_v8     champ_v8         tablechamp_v8\n",
       "0   CVAR_DOSSIER__MACHINEFL       MACNUM_0  MACHINEFL       MACNUM      MACHINEFL.MACNUM\n",
       "1   CVAR_DOSSIER__MACHINEFL       MACTYP_0  MACHINEFL       MACTYP      MACHINEFL.MACTYP\n",
       "2   CVAR_DOSSIER__MACHINEFL       SERNUM_0  MACHINEFL       SERNUM      MACHINEFL.SERNUM\n",
       "3   CVAR_DOSSIER__MACHINEFL      YPLNMCE_0  MACHINEFL      YPLNMCE     MACHINEFL.YPLNMCE\n",
       "4   CVAR_DOSSIER__MACHINEFL        YSA01_0  MACHINEFL        YSA01       MACHINEFL.YSA01\n",
       "5   CVAR_DOSSIER__MACHINEFL        YSA04_0  MACHINEFL        YSA04       MACHINEFL.YSA04\n",
       "6   CVAR_DOSSIER__MACHINEFL        YSA09_0  MACHINEFL        YSA09       MACHINEFL.YSA09\n",
       "7   CVAR_DOSSIER__MACHINEFL        YSA41_0  MACHINEFL        YSA41       MACHINEFL.YSA41\n",
       "8   CVAR_DOSSIER__MACHINEFL        YSG01_0  MACHINEFL        YSG01       MACHINEFL.YSG01\n",
       "9   CVAR_DOSSIER__MACHINEFL        YSG02_0  MACHINEFL        YSG02       MACHINEFL.YSG02\n",
       "10  CVAR_DOSSIER__MACHINEFL        YSG04_0  MACHINEFL        YSG04       MACHINEFL.YSG04\n",
       "11  CVAR_DOSSIER__MACHINEFL        YSG05_0  MACHINEFL        YSG05       MACHINEFL.YSG05\n",
       "12  CVAR_DOSSIER__MACHINEFL        YSG06_0  MACHINEFL        YSG06       MACHINEFL.YSG06\n",
       "13  CVAR_DOSSIER__MACHINEFL        YSG07_0  MACHINEFL        YSG07       MACHINEFL.YSG07\n",
       "14  CVAR_DOSSIER__MACHINEFL        YSG08_0  MACHINEFL        YSG08       MACHINEFL.YSG08\n",
       "15  CVAR_DOSSIER__MACHINEFL        YSG17_0  MACHINEFL        YSG17       MACHINEFL.YSG17\n",
       "16  CVAR_DOSSIER__MACHINEFL        YSG33_0  MACHINEFL        YSG33       MACHINEFL.YSG33\n",
       "17  CVAR_DOSSIER__MACHINEFL        YTA02_0  MACHINEFL        YTA02       MACHINEFL.YTA02\n",
       "18  CVAR_DOSSIER__MACHINEFL        YTA03_0  MACHINEFL        YTA03       MACHINEFL.YTA03\n",
       "19  CVAR_DOSSIER__MACHINEFL        YTA05_0  MACHINEFL        YTA05       MACHINEFL.YTA05\n",
       "20  CVAR_DOSSIER__MACHINEFL        YTA08_0  MACHINEFL        YTA08       MACHINEFL.YTA08\n",
       "21  CVAR_DOSSIER__MACHINEFL     ZCATCOMM_0  MACHINEFL     ZCATCOMM    MACHINEFL.ZCATCOMM\n",
       "22  CVAR_DOSSIER__MACHINEFL     ZCATGEST_0  MACHINEFL     ZCATGEST    MACHINEFL.ZCATGEST\n",
       "23  CVAR_DOSSIER__MACHINEFL     ZRSRDFLG_0  MACHINEFL     ZRSRDFLG    MACHINEFL.ZRSRDFLG\n",
       "24  CVAR_DOSSIER__MACHINEFL     ZRSRDMAJ_0  MACHINEFL     ZRSRDMAJ    MACHINEFL.ZRSRDMAJ\n",
       "25  CVAR_DOSSIER__MACHINEFL     ZRSRDREM_0  MACHINEFL     ZRSRDREM    MACHINEFL.ZRSRDREM\n",
       "26   CVAR_DOSSIER__MACHINES       MACNUM_0   MACHINES       MACNUM       MACHINES.MACNUM\n",
       "27   CVAR_DOSSIER__MACHINES       SALFCY_0   MACHINES       SALFCY       MACHINES.SALFCY\n",
       "28  CVAR_DOSSIER__YMAINPLAN       YMPLIB_0  YMAINPLAN       YMPLIB      YMAINPLAN.YMPLIB\n",
       "29  CVAR_DOSSIER__YMAINPLAN       YMPNUM_0  YMAINPLAN       YMPNUM      YMAINPLAN.YMPNUM\n",
       "30   CVAR_DOSSIER__YPARCWAG       SERNUM_0   YPARCWAG       SERNUM       YPARCWAG.SERNUM\n",
       "31   CVAR_DOSSIER__YPARCWAG         XLOG_0   YPARCWAG         XLOG         YPARCWAG.XLOG\n",
       "32   CVAR_DOSSIER__YPARCWAG         XPMA_0   YPARCWAG         XPMA         YPARCWAG.XPMA\n",
       "33   CVAR_DOSSIER__YPARCWAG      YBPCUSR_0   YPARCWAG      YBPCUSR      YPARCWAG.YBPCUSR\n",
       "34   CVAR_DOSSIER__YPARCWAG      YCONREV_0   YPARCWAG      YCONREV      YPARCWAG.YCONREV\n",
       "35   CVAR_DOSSIER__YPARCWAG  YDATNEXTREV_0   YPARCWAG  YDATNEXTREV  YPARCWAG.YDATNEXTREV\n",
       "36   CVAR_DOSSIER__YPARCWAG        YSG28_0   YPARCWAG        YSG28        YPARCWAG.YSG28\n",
       "37   CVAR_DOSSIER__YPARCWAG     YSTATITM_0   YPARCWAG     YSTATITM     YPARCWAG.YSTATITM\n",
       "38   CVAR_DOSSIER__YTECSPE1       SERNUM_0   YTECSPE1       SERNUM       YTECSPE1.SERNUM\n",
       "39   CVAR_DOSSIER__YTECSPE1         XAIO_0   YTECSPE1         XAIO         YTECSPE1.XAIO\n",
       "40   CVAR_DOSSIER__YTECSPE1       YTA16I_0   YTECSPE1       YTA16I       YTECSPE1.YTA16I\n",
       "41   CVAR_DOSSIER__YTECSPE1        YTA42_0   YTECSPE1        YTA42        YTECSPE1.YTA42\n",
       "42   CVAR_DOSSIER__YTECSPE1        YTA43_0   YTECSPE1        YTA43        YTECSPE1.YTA43\n",
       "43   CVAR_DOSSIER__YTECSPE1        YTA44_0   YTECSPE1        YTA44        YTECSPE1.YTA44\n",
       "44   CVAR_DOSSIER__YTECSPE1        YTA45_0   YTECSPE1        YTA45        YTECSPE1.YTA45\n",
       "45   CVAR_DOSSIER__YTECSPE1        YTA47_0   YTECSPE1        YTA47        YTECSPE1.YTA47\n",
       "46   CVAR_DOSSIER__YTECSPE1        YTA48_0   YTECSPE1        YTA48        YTECSPE1.YTA48\n",
       "47   CVAR_DOSSIER__YTECSPE1        YTA55_0   YTECSPE1        YTA55        YTECSPE1.YTA55\n",
       "48   CVAR_DOSSIER__YTECSPE1        YTA56_0   YTECSPE1        YTA56        YTECSPE1.YTA56\n",
       "49   CVAR_DOSSIER__YTECSPE1        YTA61_0   YTECSPE1        YTA61        YTECSPE1.YTA61\n",
       "50   CVAR_DOSSIER__YTECSPE1        YTA62_0   YTECSPE1        YTA62        YTECSPE1.YTA62\n",
       "51   CVAR_DOSSIER__YTECSPE1        YTA64_0   YTECSPE1        YTA64        YTECSPE1.YTA64\n",
       "52   CVAR_DOSSIER__YTECSPE1       YTA67A_0   YTECSPE1       YTA67A       YTECSPE1.YTA67A\n",
       "53   CVAR_DOSSIER__YTECSPE1       YTA67B_0   YTECSPE1       YTA67B       YTECSPE1.YTA67B\n",
       "54   CVAR_DOSSIER__YTECSPE1        YTA70_0   YTECSPE1        YTA70        YTECSPE1.YTA70\n",
       "55   CVAR_DOSSIER__YTECSPE1        YTA71_0   YTECSPE1        YTA71        YTECSPE1.YTA71\n",
       "56   CVAR_DOSSIER__YTECSPE1        YTA72_0   YTECSPE1        YTA72        YTECSPE1.YTA72\n",
       "57   CVAR_DOSSIER__YTECSPE1        YTA73_0   YTECSPE1        YTA73        YTECSPE1.YTA73\n",
       "58   CVAR_DOSSIER__YTECSPE1        YTA74_0   YTECSPE1        YTA74        YTECSPE1.YTA74\n",
       "59   CVAR_DOSSIER__YTECSPE1        YTA75_0   YTECSPE1        YTA75        YTECSPE1.YTA75\n",
       "60   CVAR_DOSSIER__YTECSPE1        YTA78_0   YTECSPE1        YTA78        YTECSPE1.YTA78\n",
       "61   CVAR_DOSSIER__YTECSPE1        YTB40_0   YTECSPE1        YTB40        YTECSPE1.YTB40\n",
       "62   CVAR_DOSSIER__YTECSPE1        YTL01_0   YTECSPE1        YTL01        YTECSPE1.YTL01\n",
       "63   CVAR_DOSSIER__YTECSPE1        YTL05_0   YTECSPE1        YTL05        YTECSPE1.YTL05\n",
       "64   CVAR_DOSSIER__YTECSPE1        YTL14_0   YTECSPE1        YTL14        YTECSPE1.YTL14\n",
       "65   CVAR_DOSSIER__YTECSPE1        YTL15_0   YTECSPE1        YTL15        YTECSPE1.YTL15\n",
       "66   CVAR_DOSSIER__YTECSPE1        YTL18_0   YTECSPE1        YTL18        YTECSPE1.YTL18"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_table_stc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "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>designation_champ_sortie</th>\n",
       "      <th>tablechamp_v8</th>\n",
       "      <th>table_v8</th>\n",
       "      <th>champ_v8</th>\n",
       "      <th>tablechamp_v12</th>\n",
       "      <th>table_v12</th>\n",
       "      <th>champ_v12</th>\n",
       "      <th>_merge</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Wag_Code Machine</td>\n",
       "      <td>MACHINEFL.MACNUM</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>MACNUM</td>\n",
       "      <td>XRMWMACPAR00.MACNUM</td>\n",
       "      <td>XRMWMACPAR00</td>\n",
       "      <td>MACNUM</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Wag_Code Catégorie de wagon</td>\n",
       "      <td>MACHINEFL.MACTYP</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>MACTYP</td>\n",
       "      <td>XRMWMACPAR00.MACTYP</td>\n",
       "      <td>XRMWMACPAR00</td>\n",
       "      <td>MACTYP</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>N° de série</td>\n",
       "      <td>MACHINEFL.SERNUM</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>SERNUM</td>\n",
       "      <td>XRMWMACPAR00.SERNUM</td>\n",
       "      <td>XRMWMACPAR00</td>\n",
       "      <td>SERNUM</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>N° Plan maintenance</td>\n",
       "      <td>MACHINEFL.YPLNMCE</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YPLNMCE</td>\n",
       "      <td>XRMWMPL.YMPNUM</td>\n",
       "      <td>XRMWMPL</td>\n",
       "      <td>YMPNUM</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Wag_N° Immatriculation</td>\n",
       "      <td>MACHINEFL.YSA01</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSA01</td>\n",
       "      <td>XRMWMACIMM00.YHI00</td>\n",
       "      <td>XRMWMACIMM00</td>\n",
       "      <td>YHI00</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Wag_Pool mat (gérant)</td>\n",
       "      <td>MACHINEFL.YSA04</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSA04</td>\n",
       "      <td>XRMWMACPAR01.YSA04</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSA04</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Wag_Etat du matériel</td>\n",
       "      <td>MACHINEFL.YSA09</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSA09</td>\n",
       "      <td>XRMWMACPAR01.YSA09</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSA09</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Wag_Code Pool Essieu</td>\n",
       "      <td>MACHINEFL.YSA41</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSA41</td>\n",
       "      <td>XRMWMACPAR01.YSA41</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSA41</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Wag_Date d'entrée sur parc</td>\n",
       "      <td>MACHINEFL.YSG01</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG01</td>\n",
       "      <td>XRMWMACPAR01.YSG01</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG01</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Wag_Date désimmatriculation</td>\n",
       "      <td>MACHINEFL.YSG02</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG02</td>\n",
       "      <td>XRMWMACPAR01.YSG02</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG02</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Wag_Mandataire</td>\n",
       "      <td>MACHINEFL.YSG04</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG04</td>\n",
       "      <td>XRMWMACPAR01.YSG04</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG04</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Wag_Gestionnaire</td>\n",
       "      <td>MACHINEFL.YSG05</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG05</td>\n",
       "      <td>XRMWMACPAR01.YSG05</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG05</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Wag_Détenteur immatric</td>\n",
       "      <td>MACHINEFL.YSG06</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG06</td>\n",
       "      <td>XRMWMACPAR01.YSG06</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG06</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Wag_Code Exploitant technique</td>\n",
       "      <td>MACHINEFL.YSG07</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG07</td>\n",
       "      <td>XRMWMACPAR01.YSG07</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG07</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Wag_Code Exploitant commercial</td>\n",
       "      <td>MACHINEFL.YSG08</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG08</td>\n",
       "      <td>XRMWMACPAR01.YSG08</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG08</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Wag_Suivi investissement (CAPEX)</td>\n",
       "      <td>MACHINEFL.YSG17</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG17</td>\n",
       "      <td>XRMWMACPAR01.YSG17</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG17</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Wag_ECM</td>\n",
       "      <td>MACHINEFL.YSG33</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG33</td>\n",
       "      <td>XRMWMACPAR01.YSG33</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG33</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Wag_Ref Construction</td>\n",
       "      <td>MACHINEFL.YTA02</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YTA02</td>\n",
       "      <td>XRMWMACPAR01.YTA02</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YTA02</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Wag_Code Type de Wagon</td>\n",
       "      <td>MACHINEFL.YTA03</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YTA03</td>\n",
       "      <td>XRMWMACPAR01.YTA03</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YTA03</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Date 1ère immatric</td>\n",
       "      <td>MACHINEFL.YTA05</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YTA05</td>\n",
       "      <td>XRMWMACPAR01.YTA05</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YTA05</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Wag_Code Constructeur</td>\n",
       "      <td>MACHINEFL.YTA08</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YTA08</td>\n",
       "      <td>XRMWMACPAR01.YTA08</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YTA08</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Wag_Catég Commerciale</td>\n",
       "      <td>MACHINEFL.ZCATCOMM</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>ZCATCOMM</td>\n",
       "      <td>XRMWMACPAR02.CATCOMM</td>\n",
       "      <td>XRMWMACPAR02</td>\n",
       "      <td>CATCOMM</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Wag_Catég gestion</td>\n",
       "      <td>MACHINEFL.ZCATGEST</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>ZCATGEST</td>\n",
       "      <td>XRMWMACPAR02.CATGEST</td>\n",
       "      <td>XRMWMACPAR02</td>\n",
       "      <td>CATGEST</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Wag_Code Flag RSRD</td>\n",
       "      <td>MACHINEFL.ZRSRDFLG</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>ZRSRDFLG</td>\n",
       "      <td>XRMWMACPAR03.ZRSRDFLG</td>\n",
       "      <td>XRMWMACPAR03</td>\n",
       "      <td>ZRSRDFLG</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Wag_Mise à jour RSRD</td>\n",
       "      <td>MACHINEFL.ZRSRDMAJ</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>ZRSRDMAJ</td>\n",
       "      <td>XRMWMACPAR03.ZRSRDMAJ</td>\n",
       "      <td>XRMWMACPAR03</td>\n",
       "      <td>ZRSRDMAJ</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Wag_Commentaire RSRD</td>\n",
       "      <td>MACHINEFL.ZRSRDREM</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>ZRSRDREM</td>\n",
       "      <td>XRMWMACPAR03.ZRSRDREM</td>\n",
       "      <td>XRMWMACPAR03</td>\n",
       "      <td>ZRSRDREM</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>NaN</td>\n",
       "      <td>MACHINES.MACNUM</td>\n",
       "      <td>MACHINES</td>\n",
       "      <td>MACNUM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>left_only</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Wag_PC Origine</td>\n",
       "      <td>MACHINES.SALFCY</td>\n",
       "      <td>MACHINES</td>\n",
       "      <td>SALFCY</td>\n",
       "      <td>XRMWMACPAR00.SALFCY</td>\n",
       "      <td>XRMWMACPAR00</td>\n",
       "      <td>SALFCY</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Libellé Plan de maintenance</td>\n",
       "      <td>YMAINPLAN.YMPLIB</td>\n",
       "      <td>YMAINPLAN</td>\n",
       "      <td>YMPLIB</td>\n",
       "      <td>XRMWMPL.YMPLIB</td>\n",
       "      <td>XRMWMPL</td>\n",
       "      <td>YMPLIB</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>NaN</td>\n",
       "      <td>YMAINPLAN.YMPNUM</td>\n",
       "      <td>YMAINPLAN</td>\n",
       "      <td>YMPNUM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>left_only</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>NaN</td>\n",
       "      <td>YPARCWAG.SERNUM</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>SERNUM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>left_only</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Wag_code retour PMA</td>\n",
       "      <td>YPARCWAG.XLOG</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>XLOG</td>\n",
       "      <td>XRMWMACMIL01.XLOG</td>\n",
       "      <td>XRMWMACMIL01</td>\n",
       "      <td>XLOG</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Wag_Parcours moyen annuel</td>\n",
       "      <td>YPARCWAG.XPMA</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>XPMA</td>\n",
       "      <td>XRMWMACMIL01.XPMA</td>\n",
       "      <td>XRMWMACMIL01</td>\n",
       "      <td>XPMA</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Wag_Code client utilisateur</td>\n",
       "      <td>YPARCWAG.YBPCUSR</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>YBPCUSR</td>\n",
       "      <td>XRMWCONMAC.BPCUSR</td>\n",
       "      <td>XRMWCONMAC</td>\n",
       "      <td>BPCUSR</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Wag_contrat avenant</td>\n",
       "      <td>YPARCWAG.YCONREV</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>YCONREV</td>\n",
       "      <td>XRMWCONMAC.CONREV</td>\n",
       "      <td>XRMWCONMAC</td>\n",
       "      <td>CONREV</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Wag_Prochaine opération périodique</td>\n",
       "      <td>YPARCWAG.YDATNEXTREV</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>YDATNEXTREV</td>\n",
       "      <td>WXRMWPRGDAT.DATENEXTREV</td>\n",
       "      <td>WXRMWPRGDAT</td>\n",
       "      <td>DATENEXTREV</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Wag_Etat commercial</td>\n",
       "      <td>YPARCWAG.YSG28</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>YSG28</td>\n",
       "      <td>WXRMWMACXON0.YSG28</td>\n",
       "      <td>WXRMWMACXON0</td>\n",
       "      <td>YSG28</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Wag_Code Statut</td>\n",
       "      <td>YPARCWAG.YSTATITM</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>YSTATITM</td>\n",
       "      <td>XRMWMACPAR04.STATITM</td>\n",
       "      <td>XRMWMACPAR04</td>\n",
       "      <td>STATITM</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>NaN</td>\n",
       "      <td>YTECSPE1.SERNUM</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>SERNUM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>left_only</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Wag_Aptitude à l'interopérabilité</td>\n",
       "      <td>YTECSPE1.XAIO</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>XAIO</td>\n",
       "      <td>XRMW1TSP01.XAIO</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>XAIO</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Wag_Tare</td>\n",
       "      <td>YTECSPE1.YTA16I</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA16I</td>\n",
       "      <td>XRMW1TSP01.YTA16</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTA16</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Wag_Longueur hors tout</td>\n",
       "      <td>YTECSPE1.YTA42</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA42</td>\n",
       "      <td>XRMW1TSP01.YTA42</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTA42</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Wag_Longueur de pesage</td>\n",
       "      <td>YTECSPE1.YTA43</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA43</td>\n",
       "      <td>XRMW1TSP01.YTA43</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTA43</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Wag_Empattement châssis</td>\n",
       "      <td>YTECSPE1.YTA44</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA44</td>\n",
       "      <td>XRMW1TSP01.YTA44</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTA44</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Wag_Inscription courbe</td>\n",
       "      <td>YTECSPE1.YTA45</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA45</td>\n",
       "      <td>XRMW1TSP01.YTA45</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTA45</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Wag_Code Type de bogie</td>\n",
       "      <td>YTECSPE1.YTA47</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA47</td>\n",
       "      <td>XRMW1TSP03.YTA47</td>\n",
       "      <td>XRMW1TSP03</td>\n",
       "      <td>YTA47</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Wag_Code Suspension</td>\n",
       "      <td>YTECSPE1.YTA48</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA48</td>\n",
       "      <td>XRMW1TSP08.YTA48</td>\n",
       "      <td>XRMW1TSP08</td>\n",
       "      <td>YTA48</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Wag_Décal axe citerne</td>\n",
       "      <td>YTECSPE1.YTA55</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA55</td>\n",
       "      <td>XRMW1TSP02.YTA55</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA55</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Wag_Empattement bogie</td>\n",
       "      <td>YTECSPE1.YTA56</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA56</td>\n",
       "      <td>YATABDIV.NO1</td>\n",
       "      <td>YATABDIV</td>\n",
       "      <td>NO1</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Wag_Code Type de frein à main</td>\n",
       "      <td>YTECSPE1.YTA61</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA61</td>\n",
       "      <td>XRMW1TSP02.YTA61</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA61</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Wag_Code Type de distributeur</td>\n",
       "      <td>YTECSPE1.YTA62</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA62</td>\n",
       "      <td>XRMW1TSP02.YTA62</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA62</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Wag_Code Vide charge</td>\n",
       "      <td>YTECSPE1.YTA64</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA64</td>\n",
       "      <td>XRMW1TSP02.YTA64</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA64</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Wag_Code Configuration des semelles</td>\n",
       "      <td>YTECSPE1.YTA67A</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA67A</td>\n",
       "      <td>XRMW1TSP02.YTA67A</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA67A</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Wag_Code Type de semelle</td>\n",
       "      <td>YTECSPE1.YTA67B</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA67B</td>\n",
       "      <td>XRMW1TSP02.YTA67B</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA67B</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Wag_Masse freinée à vide</td>\n",
       "      <td>YTECSPE1.YTA70</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA70</td>\n",
       "      <td>XRMW1TSP02.YTA70</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA70</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Wag_Masse freinée en charge</td>\n",
       "      <td>YTECSPE1.YTA71</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA71</td>\n",
       "      <td>XRMW1TSP02.YTA71</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA71</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Wag_Masse freinée changement de régime</td>\n",
       "      <td>YTECSPE1.YTA72</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA72</td>\n",
       "      <td>XRMW1TSP02.YTA72</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA72</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Wag_N° Distributeur</td>\n",
       "      <td>YTECSPE1.YTA73</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA73</td>\n",
       "      <td>XRMW1TSP02.YTA73</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA73</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Wag_Masse freinée du frein à main (t)</td>\n",
       "      <td>YTECSPE1.YTA74</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA74</td>\n",
       "      <td>XRMW1TSP02.YTA74</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA74</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Wag_Effort de retenue (Kn)</td>\n",
       "      <td>YTECSPE1.YTA75</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA75</td>\n",
       "      <td>XRMW1TSP02.YTA75</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA75</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Wag_Code Valve pesée</td>\n",
       "      <td>YTECSPE1.YTA78</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA78</td>\n",
       "      <td>XRMW1TSP02.YTA78</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA78</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Wag_N° Distributeur secondaire</td>\n",
       "      <td>YTECSPE1.YTB40</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTB40</td>\n",
       "      <td>XRMW1TSP02.YTB40</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTB40</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Wag_Code RID</td>\n",
       "      <td>YTECSPE1.YTL01</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTL01</td>\n",
       "      <td>XRMW1TSP01.YTL01</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTL01</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Wag_Marquage littéral</td>\n",
       "      <td>YTECSPE1.YTL05</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTL05</td>\n",
       "      <td>XRMW1TSP01.YTL05</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTL05</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Wag_Code Type de distributeur secondaire</td>\n",
       "      <td>YTECSPE1.YTL14</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTL14</td>\n",
       "      <td>XRMW1TSP02.YTL14</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTL14</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Wag_Gabarit</td>\n",
       "      <td>YTECSPE1.YTL15</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTL15</td>\n",
       "      <td>XRMW1TSP01.YTL15</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTL15</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Wag_Date revision distributeur</td>\n",
       "      <td>YTECSPE1.YTL18</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTL18</td>\n",
       "      <td>XRMW1TSP02.YTL18</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTL18</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    designation_champ_sortie         tablechamp_v8   table_v8     champ_v8           tablechamp_v12     table_v12    champ_v12     _merge\n",
       "0                           Wag_Code Machine      MACHINEFL.MACNUM  MACHINEFL       MACNUM      XRMWMACPAR00.MACNUM  XRMWMACPAR00       MACNUM       both\n",
       "1                Wag_Code Catégorie de wagon      MACHINEFL.MACTYP  MACHINEFL       MACTYP      XRMWMACPAR00.MACTYP  XRMWMACPAR00       MACTYP       both\n",
       "2                                N° de série      MACHINEFL.SERNUM  MACHINEFL       SERNUM      XRMWMACPAR00.SERNUM  XRMWMACPAR00       SERNUM       both\n",
       "3                        N° Plan maintenance     MACHINEFL.YPLNMCE  MACHINEFL      YPLNMCE           XRMWMPL.YMPNUM       XRMWMPL       YMPNUM       both\n",
       "4                     Wag_N° Immatriculation       MACHINEFL.YSA01  MACHINEFL        YSA01       XRMWMACIMM00.YHI00  XRMWMACIMM00        YHI00       both\n",
       "5                      Wag_Pool mat (gérant)       MACHINEFL.YSA04  MACHINEFL        YSA04       XRMWMACPAR01.YSA04  XRMWMACPAR01        YSA04       both\n",
       "6                       Wag_Etat du matériel       MACHINEFL.YSA09  MACHINEFL        YSA09       XRMWMACPAR01.YSA09  XRMWMACPAR01        YSA09       both\n",
       "7                       Wag_Code Pool Essieu       MACHINEFL.YSA41  MACHINEFL        YSA41       XRMWMACPAR01.YSA41  XRMWMACPAR01        YSA41       both\n",
       "8                 Wag_Date d'entrée sur parc       MACHINEFL.YSG01  MACHINEFL        YSG01       XRMWMACPAR01.YSG01  XRMWMACPAR01        YSG01       both\n",
       "9                Wag_Date désimmatriculation       MACHINEFL.YSG02  MACHINEFL        YSG02       XRMWMACPAR01.YSG02  XRMWMACPAR01        YSG02       both\n",
       "10                            Wag_Mandataire       MACHINEFL.YSG04  MACHINEFL        YSG04       XRMWMACPAR01.YSG04  XRMWMACPAR01        YSG04       both\n",
       "11                          Wag_Gestionnaire       MACHINEFL.YSG05  MACHINEFL        YSG05       XRMWMACPAR01.YSG05  XRMWMACPAR01        YSG05       both\n",
       "12                    Wag_Détenteur immatric       MACHINEFL.YSG06  MACHINEFL        YSG06       XRMWMACPAR01.YSG06  XRMWMACPAR01        YSG06       both\n",
       "13             Wag_Code Exploitant technique       MACHINEFL.YSG07  MACHINEFL        YSG07       XRMWMACPAR01.YSG07  XRMWMACPAR01        YSG07       both\n",
       "14            Wag_Code Exploitant commercial       MACHINEFL.YSG08  MACHINEFL        YSG08       XRMWMACPAR01.YSG08  XRMWMACPAR01        YSG08       both\n",
       "15          Wag_Suivi investissement (CAPEX)       MACHINEFL.YSG17  MACHINEFL        YSG17       XRMWMACPAR01.YSG17  XRMWMACPAR01        YSG17       both\n",
       "16                                   Wag_ECM       MACHINEFL.YSG33  MACHINEFL        YSG33       XRMWMACPAR01.YSG33  XRMWMACPAR01        YSG33       both\n",
       "17                      Wag_Ref Construction       MACHINEFL.YTA02  MACHINEFL        YTA02       XRMWMACPAR01.YTA02  XRMWMACPAR01        YTA02       both\n",
       "18                    Wag_Code Type de Wagon       MACHINEFL.YTA03  MACHINEFL        YTA03       XRMWMACPAR01.YTA03  XRMWMACPAR01        YTA03       both\n",
       "19                        Date 1ère immatric       MACHINEFL.YTA05  MACHINEFL        YTA05       XRMWMACPAR01.YTA05  XRMWMACPAR01        YTA05       both\n",
       "20                     Wag_Code Constructeur       MACHINEFL.YTA08  MACHINEFL        YTA08       XRMWMACPAR01.YTA08  XRMWMACPAR01        YTA08       both\n",
       "21                     Wag_Catég Commerciale    MACHINEFL.ZCATCOMM  MACHINEFL     ZCATCOMM     XRMWMACPAR02.CATCOMM  XRMWMACPAR02      CATCOMM       both\n",
       "22                         Wag_Catég gestion    MACHINEFL.ZCATGEST  MACHINEFL     ZCATGEST     XRMWMACPAR02.CATGEST  XRMWMACPAR02      CATGEST       both\n",
       "23                        Wag_Code Flag RSRD    MACHINEFL.ZRSRDFLG  MACHINEFL     ZRSRDFLG    XRMWMACPAR03.ZRSRDFLG  XRMWMACPAR03     ZRSRDFLG       both\n",
       "24                      Wag_Mise à jour RSRD    MACHINEFL.ZRSRDMAJ  MACHINEFL     ZRSRDMAJ    XRMWMACPAR03.ZRSRDMAJ  XRMWMACPAR03     ZRSRDMAJ       both\n",
       "25                      Wag_Commentaire RSRD    MACHINEFL.ZRSRDREM  MACHINEFL     ZRSRDREM    XRMWMACPAR03.ZRSRDREM  XRMWMACPAR03     ZRSRDREM       both\n",
       "26                                       NaN       MACHINES.MACNUM   MACHINES       MACNUM                      NaN           NaN          NaN  left_only\n",
       "27                            Wag_PC Origine       MACHINES.SALFCY   MACHINES       SALFCY      XRMWMACPAR00.SALFCY  XRMWMACPAR00       SALFCY       both\n",
       "28               Libellé Plan de maintenance      YMAINPLAN.YMPLIB  YMAINPLAN       YMPLIB           XRMWMPL.YMPLIB       XRMWMPL       YMPLIB       both\n",
       "29                                       NaN      YMAINPLAN.YMPNUM  YMAINPLAN       YMPNUM                      NaN           NaN          NaN  left_only\n",
       "30                                       NaN       YPARCWAG.SERNUM   YPARCWAG       SERNUM                      NaN           NaN          NaN  left_only\n",
       "31                       Wag_code retour PMA         YPARCWAG.XLOG   YPARCWAG         XLOG        XRMWMACMIL01.XLOG  XRMWMACMIL01         XLOG       both\n",
       "32                 Wag_Parcours moyen annuel         YPARCWAG.XPMA   YPARCWAG         XPMA        XRMWMACMIL01.XPMA  XRMWMACMIL01         XPMA       both\n",
       "33               Wag_Code client utilisateur      YPARCWAG.YBPCUSR   YPARCWAG      YBPCUSR        XRMWCONMAC.BPCUSR    XRMWCONMAC       BPCUSR       both\n",
       "34                       Wag_contrat avenant      YPARCWAG.YCONREV   YPARCWAG      YCONREV        XRMWCONMAC.CONREV    XRMWCONMAC       CONREV       both\n",
       "35        Wag_Prochaine opération périodique  YPARCWAG.YDATNEXTREV   YPARCWAG  YDATNEXTREV  WXRMWPRGDAT.DATENEXTREV   WXRMWPRGDAT  DATENEXTREV       both\n",
       "36                       Wag_Etat commercial        YPARCWAG.YSG28   YPARCWAG        YSG28       WXRMWMACXON0.YSG28  WXRMWMACXON0        YSG28       both\n",
       "37                           Wag_Code Statut     YPARCWAG.YSTATITM   YPARCWAG     YSTATITM     XRMWMACPAR04.STATITM  XRMWMACPAR04      STATITM       both\n",
       "38                                       NaN       YTECSPE1.SERNUM   YTECSPE1       SERNUM                      NaN           NaN          NaN  left_only\n",
       "39         Wag_Aptitude à l'interopérabilité         YTECSPE1.XAIO   YTECSPE1         XAIO          XRMW1TSP01.XAIO    XRMW1TSP01         XAIO       both\n",
       "40                                  Wag_Tare       YTECSPE1.YTA16I   YTECSPE1       YTA16I         XRMW1TSP01.YTA16    XRMW1TSP01        YTA16       both\n",
       "41                    Wag_Longueur hors tout        YTECSPE1.YTA42   YTECSPE1        YTA42         XRMW1TSP01.YTA42    XRMW1TSP01        YTA42       both\n",
       "42                    Wag_Longueur de pesage        YTECSPE1.YTA43   YTECSPE1        YTA43         XRMW1TSP01.YTA43    XRMW1TSP01        YTA43       both\n",
       "43                   Wag_Empattement châssis        YTECSPE1.YTA44   YTECSPE1        YTA44         XRMW1TSP01.YTA44    XRMW1TSP01        YTA44       both\n",
       "44                    Wag_Inscription courbe        YTECSPE1.YTA45   YTECSPE1        YTA45         XRMW1TSP01.YTA45    XRMW1TSP01        YTA45       both\n",
       "45                    Wag_Code Type de bogie        YTECSPE1.YTA47   YTECSPE1        YTA47         XRMW1TSP03.YTA47    XRMW1TSP03        YTA47       both\n",
       "46                       Wag_Code Suspension        YTECSPE1.YTA48   YTECSPE1        YTA48         XRMW1TSP08.YTA48    XRMW1TSP08        YTA48       both\n",
       "47                     Wag_Décal axe citerne        YTECSPE1.YTA55   YTECSPE1        YTA55         XRMW1TSP02.YTA55    XRMW1TSP02        YTA55       both\n",
       "48                     Wag_Empattement bogie        YTECSPE1.YTA56   YTECSPE1        YTA56             YATABDIV.NO1      YATABDIV          NO1       both\n",
       "49             Wag_Code Type de frein à main        YTECSPE1.YTA61   YTECSPE1        YTA61         XRMW1TSP02.YTA61    XRMW1TSP02        YTA61       both\n",
       "50             Wag_Code Type de distributeur        YTECSPE1.YTA62   YTECSPE1        YTA62         XRMW1TSP02.YTA62    XRMW1TSP02        YTA62       both\n",
       "51                      Wag_Code Vide charge        YTECSPE1.YTA64   YTECSPE1        YTA64         XRMW1TSP02.YTA64    XRMW1TSP02        YTA64       both\n",
       "52       Wag_Code Configuration des semelles       YTECSPE1.YTA67A   YTECSPE1       YTA67A        XRMW1TSP02.YTA67A    XRMW1TSP02       YTA67A       both\n",
       "53                 Wag_Code Type de semelle        YTECSPE1.YTA67B   YTECSPE1       YTA67B        XRMW1TSP02.YTA67B    XRMW1TSP02       YTA67B       both\n",
       "54                  Wag_Masse freinée à vide        YTECSPE1.YTA70   YTECSPE1        YTA70         XRMW1TSP02.YTA70    XRMW1TSP02        YTA70       both\n",
       "55               Wag_Masse freinée en charge        YTECSPE1.YTA71   YTECSPE1        YTA71         XRMW1TSP02.YTA71    XRMW1TSP02        YTA71       both\n",
       "56    Wag_Masse freinée changement de régime        YTECSPE1.YTA72   YTECSPE1        YTA72         XRMW1TSP02.YTA72    XRMW1TSP02        YTA72       both\n",
       "57                       Wag_N° Distributeur        YTECSPE1.YTA73   YTECSPE1        YTA73         XRMW1TSP02.YTA73    XRMW1TSP02        YTA73       both\n",
       "58     Wag_Masse freinée du frein à main (t)        YTECSPE1.YTA74   YTECSPE1        YTA74         XRMW1TSP02.YTA74    XRMW1TSP02        YTA74       both\n",
       "59                Wag_Effort de retenue (Kn)        YTECSPE1.YTA75   YTECSPE1        YTA75         XRMW1TSP02.YTA75    XRMW1TSP02        YTA75       both\n",
       "60                      Wag_Code Valve pesée        YTECSPE1.YTA78   YTECSPE1        YTA78         XRMW1TSP02.YTA78    XRMW1TSP02        YTA78       both\n",
       "61            Wag_N° Distributeur secondaire        YTECSPE1.YTB40   YTECSPE1        YTB40         XRMW1TSP02.YTB40    XRMW1TSP02        YTB40       both\n",
       "62                              Wag_Code RID        YTECSPE1.YTL01   YTECSPE1        YTL01         XRMW1TSP01.YTL01    XRMW1TSP01        YTL01       both\n",
       "63                     Wag_Marquage littéral        YTECSPE1.YTL05   YTECSPE1        YTL05         XRMW1TSP01.YTL05    XRMW1TSP01        YTL05       both\n",
       "64  Wag_Code Type de distributeur secondaire        YTECSPE1.YTL14   YTECSPE1        YTL14         XRMW1TSP02.YTL14    XRMW1TSP02        YTL14       both\n",
       "65                               Wag_Gabarit        YTECSPE1.YTL15   YTECSPE1        YTL15         XRMW1TSP01.YTL15    XRMW1TSP01        YTL15       both\n",
       "66            Wag_Date revision distributeur        YTECSPE1.YTL18   YTECSPE1        YTL18         XRMW1TSP02.YTL18    XRMW1TSP02        YTL18       both"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Fusionner (merge) du dataframe provenant de l'EOM et du dataframe provenant de la requête SQL V8 Sans Tableau des Charges\n",
    "df_table_m = pd.merge(\n",
    "    left=df_table_stc,\n",
    "    right=df_eom,\n",
    "    on=\"tablechamp_v8\",\n",
    "    how=\"outer\",\n",
    "    indicator=True\n",
    "    )\n",
    "df_table_m.drop(columns=[\"table\",\"champ\",\"table_v8_y\",\"champ_v8_y\"],inplace=True)\n",
    "df_table_m = df_table_m[[\"designation_champ_sortie\",\"tablechamp_v8\",\"table_v8_x\",\"champ_v8_x\",\"tablechamp_v12\",\"table_v12\",\"champ_v12\",\"_merge\"]]\n",
    "df_table_m.rename(columns={\"table_v8_x\":\"table_v8\", \"champ_v8_x\":\"champ_v8\"},inplace=True)\n",
    "df_table_m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "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>designation_champ_sortie</th>\n",
       "      <th>tablechamp_v8</th>\n",
       "      <th>table_v8</th>\n",
       "      <th>champ_v8</th>\n",
       "      <th>tablechamp_v12</th>\n",
       "      <th>table_v12</th>\n",
       "      <th>champ_v12</th>\n",
       "      <th>_merge</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>NaN</td>\n",
       "      <td>MACHINES.MACNUM</td>\n",
       "      <td>MACHINES</td>\n",
       "      <td>MACNUM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>left_only</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>NaN</td>\n",
       "      <td>YMAINPLAN.YMPNUM</td>\n",
       "      <td>YMAINPLAN</td>\n",
       "      <td>YMPNUM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>left_only</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>NaN</td>\n",
       "      <td>YPARCWAG.SERNUM</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>SERNUM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>left_only</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>NaN</td>\n",
       "      <td>YTECSPE1.SERNUM</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>SERNUM</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": [
       "   designation_champ_sortie     tablechamp_v8   table_v8 champ_v8 tablechamp_v12 table_v12 champ_v12     _merge\n",
       "26                      NaN   MACHINES.MACNUM   MACHINES   MACNUM            NaN       NaN       NaN  left_only\n",
       "29                      NaN  YMAINPLAN.YMPNUM  YMAINPLAN   YMPNUM            NaN       NaN       NaN  left_only\n",
       "30                      NaN   YPARCWAG.SERNUM   YPARCWAG   SERNUM            NaN       NaN       NaN  left_only\n",
       "38                      NaN   YTECSPE1.SERNUM   YTECSPE1   SERNUM            NaN       NaN       NaN  left_only"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_champ_absent_v12 = df_table_m[df_table_m[\"_merge\"]==\"left_only\"]\n",
    "df_champ_absent_v12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "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>designation_champ_sortie</th>\n",
       "      <th>tablechamp_v8</th>\n",
       "      <th>table_v8</th>\n",
       "      <th>champ_v8</th>\n",
       "      <th>tablechamp_v12</th>\n",
       "      <th>table_v12</th>\n",
       "      <th>champ_v12</th>\n",
       "      <th>_merge</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Wag_Code Machine</td>\n",
       "      <td>MACHINEFL.MACNUM</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>MACNUM</td>\n",
       "      <td>XRMWMACPAR00.MACNUM</td>\n",
       "      <td>XRMWMACPAR00</td>\n",
       "      <td>MACNUM</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Wag_Code Catégorie de wagon</td>\n",
       "      <td>MACHINEFL.MACTYP</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>MACTYP</td>\n",
       "      <td>XRMWMACPAR00.MACTYP</td>\n",
       "      <td>XRMWMACPAR00</td>\n",
       "      <td>MACTYP</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>N° de série</td>\n",
       "      <td>MACHINEFL.SERNUM</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>SERNUM</td>\n",
       "      <td>XRMWMACPAR00.SERNUM</td>\n",
       "      <td>XRMWMACPAR00</td>\n",
       "      <td>SERNUM</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>N° Plan maintenance</td>\n",
       "      <td>MACHINEFL.YPLNMCE</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YPLNMCE</td>\n",
       "      <td>XRMWMPL.YMPNUM</td>\n",
       "      <td>XRMWMPL</td>\n",
       "      <td>YMPNUM</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Wag_N° Immatriculation</td>\n",
       "      <td>MACHINEFL.YSA01</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSA01</td>\n",
       "      <td>XRMWMACIMM00.YHI00</td>\n",
       "      <td>XRMWMACIMM00</td>\n",
       "      <td>YHI00</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Wag_Pool mat (gérant)</td>\n",
       "      <td>MACHINEFL.YSA04</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSA04</td>\n",
       "      <td>XRMWMACPAR01.YSA04</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSA04</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Wag_Etat du matériel</td>\n",
       "      <td>MACHINEFL.YSA09</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSA09</td>\n",
       "      <td>XRMWMACPAR01.YSA09</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSA09</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Wag_Code Pool Essieu</td>\n",
       "      <td>MACHINEFL.YSA41</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSA41</td>\n",
       "      <td>XRMWMACPAR01.YSA41</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSA41</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Wag_Date d'entrée sur parc</td>\n",
       "      <td>MACHINEFL.YSG01</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG01</td>\n",
       "      <td>XRMWMACPAR01.YSG01</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG01</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Wag_Date désimmatriculation</td>\n",
       "      <td>MACHINEFL.YSG02</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG02</td>\n",
       "      <td>XRMWMACPAR01.YSG02</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG02</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Wag_Mandataire</td>\n",
       "      <td>MACHINEFL.YSG04</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG04</td>\n",
       "      <td>XRMWMACPAR01.YSG04</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG04</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Wag_Gestionnaire</td>\n",
       "      <td>MACHINEFL.YSG05</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG05</td>\n",
       "      <td>XRMWMACPAR01.YSG05</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG05</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Wag_Détenteur immatric</td>\n",
       "      <td>MACHINEFL.YSG06</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG06</td>\n",
       "      <td>XRMWMACPAR01.YSG06</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG06</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Wag_Code Exploitant technique</td>\n",
       "      <td>MACHINEFL.YSG07</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG07</td>\n",
       "      <td>XRMWMACPAR01.YSG07</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG07</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Wag_Code Exploitant commercial</td>\n",
       "      <td>MACHINEFL.YSG08</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG08</td>\n",
       "      <td>XRMWMACPAR01.YSG08</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG08</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Wag_Suivi investissement (CAPEX)</td>\n",
       "      <td>MACHINEFL.YSG17</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG17</td>\n",
       "      <td>XRMWMACPAR01.YSG17</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG17</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Wag_ECM</td>\n",
       "      <td>MACHINEFL.YSG33</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG33</td>\n",
       "      <td>XRMWMACPAR01.YSG33</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG33</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Wag_Ref Construction</td>\n",
       "      <td>MACHINEFL.YTA02</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YTA02</td>\n",
       "      <td>XRMWMACPAR01.YTA02</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YTA02</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Wag_Code Type de Wagon</td>\n",
       "      <td>MACHINEFL.YTA03</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YTA03</td>\n",
       "      <td>XRMWMACPAR01.YTA03</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YTA03</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Date 1ère immatric</td>\n",
       "      <td>MACHINEFL.YTA05</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YTA05</td>\n",
       "      <td>XRMWMACPAR01.YTA05</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YTA05</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Wag_Code Constructeur</td>\n",
       "      <td>MACHINEFL.YTA08</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YTA08</td>\n",
       "      <td>XRMWMACPAR01.YTA08</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YTA08</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Wag_Catég Commerciale</td>\n",
       "      <td>MACHINEFL.ZCATCOMM</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>ZCATCOMM</td>\n",
       "      <td>XRMWMACPAR02.CATCOMM</td>\n",
       "      <td>XRMWMACPAR02</td>\n",
       "      <td>CATCOMM</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Wag_Catég gestion</td>\n",
       "      <td>MACHINEFL.ZCATGEST</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>ZCATGEST</td>\n",
       "      <td>XRMWMACPAR02.CATGEST</td>\n",
       "      <td>XRMWMACPAR02</td>\n",
       "      <td>CATGEST</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Wag_Code Flag RSRD</td>\n",
       "      <td>MACHINEFL.ZRSRDFLG</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>ZRSRDFLG</td>\n",
       "      <td>XRMWMACPAR03.ZRSRDFLG</td>\n",
       "      <td>XRMWMACPAR03</td>\n",
       "      <td>ZRSRDFLG</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Wag_Mise à jour RSRD</td>\n",
       "      <td>MACHINEFL.ZRSRDMAJ</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>ZRSRDMAJ</td>\n",
       "      <td>XRMWMACPAR03.ZRSRDMAJ</td>\n",
       "      <td>XRMWMACPAR03</td>\n",
       "      <td>ZRSRDMAJ</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Wag_Commentaire RSRD</td>\n",
       "      <td>MACHINEFL.ZRSRDREM</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>ZRSRDREM</td>\n",
       "      <td>XRMWMACPAR03.ZRSRDREM</td>\n",
       "      <td>XRMWMACPAR03</td>\n",
       "      <td>ZRSRDREM</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Wag_PC Origine</td>\n",
       "      <td>MACHINES.SALFCY</td>\n",
       "      <td>MACHINES</td>\n",
       "      <td>SALFCY</td>\n",
       "      <td>XRMWMACPAR00.SALFCY</td>\n",
       "      <td>XRMWMACPAR00</td>\n",
       "      <td>SALFCY</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Libellé Plan de maintenance</td>\n",
       "      <td>YMAINPLAN.YMPLIB</td>\n",
       "      <td>YMAINPLAN</td>\n",
       "      <td>YMPLIB</td>\n",
       "      <td>XRMWMPL.YMPLIB</td>\n",
       "      <td>XRMWMPL</td>\n",
       "      <td>YMPLIB</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Wag_code retour PMA</td>\n",
       "      <td>YPARCWAG.XLOG</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>XLOG</td>\n",
       "      <td>XRMWMACMIL01.XLOG</td>\n",
       "      <td>XRMWMACMIL01</td>\n",
       "      <td>XLOG</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Wag_Parcours moyen annuel</td>\n",
       "      <td>YPARCWAG.XPMA</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>XPMA</td>\n",
       "      <td>XRMWMACMIL01.XPMA</td>\n",
       "      <td>XRMWMACMIL01</td>\n",
       "      <td>XPMA</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Wag_Code client utilisateur</td>\n",
       "      <td>YPARCWAG.YBPCUSR</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>YBPCUSR</td>\n",
       "      <td>XRMWCONMAC.BPCUSR</td>\n",
       "      <td>XRMWCONMAC</td>\n",
       "      <td>BPCUSR</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Wag_contrat avenant</td>\n",
       "      <td>YPARCWAG.YCONREV</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>YCONREV</td>\n",
       "      <td>XRMWCONMAC.CONREV</td>\n",
       "      <td>XRMWCONMAC</td>\n",
       "      <td>CONREV</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Wag_Prochaine opération périodique</td>\n",
       "      <td>YPARCWAG.YDATNEXTREV</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>YDATNEXTREV</td>\n",
       "      <td>WXRMWPRGDAT.DATENEXTREV</td>\n",
       "      <td>WXRMWPRGDAT</td>\n",
       "      <td>DATENEXTREV</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Wag_Etat commercial</td>\n",
       "      <td>YPARCWAG.YSG28</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>YSG28</td>\n",
       "      <td>WXRMWMACXON0.YSG28</td>\n",
       "      <td>WXRMWMACXON0</td>\n",
       "      <td>YSG28</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Wag_Code Statut</td>\n",
       "      <td>YPARCWAG.YSTATITM</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>YSTATITM</td>\n",
       "      <td>XRMWMACPAR04.STATITM</td>\n",
       "      <td>XRMWMACPAR04</td>\n",
       "      <td>STATITM</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Wag_Aptitude à l'interopérabilité</td>\n",
       "      <td>YTECSPE1.XAIO</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>XAIO</td>\n",
       "      <td>XRMW1TSP01.XAIO</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>XAIO</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Wag_Tare</td>\n",
       "      <td>YTECSPE1.YTA16I</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA16I</td>\n",
       "      <td>XRMW1TSP01.YTA16</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTA16</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Wag_Longueur hors tout</td>\n",
       "      <td>YTECSPE1.YTA42</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA42</td>\n",
       "      <td>XRMW1TSP01.YTA42</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTA42</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Wag_Longueur de pesage</td>\n",
       "      <td>YTECSPE1.YTA43</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA43</td>\n",
       "      <td>XRMW1TSP01.YTA43</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTA43</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Wag_Empattement châssis</td>\n",
       "      <td>YTECSPE1.YTA44</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA44</td>\n",
       "      <td>XRMW1TSP01.YTA44</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTA44</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Wag_Inscription courbe</td>\n",
       "      <td>YTECSPE1.YTA45</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA45</td>\n",
       "      <td>XRMW1TSP01.YTA45</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTA45</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Wag_Code Type de bogie</td>\n",
       "      <td>YTECSPE1.YTA47</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA47</td>\n",
       "      <td>XRMW1TSP03.YTA47</td>\n",
       "      <td>XRMW1TSP03</td>\n",
       "      <td>YTA47</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Wag_Code Suspension</td>\n",
       "      <td>YTECSPE1.YTA48</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA48</td>\n",
       "      <td>XRMW1TSP08.YTA48</td>\n",
       "      <td>XRMW1TSP08</td>\n",
       "      <td>YTA48</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Wag_Décal axe citerne</td>\n",
       "      <td>YTECSPE1.YTA55</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA55</td>\n",
       "      <td>XRMW1TSP02.YTA55</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA55</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Wag_Empattement bogie</td>\n",
       "      <td>YTECSPE1.YTA56</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA56</td>\n",
       "      <td>YATABDIV.NO1</td>\n",
       "      <td>YATABDIV</td>\n",
       "      <td>NO1</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Wag_Code Type de frein à main</td>\n",
       "      <td>YTECSPE1.YTA61</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA61</td>\n",
       "      <td>XRMW1TSP02.YTA61</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA61</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Wag_Code Type de distributeur</td>\n",
       "      <td>YTECSPE1.YTA62</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA62</td>\n",
       "      <td>XRMW1TSP02.YTA62</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA62</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Wag_Code Vide charge</td>\n",
       "      <td>YTECSPE1.YTA64</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA64</td>\n",
       "      <td>XRMW1TSP02.YTA64</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA64</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Wag_Code Configuration des semelles</td>\n",
       "      <td>YTECSPE1.YTA67A</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA67A</td>\n",
       "      <td>XRMW1TSP02.YTA67A</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA67A</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Wag_Code Type de semelle</td>\n",
       "      <td>YTECSPE1.YTA67B</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA67B</td>\n",
       "      <td>XRMW1TSP02.YTA67B</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA67B</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Wag_Masse freinée à vide</td>\n",
       "      <td>YTECSPE1.YTA70</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA70</td>\n",
       "      <td>XRMW1TSP02.YTA70</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA70</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Wag_Masse freinée en charge</td>\n",
       "      <td>YTECSPE1.YTA71</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA71</td>\n",
       "      <td>XRMW1TSP02.YTA71</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA71</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Wag_Masse freinée changement de régime</td>\n",
       "      <td>YTECSPE1.YTA72</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA72</td>\n",
       "      <td>XRMW1TSP02.YTA72</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA72</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Wag_N° Distributeur</td>\n",
       "      <td>YTECSPE1.YTA73</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA73</td>\n",
       "      <td>XRMW1TSP02.YTA73</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA73</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Wag_Masse freinée du frein à main (t)</td>\n",
       "      <td>YTECSPE1.YTA74</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA74</td>\n",
       "      <td>XRMW1TSP02.YTA74</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA74</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Wag_Effort de retenue (Kn)</td>\n",
       "      <td>YTECSPE1.YTA75</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA75</td>\n",
       "      <td>XRMW1TSP02.YTA75</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA75</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Wag_Code Valve pesée</td>\n",
       "      <td>YTECSPE1.YTA78</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA78</td>\n",
       "      <td>XRMW1TSP02.YTA78</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA78</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Wag_N° Distributeur secondaire</td>\n",
       "      <td>YTECSPE1.YTB40</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTB40</td>\n",
       "      <td>XRMW1TSP02.YTB40</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTB40</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Wag_Code RID</td>\n",
       "      <td>YTECSPE1.YTL01</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTL01</td>\n",
       "      <td>XRMW1TSP01.YTL01</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTL01</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Wag_Marquage littéral</td>\n",
       "      <td>YTECSPE1.YTL05</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTL05</td>\n",
       "      <td>XRMW1TSP01.YTL05</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTL05</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Wag_Code Type de distributeur secondaire</td>\n",
       "      <td>YTECSPE1.YTL14</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTL14</td>\n",
       "      <td>XRMW1TSP02.YTL14</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTL14</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Wag_Gabarit</td>\n",
       "      <td>YTECSPE1.YTL15</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTL15</td>\n",
       "      <td>XRMW1TSP01.YTL15</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTL15</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Wag_Date revision distributeur</td>\n",
       "      <td>YTECSPE1.YTL18</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTL18</td>\n",
       "      <td>XRMW1TSP02.YTL18</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTL18</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    designation_champ_sortie         tablechamp_v8   table_v8     champ_v8           tablechamp_v12     table_v12    champ_v12 _merge\n",
       "0                           Wag_Code Machine      MACHINEFL.MACNUM  MACHINEFL       MACNUM      XRMWMACPAR00.MACNUM  XRMWMACPAR00       MACNUM   both\n",
       "1                Wag_Code Catégorie de wagon      MACHINEFL.MACTYP  MACHINEFL       MACTYP      XRMWMACPAR00.MACTYP  XRMWMACPAR00       MACTYP   both\n",
       "2                                N° de série      MACHINEFL.SERNUM  MACHINEFL       SERNUM      XRMWMACPAR00.SERNUM  XRMWMACPAR00       SERNUM   both\n",
       "3                        N° Plan maintenance     MACHINEFL.YPLNMCE  MACHINEFL      YPLNMCE           XRMWMPL.YMPNUM       XRMWMPL       YMPNUM   both\n",
       "4                     Wag_N° Immatriculation       MACHINEFL.YSA01  MACHINEFL        YSA01       XRMWMACIMM00.YHI00  XRMWMACIMM00        YHI00   both\n",
       "5                      Wag_Pool mat (gérant)       MACHINEFL.YSA04  MACHINEFL        YSA04       XRMWMACPAR01.YSA04  XRMWMACPAR01        YSA04   both\n",
       "6                       Wag_Etat du matériel       MACHINEFL.YSA09  MACHINEFL        YSA09       XRMWMACPAR01.YSA09  XRMWMACPAR01        YSA09   both\n",
       "7                       Wag_Code Pool Essieu       MACHINEFL.YSA41  MACHINEFL        YSA41       XRMWMACPAR01.YSA41  XRMWMACPAR01        YSA41   both\n",
       "8                 Wag_Date d'entrée sur parc       MACHINEFL.YSG01  MACHINEFL        YSG01       XRMWMACPAR01.YSG01  XRMWMACPAR01        YSG01   both\n",
       "9                Wag_Date désimmatriculation       MACHINEFL.YSG02  MACHINEFL        YSG02       XRMWMACPAR01.YSG02  XRMWMACPAR01        YSG02   both\n",
       "10                            Wag_Mandataire       MACHINEFL.YSG04  MACHINEFL        YSG04       XRMWMACPAR01.YSG04  XRMWMACPAR01        YSG04   both\n",
       "11                          Wag_Gestionnaire       MACHINEFL.YSG05  MACHINEFL        YSG05       XRMWMACPAR01.YSG05  XRMWMACPAR01        YSG05   both\n",
       "12                    Wag_Détenteur immatric       MACHINEFL.YSG06  MACHINEFL        YSG06       XRMWMACPAR01.YSG06  XRMWMACPAR01        YSG06   both\n",
       "13             Wag_Code Exploitant technique       MACHINEFL.YSG07  MACHINEFL        YSG07       XRMWMACPAR01.YSG07  XRMWMACPAR01        YSG07   both\n",
       "14            Wag_Code Exploitant commercial       MACHINEFL.YSG08  MACHINEFL        YSG08       XRMWMACPAR01.YSG08  XRMWMACPAR01        YSG08   both\n",
       "15          Wag_Suivi investissement (CAPEX)       MACHINEFL.YSG17  MACHINEFL        YSG17       XRMWMACPAR01.YSG17  XRMWMACPAR01        YSG17   both\n",
       "16                                   Wag_ECM       MACHINEFL.YSG33  MACHINEFL        YSG33       XRMWMACPAR01.YSG33  XRMWMACPAR01        YSG33   both\n",
       "17                      Wag_Ref Construction       MACHINEFL.YTA02  MACHINEFL        YTA02       XRMWMACPAR01.YTA02  XRMWMACPAR01        YTA02   both\n",
       "18                    Wag_Code Type de Wagon       MACHINEFL.YTA03  MACHINEFL        YTA03       XRMWMACPAR01.YTA03  XRMWMACPAR01        YTA03   both\n",
       "19                        Date 1ère immatric       MACHINEFL.YTA05  MACHINEFL        YTA05       XRMWMACPAR01.YTA05  XRMWMACPAR01        YTA05   both\n",
       "20                     Wag_Code Constructeur       MACHINEFL.YTA08  MACHINEFL        YTA08       XRMWMACPAR01.YTA08  XRMWMACPAR01        YTA08   both\n",
       "21                     Wag_Catég Commerciale    MACHINEFL.ZCATCOMM  MACHINEFL     ZCATCOMM     XRMWMACPAR02.CATCOMM  XRMWMACPAR02      CATCOMM   both\n",
       "22                         Wag_Catég gestion    MACHINEFL.ZCATGEST  MACHINEFL     ZCATGEST     XRMWMACPAR02.CATGEST  XRMWMACPAR02      CATGEST   both\n",
       "23                        Wag_Code Flag RSRD    MACHINEFL.ZRSRDFLG  MACHINEFL     ZRSRDFLG    XRMWMACPAR03.ZRSRDFLG  XRMWMACPAR03     ZRSRDFLG   both\n",
       "24                      Wag_Mise à jour RSRD    MACHINEFL.ZRSRDMAJ  MACHINEFL     ZRSRDMAJ    XRMWMACPAR03.ZRSRDMAJ  XRMWMACPAR03     ZRSRDMAJ   both\n",
       "25                      Wag_Commentaire RSRD    MACHINEFL.ZRSRDREM  MACHINEFL     ZRSRDREM    XRMWMACPAR03.ZRSRDREM  XRMWMACPAR03     ZRSRDREM   both\n",
       "26                            Wag_PC Origine       MACHINES.SALFCY   MACHINES       SALFCY      XRMWMACPAR00.SALFCY  XRMWMACPAR00       SALFCY   both\n",
       "27               Libellé Plan de maintenance      YMAINPLAN.YMPLIB  YMAINPLAN       YMPLIB           XRMWMPL.YMPLIB       XRMWMPL       YMPLIB   both\n",
       "28                       Wag_code retour PMA         YPARCWAG.XLOG   YPARCWAG         XLOG        XRMWMACMIL01.XLOG  XRMWMACMIL01         XLOG   both\n",
       "29                 Wag_Parcours moyen annuel         YPARCWAG.XPMA   YPARCWAG         XPMA        XRMWMACMIL01.XPMA  XRMWMACMIL01         XPMA   both\n",
       "30               Wag_Code client utilisateur      YPARCWAG.YBPCUSR   YPARCWAG      YBPCUSR        XRMWCONMAC.BPCUSR    XRMWCONMAC       BPCUSR   both\n",
       "31                       Wag_contrat avenant      YPARCWAG.YCONREV   YPARCWAG      YCONREV        XRMWCONMAC.CONREV    XRMWCONMAC       CONREV   both\n",
       "32        Wag_Prochaine opération périodique  YPARCWAG.YDATNEXTREV   YPARCWAG  YDATNEXTREV  WXRMWPRGDAT.DATENEXTREV   WXRMWPRGDAT  DATENEXTREV   both\n",
       "33                       Wag_Etat commercial        YPARCWAG.YSG28   YPARCWAG        YSG28       WXRMWMACXON0.YSG28  WXRMWMACXON0        YSG28   both\n",
       "34                           Wag_Code Statut     YPARCWAG.YSTATITM   YPARCWAG     YSTATITM     XRMWMACPAR04.STATITM  XRMWMACPAR04      STATITM   both\n",
       "35         Wag_Aptitude à l'interopérabilité         YTECSPE1.XAIO   YTECSPE1         XAIO          XRMW1TSP01.XAIO    XRMW1TSP01         XAIO   both\n",
       "36                                  Wag_Tare       YTECSPE1.YTA16I   YTECSPE1       YTA16I         XRMW1TSP01.YTA16    XRMW1TSP01        YTA16   both\n",
       "37                    Wag_Longueur hors tout        YTECSPE1.YTA42   YTECSPE1        YTA42         XRMW1TSP01.YTA42    XRMW1TSP01        YTA42   both\n",
       "38                    Wag_Longueur de pesage        YTECSPE1.YTA43   YTECSPE1        YTA43         XRMW1TSP01.YTA43    XRMW1TSP01        YTA43   both\n",
       "39                   Wag_Empattement châssis        YTECSPE1.YTA44   YTECSPE1        YTA44         XRMW1TSP01.YTA44    XRMW1TSP01        YTA44   both\n",
       "40                    Wag_Inscription courbe        YTECSPE1.YTA45   YTECSPE1        YTA45         XRMW1TSP01.YTA45    XRMW1TSP01        YTA45   both\n",
       "41                    Wag_Code Type de bogie        YTECSPE1.YTA47   YTECSPE1        YTA47         XRMW1TSP03.YTA47    XRMW1TSP03        YTA47   both\n",
       "42                       Wag_Code Suspension        YTECSPE1.YTA48   YTECSPE1        YTA48         XRMW1TSP08.YTA48    XRMW1TSP08        YTA48   both\n",
       "43                     Wag_Décal axe citerne        YTECSPE1.YTA55   YTECSPE1        YTA55         XRMW1TSP02.YTA55    XRMW1TSP02        YTA55   both\n",
       "44                     Wag_Empattement bogie        YTECSPE1.YTA56   YTECSPE1        YTA56             YATABDIV.NO1      YATABDIV          NO1   both\n",
       "45             Wag_Code Type de frein à main        YTECSPE1.YTA61   YTECSPE1        YTA61         XRMW1TSP02.YTA61    XRMW1TSP02        YTA61   both\n",
       "46             Wag_Code Type de distributeur        YTECSPE1.YTA62   YTECSPE1        YTA62         XRMW1TSP02.YTA62    XRMW1TSP02        YTA62   both\n",
       "47                      Wag_Code Vide charge        YTECSPE1.YTA64   YTECSPE1        YTA64         XRMW1TSP02.YTA64    XRMW1TSP02        YTA64   both\n",
       "48       Wag_Code Configuration des semelles       YTECSPE1.YTA67A   YTECSPE1       YTA67A        XRMW1TSP02.YTA67A    XRMW1TSP02       YTA67A   both\n",
       "49                 Wag_Code Type de semelle        YTECSPE1.YTA67B   YTECSPE1       YTA67B        XRMW1TSP02.YTA67B    XRMW1TSP02       YTA67B   both\n",
       "50                  Wag_Masse freinée à vide        YTECSPE1.YTA70   YTECSPE1        YTA70         XRMW1TSP02.YTA70    XRMW1TSP02        YTA70   both\n",
       "51               Wag_Masse freinée en charge        YTECSPE1.YTA71   YTECSPE1        YTA71         XRMW1TSP02.YTA71    XRMW1TSP02        YTA71   both\n",
       "52    Wag_Masse freinée changement de régime        YTECSPE1.YTA72   YTECSPE1        YTA72         XRMW1TSP02.YTA72    XRMW1TSP02        YTA72   both\n",
       "53                       Wag_N° Distributeur        YTECSPE1.YTA73   YTECSPE1        YTA73         XRMW1TSP02.YTA73    XRMW1TSP02        YTA73   both\n",
       "54     Wag_Masse freinée du frein à main (t)        YTECSPE1.YTA74   YTECSPE1        YTA74         XRMW1TSP02.YTA74    XRMW1TSP02        YTA74   both\n",
       "55                Wag_Effort de retenue (Kn)        YTECSPE1.YTA75   YTECSPE1        YTA75         XRMW1TSP02.YTA75    XRMW1TSP02        YTA75   both\n",
       "56                      Wag_Code Valve pesée        YTECSPE1.YTA78   YTECSPE1        YTA78         XRMW1TSP02.YTA78    XRMW1TSP02        YTA78   both\n",
       "57            Wag_N° Distributeur secondaire        YTECSPE1.YTB40   YTECSPE1        YTB40         XRMW1TSP02.YTB40    XRMW1TSP02        YTB40   both\n",
       "58                              Wag_Code RID        YTECSPE1.YTL01   YTECSPE1        YTL01         XRMW1TSP01.YTL01    XRMW1TSP01        YTL01   both\n",
       "59                     Wag_Marquage littéral        YTECSPE1.YTL05   YTECSPE1        YTL05         XRMW1TSP01.YTL05    XRMW1TSP01        YTL05   both\n",
       "60  Wag_Code Type de distributeur secondaire        YTECSPE1.YTL14   YTECSPE1        YTL14         XRMW1TSP02.YTL14    XRMW1TSP02        YTL14   both\n",
       "61                               Wag_Gabarit        YTECSPE1.YTL15   YTECSPE1        YTL15         XRMW1TSP01.YTL15    XRMW1TSP01        YTL15   both\n",
       "62            Wag_Date revision distributeur        YTECSPE1.YTL18   YTECSPE1        YTL18         XRMW1TSP02.YTL18    XRMW1TSP02        YTL18   both"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_champ_v8v12 = df_table_m[df_table_m[\"_merge\"]==\"both\"].reset_index(drop=True)\n",
    "df_champ_v8v12"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Etat consolidé pour \"Requête SQL du modèle V8 - EOM Sage V12\" - Sans \"Tableau des Charges\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "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>designation_champ_sortie</th>\n",
       "      <th>tablechamp_v8</th>\n",
       "      <th>table_v8</th>\n",
       "      <th>champ_v8</th>\n",
       "      <th>tablechamp_v12</th>\n",
       "      <th>table_v12</th>\n",
       "      <th>champ_v12</th>\n",
       "      <th>_merge</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Wag_Code Machine</td>\n",
       "      <td>MACHINEFL.MACNUM</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>MACNUM</td>\n",
       "      <td>XRMWMACPAR00.MACNUM</td>\n",
       "      <td>XRMWMACPAR00</td>\n",
       "      <td>MACNUM</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Wag_Code Catégorie de wagon</td>\n",
       "      <td>MACHINEFL.MACTYP</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>MACTYP</td>\n",
       "      <td>XRMWMACPAR00.MACTYP</td>\n",
       "      <td>XRMWMACPAR00</td>\n",
       "      <td>MACTYP</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>N° de série</td>\n",
       "      <td>MACHINEFL.SERNUM</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>SERNUM</td>\n",
       "      <td>XRMWMACPAR00.SERNUM</td>\n",
       "      <td>XRMWMACPAR00</td>\n",
       "      <td>SERNUM</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>N° Plan maintenance</td>\n",
       "      <td>MACHINEFL.YPLNMCE</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YPLNMCE</td>\n",
       "      <td>XRMWMPL.YMPNUM</td>\n",
       "      <td>XRMWMPL</td>\n",
       "      <td>YMPNUM</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Wag_N° Immatriculation</td>\n",
       "      <td>MACHINEFL.YSA01</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSA01</td>\n",
       "      <td>XRMWMACIMM00.YHI00</td>\n",
       "      <td>XRMWMACIMM00</td>\n",
       "      <td>YHI00</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Wag_Pool mat (gérant)</td>\n",
       "      <td>MACHINEFL.YSA04</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSA04</td>\n",
       "      <td>XRMWMACPAR01.YSA04</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSA04</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Wag_Etat du matériel</td>\n",
       "      <td>MACHINEFL.YSA09</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSA09</td>\n",
       "      <td>XRMWMACPAR01.YSA09</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSA09</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Wag_Code Pool Essieu</td>\n",
       "      <td>MACHINEFL.YSA41</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSA41</td>\n",
       "      <td>XRMWMACPAR01.YSA41</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSA41</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Wag_Date d'entrée sur parc</td>\n",
       "      <td>MACHINEFL.YSG01</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG01</td>\n",
       "      <td>XRMWMACPAR01.YSG01</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG01</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Wag_Date désimmatriculation</td>\n",
       "      <td>MACHINEFL.YSG02</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG02</td>\n",
       "      <td>XRMWMACPAR01.YSG02</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG02</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Wag_Mandataire</td>\n",
       "      <td>MACHINEFL.YSG04</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG04</td>\n",
       "      <td>XRMWMACPAR01.YSG04</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG04</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Wag_Gestionnaire</td>\n",
       "      <td>MACHINEFL.YSG05</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG05</td>\n",
       "      <td>XRMWMACPAR01.YSG05</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG05</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Wag_Détenteur immatric</td>\n",
       "      <td>MACHINEFL.YSG06</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG06</td>\n",
       "      <td>XRMWMACPAR01.YSG06</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG06</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Wag_Code Exploitant technique</td>\n",
       "      <td>MACHINEFL.YSG07</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG07</td>\n",
       "      <td>XRMWMACPAR01.YSG07</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG07</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Wag_Code Exploitant commercial</td>\n",
       "      <td>MACHINEFL.YSG08</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG08</td>\n",
       "      <td>XRMWMACPAR01.YSG08</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG08</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Wag_Suivi investissement (CAPEX)</td>\n",
       "      <td>MACHINEFL.YSG17</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG17</td>\n",
       "      <td>XRMWMACPAR01.YSG17</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG17</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Wag_ECM</td>\n",
       "      <td>MACHINEFL.YSG33</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YSG33</td>\n",
       "      <td>XRMWMACPAR01.YSG33</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YSG33</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Wag_Ref Construction</td>\n",
       "      <td>MACHINEFL.YTA02</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YTA02</td>\n",
       "      <td>XRMWMACPAR01.YTA02</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YTA02</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Wag_Code Type de Wagon</td>\n",
       "      <td>MACHINEFL.YTA03</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YTA03</td>\n",
       "      <td>XRMWMACPAR01.YTA03</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YTA03</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Date 1ère immatric</td>\n",
       "      <td>MACHINEFL.YTA05</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YTA05</td>\n",
       "      <td>XRMWMACPAR01.YTA05</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YTA05</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Wag_Code Constructeur</td>\n",
       "      <td>MACHINEFL.YTA08</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>YTA08</td>\n",
       "      <td>XRMWMACPAR01.YTA08</td>\n",
       "      <td>XRMWMACPAR01</td>\n",
       "      <td>YTA08</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Wag_Catég Commerciale</td>\n",
       "      <td>MACHINEFL.ZCATCOMM</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>ZCATCOMM</td>\n",
       "      <td>XRMWMACPAR02.CATCOMM</td>\n",
       "      <td>XRMWMACPAR02</td>\n",
       "      <td>CATCOMM</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Wag_Catég gestion</td>\n",
       "      <td>MACHINEFL.ZCATGEST</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>ZCATGEST</td>\n",
       "      <td>XRMWMACPAR02.CATGEST</td>\n",
       "      <td>XRMWMACPAR02</td>\n",
       "      <td>CATGEST</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Wag_Code Flag RSRD</td>\n",
       "      <td>MACHINEFL.ZRSRDFLG</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>ZRSRDFLG</td>\n",
       "      <td>XRMWMACPAR03.ZRSRDFLG</td>\n",
       "      <td>XRMWMACPAR03</td>\n",
       "      <td>ZRSRDFLG</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Wag_Mise à jour RSRD</td>\n",
       "      <td>MACHINEFL.ZRSRDMAJ</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>ZRSRDMAJ</td>\n",
       "      <td>XRMWMACPAR03.ZRSRDMAJ</td>\n",
       "      <td>XRMWMACPAR03</td>\n",
       "      <td>ZRSRDMAJ</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Wag_Commentaire RSRD</td>\n",
       "      <td>MACHINEFL.ZRSRDREM</td>\n",
       "      <td>MACHINEFL</td>\n",
       "      <td>ZRSRDREM</td>\n",
       "      <td>XRMWMACPAR03.ZRSRDREM</td>\n",
       "      <td>XRMWMACPAR03</td>\n",
       "      <td>ZRSRDREM</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Wag_PC Origine</td>\n",
       "      <td>MACHINES.SALFCY</td>\n",
       "      <td>MACHINES</td>\n",
       "      <td>SALFCY</td>\n",
       "      <td>XRMWMACPAR00.SALFCY</td>\n",
       "      <td>XRMWMACPAR00</td>\n",
       "      <td>SALFCY</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Libellé Plan de maintenance</td>\n",
       "      <td>YMAINPLAN.YMPLIB</td>\n",
       "      <td>YMAINPLAN</td>\n",
       "      <td>YMPLIB</td>\n",
       "      <td>XRMWMPL.YMPLIB</td>\n",
       "      <td>XRMWMPL</td>\n",
       "      <td>YMPLIB</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Wag_code retour PMA</td>\n",
       "      <td>YPARCWAG.XLOG</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>XLOG</td>\n",
       "      <td>XRMWMACMIL01.XLOG</td>\n",
       "      <td>XRMWMACMIL01</td>\n",
       "      <td>XLOG</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Wag_Parcours moyen annuel</td>\n",
       "      <td>YPARCWAG.XPMA</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>XPMA</td>\n",
       "      <td>XRMWMACMIL01.XPMA</td>\n",
       "      <td>XRMWMACMIL01</td>\n",
       "      <td>XPMA</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Wag_Code client utilisateur</td>\n",
       "      <td>YPARCWAG.YBPCUSR</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>YBPCUSR</td>\n",
       "      <td>XRMWCONMAC.BPCUSR</td>\n",
       "      <td>XRMWCONMAC</td>\n",
       "      <td>BPCUSR</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Wag_contrat avenant</td>\n",
       "      <td>YPARCWAG.YCONREV</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>YCONREV</td>\n",
       "      <td>XRMWCONMAC.CONREV</td>\n",
       "      <td>XRMWCONMAC</td>\n",
       "      <td>CONREV</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Wag_Prochaine opération périodique</td>\n",
       "      <td>YPARCWAG.YDATNEXTREV</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>YDATNEXTREV</td>\n",
       "      <td>WXRMWPRGDAT.DATENEXTREV</td>\n",
       "      <td>WXRMWPRGDAT</td>\n",
       "      <td>DATENEXTREV</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Wag_Etat commercial</td>\n",
       "      <td>YPARCWAG.YSG28</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>YSG28</td>\n",
       "      <td>WXRMWMACXON0.YSG28</td>\n",
       "      <td>WXRMWMACXON0</td>\n",
       "      <td>YSG28</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Wag_Code Statut</td>\n",
       "      <td>YPARCWAG.YSTATITM</td>\n",
       "      <td>YPARCWAG</td>\n",
       "      <td>YSTATITM</td>\n",
       "      <td>XRMWMACPAR04.STATITM</td>\n",
       "      <td>XRMWMACPAR04</td>\n",
       "      <td>STATITM</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Wag_Aptitude à l'interopérabilité</td>\n",
       "      <td>YTECSPE1.XAIO</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>XAIO</td>\n",
       "      <td>XRMW1TSP01.XAIO</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>XAIO</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Wag_Tare</td>\n",
       "      <td>YTECSPE1.YTA16I</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA16I</td>\n",
       "      <td>XRMW1TSP01.YTA16</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTA16</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Wag_Longueur hors tout</td>\n",
       "      <td>YTECSPE1.YTA42</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA42</td>\n",
       "      <td>XRMW1TSP01.YTA42</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTA42</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Wag_Longueur de pesage</td>\n",
       "      <td>YTECSPE1.YTA43</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA43</td>\n",
       "      <td>XRMW1TSP01.YTA43</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTA43</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Wag_Empattement châssis</td>\n",
       "      <td>YTECSPE1.YTA44</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA44</td>\n",
       "      <td>XRMW1TSP01.YTA44</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTA44</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Wag_Inscription courbe</td>\n",
       "      <td>YTECSPE1.YTA45</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA45</td>\n",
       "      <td>XRMW1TSP01.YTA45</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTA45</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Wag_Code Type de bogie</td>\n",
       "      <td>YTECSPE1.YTA47</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA47</td>\n",
       "      <td>XRMW1TSP03.YTA47</td>\n",
       "      <td>XRMW1TSP03</td>\n",
       "      <td>YTA47</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Wag_Code Suspension</td>\n",
       "      <td>YTECSPE1.YTA48</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA48</td>\n",
       "      <td>XRMW1TSP08.YTA48</td>\n",
       "      <td>XRMW1TSP08</td>\n",
       "      <td>YTA48</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Wag_Décal axe citerne</td>\n",
       "      <td>YTECSPE1.YTA55</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA55</td>\n",
       "      <td>XRMW1TSP02.YTA55</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA55</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Wag_Empattement bogie</td>\n",
       "      <td>YTECSPE1.YTA56</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA56</td>\n",
       "      <td>YATABDIV.NO1</td>\n",
       "      <td>YATABDIV</td>\n",
       "      <td>NO1</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Wag_Code Type de frein à main</td>\n",
       "      <td>YTECSPE1.YTA61</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA61</td>\n",
       "      <td>XRMW1TSP02.YTA61</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA61</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Wag_Code Type de distributeur</td>\n",
       "      <td>YTECSPE1.YTA62</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA62</td>\n",
       "      <td>XRMW1TSP02.YTA62</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA62</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Wag_Code Vide charge</td>\n",
       "      <td>YTECSPE1.YTA64</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA64</td>\n",
       "      <td>XRMW1TSP02.YTA64</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA64</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Wag_Code Configuration des semelles</td>\n",
       "      <td>YTECSPE1.YTA67A</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA67A</td>\n",
       "      <td>XRMW1TSP02.YTA67A</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA67A</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Wag_Code Type de semelle</td>\n",
       "      <td>YTECSPE1.YTA67B</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA67B</td>\n",
       "      <td>XRMW1TSP02.YTA67B</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA67B</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Wag_Masse freinée à vide</td>\n",
       "      <td>YTECSPE1.YTA70</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA70</td>\n",
       "      <td>XRMW1TSP02.YTA70</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA70</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Wag_Masse freinée en charge</td>\n",
       "      <td>YTECSPE1.YTA71</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA71</td>\n",
       "      <td>XRMW1TSP02.YTA71</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA71</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Wag_Masse freinée changement de régime</td>\n",
       "      <td>YTECSPE1.YTA72</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA72</td>\n",
       "      <td>XRMW1TSP02.YTA72</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA72</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Wag_N° Distributeur</td>\n",
       "      <td>YTECSPE1.YTA73</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA73</td>\n",
       "      <td>XRMW1TSP02.YTA73</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA73</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Wag_Masse freinée du frein à main (t)</td>\n",
       "      <td>YTECSPE1.YTA74</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA74</td>\n",
       "      <td>XRMW1TSP02.YTA74</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA74</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Wag_Effort de retenue (Kn)</td>\n",
       "      <td>YTECSPE1.YTA75</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA75</td>\n",
       "      <td>XRMW1TSP02.YTA75</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA75</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Wag_Code Valve pesée</td>\n",
       "      <td>YTECSPE1.YTA78</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTA78</td>\n",
       "      <td>XRMW1TSP02.YTA78</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTA78</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Wag_N° Distributeur secondaire</td>\n",
       "      <td>YTECSPE1.YTB40</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTB40</td>\n",
       "      <td>XRMW1TSP02.YTB40</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTB40</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Wag_Code RID</td>\n",
       "      <td>YTECSPE1.YTL01</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTL01</td>\n",
       "      <td>XRMW1TSP01.YTL01</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTL01</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Wag_Marquage littéral</td>\n",
       "      <td>YTECSPE1.YTL05</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTL05</td>\n",
       "      <td>XRMW1TSP01.YTL05</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTL05</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Wag_Code Type de distributeur secondaire</td>\n",
       "      <td>YTECSPE1.YTL14</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTL14</td>\n",
       "      <td>XRMW1TSP02.YTL14</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTL14</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Wag_Gabarit</td>\n",
       "      <td>YTECSPE1.YTL15</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTL15</td>\n",
       "      <td>XRMW1TSP01.YTL15</td>\n",
       "      <td>XRMW1TSP01</td>\n",
       "      <td>YTL15</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Wag_Date revision distributeur</td>\n",
       "      <td>YTECSPE1.YTL18</td>\n",
       "      <td>YTECSPE1</td>\n",
       "      <td>YTL18</td>\n",
       "      <td>XRMW1TSP02.YTL18</td>\n",
       "      <td>XRMW1TSP02</td>\n",
       "      <td>YTL18</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    designation_champ_sortie         tablechamp_v8   table_v8     champ_v8           tablechamp_v12     table_v12    champ_v12 _merge\n",
       "0                           Wag_Code Machine      MACHINEFL.MACNUM  MACHINEFL       MACNUM      XRMWMACPAR00.MACNUM  XRMWMACPAR00       MACNUM   both\n",
       "1                Wag_Code Catégorie de wagon      MACHINEFL.MACTYP  MACHINEFL       MACTYP      XRMWMACPAR00.MACTYP  XRMWMACPAR00       MACTYP   both\n",
       "2                                N° de série      MACHINEFL.SERNUM  MACHINEFL       SERNUM      XRMWMACPAR00.SERNUM  XRMWMACPAR00       SERNUM   both\n",
       "3                        N° Plan maintenance     MACHINEFL.YPLNMCE  MACHINEFL      YPLNMCE           XRMWMPL.YMPNUM       XRMWMPL       YMPNUM   both\n",
       "4                     Wag_N° Immatriculation       MACHINEFL.YSA01  MACHINEFL        YSA01       XRMWMACIMM00.YHI00  XRMWMACIMM00        YHI00   both\n",
       "5                      Wag_Pool mat (gérant)       MACHINEFL.YSA04  MACHINEFL        YSA04       XRMWMACPAR01.YSA04  XRMWMACPAR01        YSA04   both\n",
       "6                       Wag_Etat du matériel       MACHINEFL.YSA09  MACHINEFL        YSA09       XRMWMACPAR01.YSA09  XRMWMACPAR01        YSA09   both\n",
       "7                       Wag_Code Pool Essieu       MACHINEFL.YSA41  MACHINEFL        YSA41       XRMWMACPAR01.YSA41  XRMWMACPAR01        YSA41   both\n",
       "8                 Wag_Date d'entrée sur parc       MACHINEFL.YSG01  MACHINEFL        YSG01       XRMWMACPAR01.YSG01  XRMWMACPAR01        YSG01   both\n",
       "9                Wag_Date désimmatriculation       MACHINEFL.YSG02  MACHINEFL        YSG02       XRMWMACPAR01.YSG02  XRMWMACPAR01        YSG02   both\n",
       "10                            Wag_Mandataire       MACHINEFL.YSG04  MACHINEFL        YSG04       XRMWMACPAR01.YSG04  XRMWMACPAR01        YSG04   both\n",
       "11                          Wag_Gestionnaire       MACHINEFL.YSG05  MACHINEFL        YSG05       XRMWMACPAR01.YSG05  XRMWMACPAR01        YSG05   both\n",
       "12                    Wag_Détenteur immatric       MACHINEFL.YSG06  MACHINEFL        YSG06       XRMWMACPAR01.YSG06  XRMWMACPAR01        YSG06   both\n",
       "13             Wag_Code Exploitant technique       MACHINEFL.YSG07  MACHINEFL        YSG07       XRMWMACPAR01.YSG07  XRMWMACPAR01        YSG07   both\n",
       "14            Wag_Code Exploitant commercial       MACHINEFL.YSG08  MACHINEFL        YSG08       XRMWMACPAR01.YSG08  XRMWMACPAR01        YSG08   both\n",
       "15          Wag_Suivi investissement (CAPEX)       MACHINEFL.YSG17  MACHINEFL        YSG17       XRMWMACPAR01.YSG17  XRMWMACPAR01        YSG17   both\n",
       "16                                   Wag_ECM       MACHINEFL.YSG33  MACHINEFL        YSG33       XRMWMACPAR01.YSG33  XRMWMACPAR01        YSG33   both\n",
       "17                      Wag_Ref Construction       MACHINEFL.YTA02  MACHINEFL        YTA02       XRMWMACPAR01.YTA02  XRMWMACPAR01        YTA02   both\n",
       "18                    Wag_Code Type de Wagon       MACHINEFL.YTA03  MACHINEFL        YTA03       XRMWMACPAR01.YTA03  XRMWMACPAR01        YTA03   both\n",
       "19                        Date 1ère immatric       MACHINEFL.YTA05  MACHINEFL        YTA05       XRMWMACPAR01.YTA05  XRMWMACPAR01        YTA05   both\n",
       "20                     Wag_Code Constructeur       MACHINEFL.YTA08  MACHINEFL        YTA08       XRMWMACPAR01.YTA08  XRMWMACPAR01        YTA08   both\n",
       "21                     Wag_Catég Commerciale    MACHINEFL.ZCATCOMM  MACHINEFL     ZCATCOMM     XRMWMACPAR02.CATCOMM  XRMWMACPAR02      CATCOMM   both\n",
       "22                         Wag_Catég gestion    MACHINEFL.ZCATGEST  MACHINEFL     ZCATGEST     XRMWMACPAR02.CATGEST  XRMWMACPAR02      CATGEST   both\n",
       "23                        Wag_Code Flag RSRD    MACHINEFL.ZRSRDFLG  MACHINEFL     ZRSRDFLG    XRMWMACPAR03.ZRSRDFLG  XRMWMACPAR03     ZRSRDFLG   both\n",
       "24                      Wag_Mise à jour RSRD    MACHINEFL.ZRSRDMAJ  MACHINEFL     ZRSRDMAJ    XRMWMACPAR03.ZRSRDMAJ  XRMWMACPAR03     ZRSRDMAJ   both\n",
       "25                      Wag_Commentaire RSRD    MACHINEFL.ZRSRDREM  MACHINEFL     ZRSRDREM    XRMWMACPAR03.ZRSRDREM  XRMWMACPAR03     ZRSRDREM   both\n",
       "26                            Wag_PC Origine       MACHINES.SALFCY   MACHINES       SALFCY      XRMWMACPAR00.SALFCY  XRMWMACPAR00       SALFCY   both\n",
       "27               Libellé Plan de maintenance      YMAINPLAN.YMPLIB  YMAINPLAN       YMPLIB           XRMWMPL.YMPLIB       XRMWMPL       YMPLIB   both\n",
       "28                       Wag_code retour PMA         YPARCWAG.XLOG   YPARCWAG         XLOG        XRMWMACMIL01.XLOG  XRMWMACMIL01         XLOG   both\n",
       "29                 Wag_Parcours moyen annuel         YPARCWAG.XPMA   YPARCWAG         XPMA        XRMWMACMIL01.XPMA  XRMWMACMIL01         XPMA   both\n",
       "30               Wag_Code client utilisateur      YPARCWAG.YBPCUSR   YPARCWAG      YBPCUSR        XRMWCONMAC.BPCUSR    XRMWCONMAC       BPCUSR   both\n",
       "31                       Wag_contrat avenant      YPARCWAG.YCONREV   YPARCWAG      YCONREV        XRMWCONMAC.CONREV    XRMWCONMAC       CONREV   both\n",
       "32        Wag_Prochaine opération périodique  YPARCWAG.YDATNEXTREV   YPARCWAG  YDATNEXTREV  WXRMWPRGDAT.DATENEXTREV   WXRMWPRGDAT  DATENEXTREV   both\n",
       "33                       Wag_Etat commercial        YPARCWAG.YSG28   YPARCWAG        YSG28       WXRMWMACXON0.YSG28  WXRMWMACXON0        YSG28   both\n",
       "34                           Wag_Code Statut     YPARCWAG.YSTATITM   YPARCWAG     YSTATITM     XRMWMACPAR04.STATITM  XRMWMACPAR04      STATITM   both\n",
       "35         Wag_Aptitude à l'interopérabilité         YTECSPE1.XAIO   YTECSPE1         XAIO          XRMW1TSP01.XAIO    XRMW1TSP01         XAIO   both\n",
       "36                                  Wag_Tare       YTECSPE1.YTA16I   YTECSPE1       YTA16I         XRMW1TSP01.YTA16    XRMW1TSP01        YTA16   both\n",
       "37                    Wag_Longueur hors tout        YTECSPE1.YTA42   YTECSPE1        YTA42         XRMW1TSP01.YTA42    XRMW1TSP01        YTA42   both\n",
       "38                    Wag_Longueur de pesage        YTECSPE1.YTA43   YTECSPE1        YTA43         XRMW1TSP01.YTA43    XRMW1TSP01        YTA43   both\n",
       "39                   Wag_Empattement châssis        YTECSPE1.YTA44   YTECSPE1        YTA44         XRMW1TSP01.YTA44    XRMW1TSP01        YTA44   both\n",
       "40                    Wag_Inscription courbe        YTECSPE1.YTA45   YTECSPE1        YTA45         XRMW1TSP01.YTA45    XRMW1TSP01        YTA45   both\n",
       "41                    Wag_Code Type de bogie        YTECSPE1.YTA47   YTECSPE1        YTA47         XRMW1TSP03.YTA47    XRMW1TSP03        YTA47   both\n",
       "42                       Wag_Code Suspension        YTECSPE1.YTA48   YTECSPE1        YTA48         XRMW1TSP08.YTA48    XRMW1TSP08        YTA48   both\n",
       "43                     Wag_Décal axe citerne        YTECSPE1.YTA55   YTECSPE1        YTA55         XRMW1TSP02.YTA55    XRMW1TSP02        YTA55   both\n",
       "44                     Wag_Empattement bogie        YTECSPE1.YTA56   YTECSPE1        YTA56             YATABDIV.NO1      YATABDIV          NO1   both\n",
       "45             Wag_Code Type de frein à main        YTECSPE1.YTA61   YTECSPE1        YTA61         XRMW1TSP02.YTA61    XRMW1TSP02        YTA61   both\n",
       "46             Wag_Code Type de distributeur        YTECSPE1.YTA62   YTECSPE1        YTA62         XRMW1TSP02.YTA62    XRMW1TSP02        YTA62   both\n",
       "47                      Wag_Code Vide charge        YTECSPE1.YTA64   YTECSPE1        YTA64         XRMW1TSP02.YTA64    XRMW1TSP02        YTA64   both\n",
       "48       Wag_Code Configuration des semelles       YTECSPE1.YTA67A   YTECSPE1       YTA67A        XRMW1TSP02.YTA67A    XRMW1TSP02       YTA67A   both\n",
       "49                 Wag_Code Type de semelle        YTECSPE1.YTA67B   YTECSPE1       YTA67B        XRMW1TSP02.YTA67B    XRMW1TSP02       YTA67B   both\n",
       "50                  Wag_Masse freinée à vide        YTECSPE1.YTA70   YTECSPE1        YTA70         XRMW1TSP02.YTA70    XRMW1TSP02        YTA70   both\n",
       "51               Wag_Masse freinée en charge        YTECSPE1.YTA71   YTECSPE1        YTA71         XRMW1TSP02.YTA71    XRMW1TSP02        YTA71   both\n",
       "52    Wag_Masse freinée changement de régime        YTECSPE1.YTA72   YTECSPE1        YTA72         XRMW1TSP02.YTA72    XRMW1TSP02        YTA72   both\n",
       "53                       Wag_N° Distributeur        YTECSPE1.YTA73   YTECSPE1        YTA73         XRMW1TSP02.YTA73    XRMW1TSP02        YTA73   both\n",
       "54     Wag_Masse freinée du frein à main (t)        YTECSPE1.YTA74   YTECSPE1        YTA74         XRMW1TSP02.YTA74    XRMW1TSP02        YTA74   both\n",
       "55                Wag_Effort de retenue (Kn)        YTECSPE1.YTA75   YTECSPE1        YTA75         XRMW1TSP02.YTA75    XRMW1TSP02        YTA75   both\n",
       "56                      Wag_Code Valve pesée        YTECSPE1.YTA78   YTECSPE1        YTA78         XRMW1TSP02.YTA78    XRMW1TSP02        YTA78   both\n",
       "57            Wag_N° Distributeur secondaire        YTECSPE1.YTB40   YTECSPE1        YTB40         XRMW1TSP02.YTB40    XRMW1TSP02        YTB40   both\n",
       "58                              Wag_Code RID        YTECSPE1.YTL01   YTECSPE1        YTL01         XRMW1TSP01.YTL01    XRMW1TSP01        YTL01   both\n",
       "59                     Wag_Marquage littéral        YTECSPE1.YTL05   YTECSPE1        YTL05         XRMW1TSP01.YTL05    XRMW1TSP01        YTL05   both\n",
       "60  Wag_Code Type de distributeur secondaire        YTECSPE1.YTL14   YTECSPE1        YTL14         XRMW1TSP02.YTL14    XRMW1TSP02        YTL14   both\n",
       "61                               Wag_Gabarit        YTECSPE1.YTL15   YTECSPE1        YTL15         XRMW1TSP01.YTL15    XRMW1TSP01        YTL15   both\n",
       "62            Wag_Date revision distributeur        YTECSPE1.YTL18   YTECSPE1        YTL18         XRMW1TSP02.YTL18    XRMW1TSP02        YTL18   both"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_champ_v8v12 = df_table_m[df_table_m[\"_merge\"]==\"both\"].reset_index(drop=True)\n",
    "df_champ_v8v12"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploiter le fichier MDLX du modèle V8"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Créer un JSON du Fichier du modèle V8 - Sans \"Tableau des Charges\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "mdlx_v8_stc_file = r\".\\data\\ParcWagonV8_SansTableauCharges.mdlx\" # fichier d'entrée\n",
    "json_v8_stc_file = r\".\\data\\model_v8_SansTableauCharges.json\" # fichier de sortie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "import xml.etree.ElementTree as ET\n",
    "import json\n",
    "\n",
    "# Charger le fichier MDLX avec encoding UTF-8\n",
    "tree = ET.parse(mdlx_v8_stc_file, parser=ET.XMLParser(encoding='utf-8'))\n",
    "root = tree.getroot()\n",
    "\n",
    "# Fonction récursive pour parser l'arbre XML\n",
    "def parse_node(node):\n",
    "    data = {}\n",
    "    for child in node:\n",
    "        if len(child) > 0:\n",
    "            if child.tag in data:\n",
    "                if not isinstance(data[child.tag], list):\n",
    "                    data[child.tag] = [data[child.tag]]\n",
    "                data[child.tag].append(parse_node(child))\n",
    "            else:\n",
    "                data[child.tag] = parse_node(child)\n",
    "        else:\n",
    "            if child.tag in data:\n",
    "                if not isinstance(data[child.tag], list):\n",
    "                    data[child.tag] = [data[child.tag]]\n",
    "                data[child.tag].append(child.text)\n",
    "            else:\n",
    "                data[child.tag] = child.text\n",
    "        # Ajouter les attributs\n",
    "        for attr in child.attrib:\n",
    "            if f\"{child.tag}_{attr}\" in data:\n",
    "                if not isinstance(data[f\"{child.tag}_{attr}\"], list):\n",
    "                    data[f\"{child.tag}_{attr}\"] = [data[f\"{child.tag}_{attr}\"]]\n",
    "                data[f\"{child.tag}_{attr}\"].append(child.attrib[attr])\n",
    "            else:\n",
    "                data[f\"{child.tag}_{attr}\"] = child.attrib[attr]\n",
    "    # Ajouter les attributs du nœud actuel\n",
    "    for attr in node.attrib:\n",
    "        if f\"{node.tag}_{attr}\" in data:\n",
    "            if not isinstance(data[f\"{node.tag}_{attr}\"], list):\n",
    "                data[f\"{node.tag}_{attr}\"] = [data[f\"{node.tag}_{attr}\"]]\n",
    "            data[f\"{node.tag}_{attr}\"].append(node.attrib[attr])\n",
    "        else:\n",
    "            data[f\"{node.tag}_{attr}\"] = node.attrib[attr]\n",
    "    return data\n",
    "\n",
    "# Parser l'arbre XML\n",
    "data = parse_node(root)\n",
    "\n",
    "# Créer le fichier JSON avec encoding UTF-8\n",
    "with open(json_v8_stc_file, 'w', encoding='utf-8') as f:\n",
    "    json.dump(data, f, indent=4, ensure_ascii=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lors de l'analyse du fichier XML, nous avons ajouté le paramètre parser à ET.parse() et spécifié une instance XMLParser avec encoding='utf-8'. \n",
    "- Cela indique à ElementTree qu'il doit utiliser l'encodage UTF-8 lors de la lecture du fichier XML.\n",
    "\n",
    "Lors de l'écriture du fichier JSON, nous avons ajouté le paramètre ensure_ascii=False à json.dump(). \n",
    "- Cela indique au sérialiseur JSON qu'il doit préserver les caractères non ASCII (comme les accents) au lieu de les escamoter."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploiter le fichier MDLX du modèle V12"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Créer un JSON du Fichier du modèle V12 - Sans \"Tableau des Charges\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "mdlx_v12_file = r\".\\data\\ParcWagonV12.mdlx\" # fichier d'entrée\n",
    "json_v12_file = r\".\\data\\model_v12.json\" # fichier de sortie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "import xml.etree.ElementTree as ET\n",
    "import json\n",
    "\n",
    "# Charger le fichier MDLX avec encoding UTF-8\n",
    "tree = ET.parse(mdlx_v12_file, parser=ET.XMLParser(encoding='utf-8'))\n",
    "root = tree.getroot()\n",
    "\n",
    "# Fonction récursive pour parser l'arbre XML\n",
    "def parse_node(node):\n",
    "    data = {}\n",
    "    for child in node:\n",
    "        if len(child) > 0:\n",
    "            if child.tag in data:\n",
    "                if not isinstance(data[child.tag], list):\n",
    "                    data[child.tag] = [data[child.tag]]\n",
    "                data[child.tag].append(parse_node(child))\n",
    "            else:\n",
    "                data[child.tag] = parse_node(child)\n",
    "        else:\n",
    "            if child.tag in data:\n",
    "                if not isinstance(data[child.tag], list):\n",
    "                    data[child.tag] = [data[child.tag]]\n",
    "                data[child.tag].append(child.text)\n",
    "            else:\n",
    "                data[child.tag] = child.text\n",
    "        # Ajouter les attributs\n",
    "        for attr in child.attrib:\n",
    "            if f\"{child.tag}_{attr}\" in data:\n",
    "                if not isinstance(data[f\"{child.tag}_{attr}\"], list):\n",
    "                    data[f\"{child.tag}_{attr}\"] = [data[f\"{child.tag}_{attr}\"]]\n",
    "                data[f\"{child.tag}_{attr}\"].append(child.attrib[attr])\n",
    "            else:\n",
    "                data[f\"{child.tag}_{attr}\"] = child.attrib[attr]\n",
    "    # Ajouter les attributs du nœud actuel\n",
    "    for attr in node.attrib:\n",
    "        if f\"{node.tag}_{attr}\" in data:\n",
    "            if not isinstance(data[f\"{node.tag}_{attr}\"], list):\n",
    "                data[f\"{node.tag}_{attr}\"] = [data[f\"{node.tag}_{attr}\"]]\n",
    "            data[f\"{node.tag}_{attr}\"].append(node.attrib[attr])\n",
    "        else:\n",
    "            data[f\"{node.tag}_{attr}\"] = node.attrib[attr]\n",
    "    return data\n",
    "\n",
    "# Parser l'arbre XML\n",
    "data = parse_node(root)\n",
    "\n",
    "# Créer le fichier JSON avec encoding UTF-8\n",
    "with open(json_v12_file, 'w', encoding='utf-8') as f:\n",
    "    json.dump(data, f, indent=4, ensure_ascii=False)"
   ]
  }
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