behaghel-dataset-cleaning.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The jupyternotify extension is already loaded. To reload it, use:\n",
      "  %reload_ext jupyternotify\n",
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "%load_ext jupyternotify\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np \n",
    "import pandas as pd \n",
    "from fair_policies import * \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_stata('../../../datasets/behaghel_crepon_gurgand_private_public_provision_counseling/dataPrivatePublic.dta')\n",
    "df_csv = pd.read_csv('../../../datasets/behaghel_crepon_gurgand_private_public_provision_counseling/data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_csv.head()\n",
    "[ c for c in df_csv.columns ]\n",
    "replace_cols = { \"IdF\": \"Paris_region\",\"North\": \"North\",\n",
    "\"EconLayoff\": \"Economic_Layoff\",\"PersLayoff\": \"Personnal_Layoff\",\"EndCDD\": \"End_of_Fixed_Term_Contract\",\"EndInterim\": \"End_of_Temporary_Work\",\n",
    "\"Otherend\": \"Other_reasons_of_unemployment\",\n",
    "\"exper0\": \"No_exp_in_the_job\",\n",
    "\"exper1_5\": \"One_to_5_years_of_exp_in_the_job\",\n",
    "\"experM5\": \"More_5_years_of_exp_in_the_job\",\n",
    "\"rsqstat2\": \"Statistical_risk_level_2\",\n",
    "\"rsqstat3\": \"Statistical_risk_level_3\",\n",
    "\"Orsqstat\": \"Other_Statistical_risk\",\n",
    "\"tempcomp\": \"Search_for_a_full_time_position\",\n",
    "\"Otemp\": \"Do_not_search_for_a_full_time_position\",\n",
    "\"dezus\": \"Sensitive_suburban_area\",\n",
    "\"salaireA\": \"Wage_target_1200_1349_euros\",\n",
    "\"salaireB\": \"Wage_target_1350_1549_euros\",\n",
    "\"salaireC\": \"Wage_target_1550_1799_euros\",\n",
    "\"salaireD\": \"Wage_target_1800_2200_euros\",\n",
    "\"salaireE\": \"Wage_target_2200_euros\",\n",
    "\"salaireG\": \"No_Wage_target\",\n",
    "\"ce1\": \"Employment_component_level_1\",\n",
    "\"ce2\": \"Employment_component_level_2\",\n",
    "\"cemiss\": \"Employment_component_missing\",\n",
    "\"primo\": \"First_unemployment_spell\",\n",
    "\"Cadre\": \"Manager\",\n",
    "\"Techn\": \"Technician\",\n",
    "\"EmployQ\": \"Skilled_clerical_worker\",\n",
    "\"EmployNQ\": \"Unskilled_clerical_worker\",\n",
    "\"OuvrQ\": \"Skilled_blue_colar\",\n",
    "\"OuvrNQ\": \"Unskilled_blue_colar\",\n",
    "\"African\": \"African\",\n",
    "\"EasternEurope\": \"Eastern_Europe\",\n",
    "\"SouthEuropTurkey\": \"South_Europe_and_Turkey\",\n",
    "\"nochild\": \"No_child\",\n",
    "\"onechild\": \"One_child\",\n",
    "\"twoormorechild\": \"More_than_one_child\",\n",
    "\"woman\": \"Woman\",\n",
    "\"nivetude1\": \"College_education\",\n",
    "\"nivetude1\": \"College_education\",\n",
    "\"nivetude3\": \"Vocational\",\n",
    "\"nivetude4\": \"High_school_dropout\",\n",
    "\"age3049\": \"Age_between_30_and_49\",\n",
    "\"age50p\": \"Age_above_50\",\n",
    "\"femme\": \"Woman\",\n",
    "\"etranger\": \"French_citizen\",\n",
    "\"marie\": \"Married\",\n",
    "\"motins_lic\": \"Layoff\",\n",
    "\"nenf\": \"Number_of_children\",\n",
    "\"agegr2635\": \"Aged_26_to_35\",\n",
    "\"agegr3645\": \"Aged_36_to_45\",\n",
    "\"agegr4655\": \"Aged_46_to_55\",\n",
    "\"agegr56\": \"Aged_above_56\",\n",
    "\"agegr26\": \"age_below_26\" ,\n",
    "\"French\": \"French\",\n",
    "\"Otherregion\": \"Other_regions\",\n",
    "\"Othernation\": \"Other_Nationality\"}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "pd.set_option('display.max_columns', 500)\n",
    "df_csv = df_csv.rename(columns=replace_cols)\n",
    "# print [ c for c in df_csv.columns ]\n",
    "X_cols = ['mois_saisie_occ', 'ndem', 'Number_of_children', 'temps', 'exper', 'age', 'rsqstat', 'cemploi', 'zus', 'salaire', 'duree_listes_horsAR', 'lot', 'College_education', 'nivetude2', 'Vocational', 'High_school_dropout', 'Married', 'Layoff', 'Economic_Layoff', 'Personnal_Layoff', 'End_of_Fixed_Term_Contract', 'End_of_Temporary_Work', 'Other_reasons_of_unemployment', 'No_exp_in_the_job', 'One_to_5_years_of_exp_in_the_job', 'More_5_years_of_exp_in_the_job', 'Statistical_risk_level_2', 'Statistical_risk_level_3', 'Other_Statistical_risk', 'Search_for_a_full_time_position', 'Do_not_search_for_a_full_time_position', 'Sensitive_suburban_area', 'Wage_target_1200_1349_euros', 'Wage_target_1350_1549_euros', 'Wage_target_1550_1799_euros', 'Wage_target_1800_2200_euros', 'Wage_target_2200_euros', 'No_Wage_target', 'Employment_component_level_1', 'Employment_component_level_2', 'Employment_component_missing', 'First_unemployment_spell', 'Manager', 'Technician', 'Skilled_clerical_worker', 'Unskilled_clerical_worker', 'Skilled_blue_colar', 'Unskilled_blue_colar','No_child', 'One_child', 'More_than_one_child', 'Q1', 'Q2', 'Q3', 'Q4']\n",
    "X_ = df_csv[[ c for c in X_cols ]]\n",
    "X_ = pd.get_dummies(X_, drop_first = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ale</th>\n",
       "      <th>mois_saisie_occ</th>\n",
       "      <th>acceptationCVE</th>\n",
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       "      <th>motins</th>\n",
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       "      <th>CLA</th>\n",
       "      <th>CVE</th>\n",
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       "      <th>Aged_36_to_45</th>\n",
       "      <th>Aged_46_to_55</th>\n",
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       "      <th>RADIE_3MOIS</th>\n",
       "      <th>EMPLOI_AR110_3MOIS</th>\n",
       "      <th>SUCCES_OPP_3MOIS</th>\n",
       "      <th>acceptationOPP_3MOIS</th>\n",
       "      <th>acceptationCVE_3MOIS</th>\n",
       "      <th>POIDS_PZ_3MOIS</th>\n",
       "      <th>EMPLOI_6MOIS</th>\n",
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       "      <th>RADIE_6MOIS</th>\n",
       "      <th>EMPLOI_AR110_6MOIS</th>\n",
       "      <th>SUCCES_OPP_6MOIS</th>\n",
       "      <th>acceptationOPP_6MOIS</th>\n",
       "      <th>acceptationCVE_6MOIS</th>\n",
       "      <th>POIDS_PZ_6MOIS</th>\n",
       "      <th>EMPLOI_9MOIS</th>\n",
       "      <th>AUTRE_9MOIS</th>\n",
       "      <th>RADIE_9MOIS</th>\n",
       "      <th>EMPLOI_AR110_9MOIS</th>\n",
       "      <th>SUCCES_OPP_9MOIS</th>\n",
       "      <th>acceptationOPP_9MOIS</th>\n",
       "      <th>acceptationCVE_9MOIS</th>\n",
       "      <th>POIDS_PZ_9MOIS</th>\n",
       "      <th>EMPLOI_12MOIS</th>\n",
       "      <th>AUTRE_12MOIS</th>\n",
       "      <th>RADIE_12MOIS</th>\n",
       "      <th>EMPLOI_AR110_12MOIS</th>\n",
       "      <th>SUCCES_OPP_12MOIS</th>\n",
       "      <th>acceptationOPP_12MOIS</th>\n",
       "      <th>acceptationCVE_12MOIS</th>\n",
       "      <th>POIDS_PZ_12MOIS</th>\n",
       "      <th>Paris_region</th>\n",
       "      <th>North</th>\n",
       "      <th>Economic_Layoff</th>\n",
       "      <th>Personnal_Layoff</th>\n",
       "      <th>End_of_Fixed_Term_Contract</th>\n",
       "      <th>End_of_Temporary_Work</th>\n",
       "      <th>Other_reasons_of_unemployment</th>\n",
       "      <th>No_exp_in_the_job</th>\n",
       "      <th>One_to_5_years_of_exp_in_the_job</th>\n",
       "      <th>More_5_years_of_exp_in_the_job</th>\n",
       "      <th>Statistical_risk_level_2</th>\n",
       "      <th>Statistical_risk_level_3</th>\n",
       "      <th>Other_Statistical_risk</th>\n",
       "      <th>Search_for_a_full_time_position</th>\n",
       "      <th>Do_not_search_for_a_full_time_position</th>\n",
       "      <th>Sensitive_suburban_area</th>\n",
       "      <th>Wage_target_1200_1349_euros</th>\n",
       "      <th>Wage_target_1350_1549_euros</th>\n",
       "      <th>Wage_target_1550_1799_euros</th>\n",
       "      <th>Wage_target_1800_2200_euros</th>\n",
       "      <th>Wage_target_2200_euros</th>\n",
       "      <th>No_Wage_target</th>\n",
       "      <th>Employment_component_level_1</th>\n",
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       "      <th>Employment_component_missing</th>\n",
       "      <th>First_unemployment_spell</th>\n",
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       "      <th>Unskilled_clerical_worker</th>\n",
       "      <th>Skilled_blue_colar</th>\n",
       "      <th>Unskilled_blue_colar</th>\n",
       "      <th>African</th>\n",
       "      <th>Eastern_Europe</th>\n",
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       "      <th>No_child</th>\n",
       "      <th>One_child</th>\n",
       "      <th>More_than_one_child</th>\n",
       "      <th>Woman</th>\n",
       "      <th>age_below_26</th>\n",
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       "      <th>Other_Nationality</th>\n",
       "      <th>TypeOPP</th>\n",
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       "      <th>interim</th>\n",
       "      <th>insertion</th>\n",
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       "      <th>Einterim</th>\n",
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       "      <th>alec_176</th>\n",
       "      <th>alec_177</th>\n",
       "      <th>alec_178</th>\n",
       "      <th>alec_179</th>\n",
       "      <th>alec_180</th>\n",
       "      <th>alec_181</th>\n",
       "      <th>alec_182</th>\n",
       "      <th>alec_183</th>\n",
       "      <th>alec_184</th>\n",
       "      <th>alec_185</th>\n",
       "      <th>alec_186</th>\n",
       "      <th>alec_187</th>\n",
       "      <th>alec_188</th>\n",
       "      <th>alec_189</th>\n",
       "      <th>alec_190</th>\n",
       "      <th>alec_191</th>\n",
       "      <th>alec_192</th>\n",
       "      <th>alec_193</th>\n",
       "      <th>alec_194</th>\n",
       "      <th>alec_195</th>\n",
       "      <th>alec_196</th>\n",
       "      <th>alec_197</th>\n",
       "      <th>alec_198</th>\n",
       "      <th>alec_199</th>\n",
       "      <th>alec_200</th>\n",
       "      <th>alec_201</th>\n",
       "      <th>alec_202</th>\n",
       "      <th>alec_203</th>\n",
       "      <th>alec_204</th>\n",
       "      <th>alec_205</th>\n",
       "      <th>alec_206</th>\n",
       "      <th>alec_207</th>\n",
       "      <th>alec_208</th>\n",
       "      <th>alec_209</th>\n",
       "      <th>alec_210</th>\n",
       "      <th>Interim</th>\n",
       "      <th>Interimnc</th>\n",
       "      <th>Insertion</th>\n",
       "      <th>Insertionnc</th>\n",
       "      <th>Conseil</th>\n",
       "      <th>Conseilnc</th>\n",
       "      <th>AreaTypeOPP</th>\n",
       "      <th>Q1</th>\n",
       "      <th>Q2</th>\n",
       "      <th>Q3</th>\n",
       "      <th>Q4</th>\n",
       "      <th>cost_opp</th>\n",
       "      <th>cost_cve</th>\n",
       "      <th>cost_cla</th>\n",
       "      <th>cost</th>\n",
       "      <th>pi</th>\n",
       "      <th>wage</th>\n",
       "      <th>catsal</th>\n",
       "      <th>PA</th>\n",
       "      <th>PB</th>\n",
       "      <th>PC</th>\n",
       "      <th>PD</th>\n",
       "      <th>PE</th>\n",
       "      <th>Replacement</th>\n",
       "      <th>estimated_monthly_ui</th>\n",
       "      <th>estimated_ui</th>\n",
       "      <th>Total_expenses</th>\n",
       "      <th>acceptationCLA_6MOIS</th>\n",
       "      <th>acceptation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>91043</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>116</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>G</td>\n",
       "      <td>1</td>\n",
       "      <td>34</td>\n",
       "      <td>54</td>\n",
       "      <td>RS2</td>\n",
       "      <td>CE2</td>\n",
       "      <td>ZU</td>\n",
       "      <td>A</td>\n",
       "      <td>108.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Employ� qualifi�</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.459638</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.682927</td>\n",
       "      <td>91043</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Insertion</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>120</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1284.5</td>\n",
       "      <td>1</td>\n",
       "      <td>0.183350</td>\n",
       "      <td>0.241482</td>\n",
       "      <td>0.158146</td>\n",
       "      <td>0.298394</td>\n",
       "      <td>0.118628</td>\n",
       "      <td>0.72</td>\n",
       "      <td>924.84</td>\n",
       "      <td>8483.19</td>\n",
       "      <td>8603.19</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>91008</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>116</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>48</td>\n",
       "      <td>RS3</td>\n",
       "      <td>CE2</td>\n",
       "      <td>NZ</td>\n",
       "      <td>B</td>\n",
       "      <td>283.4</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Ouvrier qualifi�</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.969888</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.969888</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.969888</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.969888</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.969888</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Insertion</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.677632</td>\n",
       "      <td>91008</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Insertion</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>900</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>900</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1449.5</td>\n",
       "      <td>2</td>\n",
       "      <td>0.166526</td>\n",
       "      <td>0.230085</td>\n",
       "      <td>0.157766</td>\n",
       "      <td>0.314248</td>\n",
       "      <td>0.131376</td>\n",
       "      <td>0.68</td>\n",
       "      <td>985.66</td>\n",
       "      <td>23724.43</td>\n",
       "      <td>24624.43</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>91146</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>116</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>48</td>\n",
       "      <td>RS3</td>\n",
       "      <td>CE2</td>\n",
       "      <td>NZ</td>\n",
       "      <td>C</td>\n",
       "      <td>326.0</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Employ� qualifi�</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.964660</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.964660</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.964660</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.964660</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.964660</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Insertion</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.747720</td>\n",
       "      <td>91146</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Insertion</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>120</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1674.5</td>\n",
       "      <td>3</td>\n",
       "      <td>0.210678</td>\n",
       "      <td>0.256868</td>\n",
       "      <td>0.156787</td>\n",
       "      <td>0.273966</td>\n",
       "      <td>0.101702</td>\n",
       "      <td>0.68</td>\n",
       "      <td>1138.66</td>\n",
       "      <td>31526.84</td>\n",
       "      <td>31646.84</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>91008</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>116</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>42</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NZ</td>\n",
       "      <td>D</td>\n",
       "      <td>305.0</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Employ� qualifi�</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.964660</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.964660</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.964660</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.964660</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.964660</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Insertion</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.677632</td>\n",
       "      <td>91008</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Insertion</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>900</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>900</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.333571</td>\n",
       "      <td>0.288599</td>\n",
       "      <td>0.134912</td>\n",
       "      <td>0.185983</td>\n",
       "      <td>0.056935</td>\n",
       "      <td>0.64</td>\n",
       "      <td>1280.00</td>\n",
       "      <td>33157.26</td>\n",
       "      <td>34057.26</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>91146</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>116</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>40</td>\n",
       "      <td>RS3</td>\n",
       "      <td>CE2</td>\n",
       "      <td>NZ</td>\n",
       "      <td>D</td>\n",
       "      <td>365.0</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Employ� qualifi�</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.116305</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.116305</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.116305</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.116305</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.116305</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Insertion</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.747720</td>\n",
       "      <td>91146</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Insertion</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>120</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.115358</td>\n",
       "      <td>0.184852</td>\n",
       "      <td>0.147897</td>\n",
       "      <td>0.363755</td>\n",
       "      <td>0.188137</td>\n",
       "      <td>0.64</td>\n",
       "      <td>1280.00</td>\n",
       "      <td>39680.00</td>\n",
       "      <td>39800.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     ale  mois_saisie_occ  acceptationCVE  acceptationOPP  nregion  ndem  \\\n",
       "0  91043               11               0               0      116     2   \n",
       "1  91008               12               0               1      116     3   \n",
       "2  91146                5               0               0      116     1   \n",
       "3  91008                6               0               1      116     3   \n",
       "4  91146                3               0               0      116     1   \n",
       "\n",
       "   sexe  Number_of_children  nation motins  temps  exper  age rsqstat cemploi  \\\n",
       "0     1                   3       1      G      1     34   54     RS2     CE2   \n",
       "1     1                   0      22      8      1     10   48     RS3     CE2   \n",
       "2     1                   2       1      2      1      5   48     RS3     CE2   \n",
       "3     2                   2       1      8      1     25   42     NaN     NaN   \n",
       "4     1                   1       1      2      1     15   40     RS3     CE2   \n",
       "\n",
       "  zus salaire  duree_listes_horsAR  lot  CLA  CVE  OPP  Z  SAMPLE_CVEOPP  \\\n",
       "0  ZU       A                108.0  NaN    1    0    0  0              1   \n",
       "1  NZ       B                283.4   22    0    0    1  2              1   \n",
       "2  NZ       C                326.0   22    0    0    1  2              1   \n",
       "3  NZ       D                305.0   22    0    0    1  2              1   \n",
       "4  NZ       D                365.0   22    0    0    1  2              1   \n",
       "\n",
       "   Woman                CS  College_education  nivetude2  Vocational  \\\n",
       "0      0  Employ� qualifi�                  0          0           1   \n",
       "1      0  Ouvrier qualifi�                  0          0           0   \n",
       "2      0  Employ� qualifi�                  0          0           1   \n",
       "3      1  Employ� qualifi�                  0          0           1   \n",
       "4      0  Employ� qualifi�                  0          0           1   \n",
       "\n",
       "   High_school_dropout  Married  Layoff  French_citizen  Aged_26_to_35  \\\n",
       "0                    0        1       0               1              0   \n",
       "1                    1        0       0               0              0   \n",
       "2                    0        1       1               1              0   \n",
       "3                    0        0       0               1              0   \n",
       "4                    0        0       1               1              0   \n",
       "\n",
       "   Aged_36_to_45  Aged_46_to_55  Aged_above_56  age2gr_2024  age2gr_2529  \\\n",
       "0              0              1              0            0            0   \n",
       "1              0              1              0            0            0   \n",
       "2              0              1              0            0            0   \n",
       "3              1              0              0            0            0   \n",
       "4              1              0              0            0            0   \n",
       "\n",
       "   age2gr_3034  age2gr_3539  age2gr_4044  age2gr_4549  age2gr_5054  \\\n",
       "0            0            0            0            0            1   \n",
       "1            0            0            0            1            0   \n",
       "2            0            0            0            1            0   \n",
       "3            0            0            1            0            0   \n",
       "4            0            0            1            0            0   \n",
       "\n",
       "   age2gr_5559  age2gr_60p  age2gr_mis  POIDSEMP_Z  age29m  \\\n",
       "0            0           0           0    1.459638       0   \n",
       "1            0           0           0    0.969888       0   \n",
       "2            0           0           0    0.964660       0   \n",
       "3            0           0           0    0.964660       0   \n",
       "4            0           0           0    1.116305       0   \n",
       "\n",
       "   Age_between_30_and_49  Age_above_50  EMPLOI_3MOIS  AUTRE_3MOIS  \\\n",
       "0                      0             1             0            0   \n",
       "1                      1             0             0            1   \n",
       "2                      1             0             0            0   \n",
       "3                      1             0             0            0   \n",
       "4                      1             0             0            0   \n",
       "\n",
       "   RADIE_3MOIS  EMPLOI_AR110_3MOIS  SUCCES_OPP_3MOIS  acceptationOPP_3MOIS  \\\n",
       "0            0                   0                 0                     0   \n",
       "1            0                   0                 0                     1   \n",
       "2            0                   1                 0                     0   \n",
       "3            0                   0                 0                     1   \n",
       "4            0                   0                 0                     0   \n",
       "\n",
       "   acceptationCVE_3MOIS  POIDS_PZ_3MOIS  EMPLOI_6MOIS  AUTRE_6MOIS  \\\n",
       "0                     0        0.000000             0            0   \n",
       "1                     0        0.969888             0            1   \n",
       "2                     0        0.964660             0            0   \n",
       "3                     0        0.964660             0            0   \n",
       "4                     0        1.116305             0            0   \n",
       "\n",
       "   RADIE_6MOIS  EMPLOI_AR110_6MOIS  SUCCES_OPP_6MOIS  acceptationOPP_6MOIS  \\\n",
       "0            0                   0                 0                     0   \n",
       "1            0                   0                 0                     1   \n",
       "2            0                   1                 0                     0   \n",
       "3            0                   0                 0                     1   \n",
       "4            0                   0                 0                     0   \n",
       "\n",
       "   acceptationCVE_6MOIS  POIDS_PZ_6MOIS  EMPLOI_9MOIS  AUTRE_9MOIS  \\\n",
       "0                     0        0.000000             0            0   \n",
       "1                     0        0.969888             0            1   \n",
       "2                     0        0.964660             0            0   \n",
       "3                     0        0.964660             0            0   \n",
       "4                     0        1.116305             0            0   \n",
       "\n",
       "   RADIE_9MOIS  EMPLOI_AR110_9MOIS  SUCCES_OPP_9MOIS  acceptationOPP_9MOIS  \\\n",
       "0            0                   0                 0                     0   \n",
       "1            0                   0                 0                     1   \n",
       "2            0                   1                 0                     0   \n",
       "3            0                   0                 0                     1   \n",
       "4            0                   0                 0                     0   \n",
       "\n",
       "   acceptationCVE_9MOIS  POIDS_PZ_9MOIS  EMPLOI_12MOIS  AUTRE_12MOIS  \\\n",
       "0                     0        0.000000              0             0   \n",
       "1                     0        0.969888              0             1   \n",
       "2                     0        0.964660              0             0   \n",
       "3                     0        0.964660              0             0   \n",
       "4                     0        1.116305              0             0   \n",
       "\n",
       "   RADIE_12MOIS  EMPLOI_AR110_12MOIS  SUCCES_OPP_12MOIS  \\\n",
       "0             0                    0                  0   \n",
       "1             0                    0                  0   \n",
       "2             0                    1                  0   \n",
       "3             0                    0                  0   \n",
       "4             0                    0                  0   \n",
       "\n",
       "   acceptationOPP_12MOIS  acceptationCVE_12MOIS  POIDS_PZ_12MOIS  \\\n",
       "0                      0                      0         0.000000   \n",
       "1                      1                      0         0.969888   \n",
       "2                      0                      0         0.964660   \n",
       "3                      1                      0         0.964660   \n",
       "4                      0                      0         1.116305   \n",
       "\n",
       "   Paris_region  North  Economic_Layoff  Personnal_Layoff  \\\n",
       "0             1      0                0                 0   \n",
       "1             1      0                0                 0   \n",
       "2             1      0                0                 1   \n",
       "3             1      0                0                 0   \n",
       "4             1      0                0                 1   \n",
       "\n",
       "   End_of_Fixed_Term_Contract  End_of_Temporary_Work  \\\n",
       "0                           0                      0   \n",
       "1                           0                      0   \n",
       "2                           0                      0   \n",
       "3                           0                      0   \n",
       "4                           0                      0   \n",
       "\n",
       "   Other_reasons_of_unemployment  No_exp_in_the_job  \\\n",
       "0                              1                  0   \n",
       "1                              1                  0   \n",
       "2                              0                  0   \n",
       "3                              1                  0   \n",
       "4                              0                  0   \n",
       "\n",
       "   One_to_5_years_of_exp_in_the_job  More_5_years_of_exp_in_the_job  \\\n",
       "0                                 0                               1   \n",
       "1                                 0                               1   \n",
       "2                                 1                               0   \n",
       "3                                 0                               1   \n",
       "4                                 0                               1   \n",
       "\n",
       "   Statistical_risk_level_2  Statistical_risk_level_3  Other_Statistical_risk  \\\n",
       "0                         1                         0                       0   \n",
       "1                         0                         1                       0   \n",
       "2                         0                         1                       0   \n",
       "3                         0                         0                       1   \n",
       "4                         0                         1                       0   \n",
       "\n",
       "   Search_for_a_full_time_position  Do_not_search_for_a_full_time_position  \\\n",
       "0                                1                                       0   \n",
       "1                                1                                       0   \n",
       "2                                1                                       0   \n",
       "3                                1                                       0   \n",
       "4                                1                                       0   \n",
       "\n",
       "   Sensitive_suburban_area  Wage_target_1200_1349_euros  \\\n",
       "0                        1                            1   \n",
       "1                        0                            0   \n",
       "2                        0                            0   \n",
       "3                        0                            0   \n",
       "4                        0                            0   \n",
       "\n",
       "   Wage_target_1350_1549_euros  Wage_target_1550_1799_euros  \\\n",
       "0                            0                            0   \n",
       "1                            1                            0   \n",
       "2                            0                            1   \n",
       "3                            0                            0   \n",
       "4                            0                            0   \n",
       "\n",
       "   Wage_target_1800_2200_euros  Wage_target_2200_euros  No_Wage_target  \\\n",
       "0                            0                       0               0   \n",
       "1                            0                       0               0   \n",
       "2                            0                       0               0   \n",
       "3                            1                       0               0   \n",
       "4                            1                       0               0   \n",
       "\n",
       "   Employment_component_level_1  Employment_component_level_2  \\\n",
       "0                             0                             1   \n",
       "1                             0                             1   \n",
       "2                             0                             1   \n",
       "3                             0                             0   \n",
       "4                             0                             1   \n",
       "\n",
       "   Employment_component_missing  First_unemployment_spell  Manager  \\\n",
       "0                             0                         0        0   \n",
       "1                             0                         0        0   \n",
       "2                             0                         1        0   \n",
       "3                             1                         0        0   \n",
       "4                             0                         1        0   \n",
       "\n",
       "   Technician  Skilled_clerical_worker  Unskilled_clerical_worker  \\\n",
       "0           0                        1                          0   \n",
       "1           0                        0                          0   \n",
       "2           0                        1                          0   \n",
       "3           0                        1                          0   \n",
       "4           0                        1                          0   \n",
       "\n",
       "   Skilled_blue_colar  Unskilled_blue_colar  African  Eastern_Europe  \\\n",
       "0                   0                     0        0               0   \n",
       "1                   1                     0        0               0   \n",
       "2                   0                     0        0               0   \n",
       "3                   0                     0        0               0   \n",
       "4                   0                     0        0               0   \n",
       "\n",
       "   South_Europe_and_Turkey  No_child  One_child  More_than_one_child  Woman  \\\n",
       "0                        0         0          0                    1      0   \n",
       "1                        1         1          0                    0      0   \n",
       "2                        0         0          0                    1      0   \n",
       "3                        0         0          0                    1      1   \n",
       "4                        0         0          1                    0      0   \n",
       "\n",
       "   age_below_26  French  Other_regions  Other_Nationality    TypeOPP  conseil  \\\n",
       "0             0       1              0                  0        NaN        0   \n",
       "1             0       0              0                  1  Insertion        0   \n",
       "2             0       1              0                  0  Insertion        0   \n",
       "3             0       1              0                  0  Insertion        0   \n",
       "4             0       1              0                  0  Insertion        0   \n",
       "\n",
       "   interim  insertion  Econseil  Einterim  Einsertion   alec  alec_1  alec_2  \\\n",
       "0        0          0       0.0       0.0    0.682927  91043       0       0   \n",
       "1        0          1       0.0       0.0    0.677632  91008       0       0   \n",
       "2        0          1       0.0       0.0    0.747720  91146       0       0   \n",
       "3        0          1       0.0       0.0    0.677632  91008       0       0   \n",
       "4        0          1       0.0       0.0    0.747720  91146       0       0   \n",
       "\n",
       "   alec_3  alec_4  alec_5  alec_6  alec_7  alec_8  alec_9  alec_10  alec_11  \\\n",
       "0       0       0       0       0       0       0       0        0        0   \n",
       "1       0       0       0       0       0       0       0        0        0   \n",
       "2       0       0       0       0       0       0       0        0        0   \n",
       "3       0       0       0       0       0       0       0        0        0   \n",
       "4       0       0       0       0       0       0       0        0        0   \n",
       "\n",
       "   alec_12  alec_13  alec_14  alec_15  alec_16  alec_17  alec_18  alec_19  \\\n",
       "0        0        0        0        0        0        0        0        0   \n",
       "1        0        0        0        0        0        0        0        0   \n",
       "2        0        0        0        0        0        0        0        0   \n",
       "3        0        0        0        0        0        0        0        0   \n",
       "4        0        0        0        0        0        0        0        0   \n",
       "\n",
       "   alec_20  alec_21  alec_22  alec_23  alec_24  alec_25  alec_26  alec_27  \\\n",
       "0        0        0        0        0        0        0        0        0   \n",
       "1        0        0        0        0        0        0        0        0   \n",
       "2        0        0        0        0        0        0        0        0   \n",
       "3        0        0        0        0        0        0        0        0   \n",
       "4        0        0        0        0        0        0        0        0   \n",
       "\n",
       "   alec_28  alec_29  alec_30  alec_31  alec_32  alec_33  alec_34  alec_35  \\\n",
       "0        0        0        0        0        0        0        0        0   \n",
       "1        0        0        0        0        0        0        0        0   \n",
       "2        0        0        0        0        0        0        0        0   \n",
       "3        0        0        0        0        0        0        0        0   \n",
       "4        0        0        0        0        0        0        0        0   \n",
       "\n",
       "   alec_36  alec_37  alec_38  alec_39  alec_40  alec_41  alec_42  alec_43  \\\n",
       "0        0        0        0        0        0        0        0        0   \n",
       "1        0        0        0        0        0        0        0        0   \n",
       "2        0        0        0        0        0        0        0        0   \n",
       "3        0        0        0        0        0        0        0        0   \n",
       "4        0        0        0        0        0        0        0        0   \n",
       "\n",
       "   alec_44  alec_45  alec_46  alec_47  alec_48  alec_49  alec_50  alec_51  \\\n",
       "0        0        0        0        0        0        0        0        0   \n",
       "1        0        0        0        0        0        0        0        0   \n",
       "2        0        0        0        0        0        0        0        0   \n",
       "3        0        0        0        0        0        0        0        0   \n",
       "4        0        0        0        0        0        0        0        0   \n",
       "\n",
       "   alec_52  alec_53  alec_54  alec_55  alec_56  alec_57  alec_58  alec_59  \\\n",
       "0        0        0        0        0        0        0        0        0   \n",
       "1        0        0        0        0        0        0        0        0   \n",
       "2        0        0        0        0        0        0        0        0   \n",
       "3        0        0        0        0        0        0        0        0   \n",
       "4        0        0        0        0        0        0        0        0   \n",
       "\n",
       "   alec_60  alec_61  alec_62  alec_63  alec_64  alec_65  alec_66  alec_67  \\\n",
       "0        0        0        0        0        0        0        0        0   \n",
       "1        0        0        0        0        0        0        0        0   \n",
       "2        0        0        0        0        0        0        0        0   \n",
       "3        0        0        0        0        0        0        0        0   \n",
       "4        0        0        0        0        0        0        0        0   \n",
       "\n",
       "   alec_68  alec_69  alec_70  alec_71  alec_72  alec_73  alec_74  alec_75  \\\n",
       "0        0        0        0        0        0        0        0        0   \n",
       "1        0        0        0        0        0        0        0        0   \n",
       "2        0        0        0        0        0        0        0        0   \n",
       "3        0        0        0        0        0        0        0        0   \n",
       "4        0        0        0        0        0        0        0        0   \n",
       "\n",
       "   alec_76  alec_77  alec_78  alec_79  alec_80  alec_81  alec_82  alec_83  \\\n",
       "0        0        0        0        0        0        0        0        0   \n",
       "1        0        0        0        0        0        0        0        0   \n",
       "2        0        0        0        0        0        0        0        0   \n",
       "3        0        0        0        0        0        0        0        0   \n",
       "4        0        0        0        0        0        0        0        0   \n",
       "\n",
       "   alec_84  alec_85  alec_86  alec_87  alec_88  alec_89  alec_90  alec_91  \\\n",
       "0        0        0        0        0        0        0        0        0   \n",
       "1        0        0        0        0        0        0        0        0   \n",
       "2        0        0        0        0        0        0        0        0   \n",
       "3        0        0        0        0        0        0        0        0   \n",
       "4        0        0        0        0        0        0        0        0   \n",
       "\n",
       "   alec_92  alec_93  alec_94  alec_95  alec_96  alec_97  alec_98  alec_99  \\\n",
       "0        0        0        0        0        0        0        0        0   \n",
       "1        0        0        0        0        0        0        0        0   \n",
       "2        0        0        0        0        0        0        0        0   \n",
       "3        0        0        0        0        0        0        0        0   \n",
       "4        0        0        0        0        0        0        0        0   \n",
       "\n",
       "   alec_100  alec_101  alec_102  alec_103  alec_104  alec_105  alec_106  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   alec_107  alec_108  alec_109  alec_110  alec_111  alec_112  alec_113  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   alec_114  alec_115  alec_116  alec_117  alec_118  alec_119  alec_120  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   alec_121  alec_122  alec_123  alec_124  alec_125  alec_126  alec_127  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   alec_128  alec_129  alec_130  alec_131  alec_132  alec_133  alec_134  \\\n",
       "0         0         0         1         0         0         0         0   \n",
       "1         0         1         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         1         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   alec_135  alec_136  alec_137  alec_138  alec_139  alec_140  alec_141  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         1         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         1         0         0         0         0   \n",
       "\n",
       "   alec_142  alec_143  alec_144  alec_145  alec_146  alec_147  alec_148  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   alec_149  alec_150  alec_151  alec_152  alec_153  alec_154  alec_155  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   alec_156  alec_157  alec_158  alec_159  alec_160  alec_161  alec_162  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   alec_163  alec_164  alec_165  alec_166  alec_167  alec_168  alec_169  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   alec_170  alec_171  alec_172  alec_173  alec_174  alec_175  alec_176  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   alec_177  alec_178  alec_179  alec_180  alec_181  alec_182  alec_183  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   alec_184  alec_185  alec_186  alec_187  alec_188  alec_189  alec_190  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   alec_191  alec_192  alec_193  alec_194  alec_195  alec_196  alec_197  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   alec_198  alec_199  alec_200  alec_201  alec_202  alec_203  alec_204  \\\n",
       "0         0         0         0         0         0         0         0   \n",
       "1         0         0         0         0         0         0         0   \n",
       "2         0         0         0         0         0         0         0   \n",
       "3         0         0         0         0         0         0         0   \n",
       "4         0         0         0         0         0         0         0   \n",
       "\n",
       "   alec_205  alec_206  alec_207  alec_208  alec_209  alec_210  Interim  \\\n",
       "0         0         0         0         0         0         0        0   \n",
       "1         0         0         0         0         0         0        0   \n",
       "2         0         0         0         0         0         0        0   \n",
       "3         0         0         0         0         0         0        0   \n",
       "4         0         0         0         0         0         0        0   \n",
       "\n",
       "   Interimnc  Insertion  Insertionnc  Conseil  Conseilnc AreaTypeOPP  Q1  Q2  \\\n",
       "0          0          1            1        0          0   Insertion   0   0   \n",
       "1          0          1            1        0          0   Insertion   0   0   \n",
       "2          0          1            1        0          0   Insertion   0   1   \n",
       "3          0          1            1        0          0   Insertion   0   1   \n",
       "4          0          1            1        0          0   Insertion   1   0   \n",
       "\n",
       "   Q3  Q4  cost_opp  cost_cve  cost_cla  cost   pi    wage  catsal        PA  \\\n",
       "0   0   0         0         0       120   120  0.5  1284.5       1  0.183350   \n",
       "1   0   0       900         0         0   900  0.5  1449.5       2  0.166526   \n",
       "2   0   0         0         0       120   120  0.5  1674.5       3  0.210678   \n",
       "3   0   0       900         0         0   900  0.5  2000.0       4  0.333571   \n",
       "4   0   0         0         0       120   120  0.5  2000.0       4  0.115358   \n",
       "\n",
       "         PB        PC        PD        PE  Replacement  estimated_monthly_ui  \\\n",
       "0  0.241482  0.158146  0.298394  0.118628         0.72                924.84   \n",
       "1  0.230085  0.157766  0.314248  0.131376         0.68                985.66   \n",
       "2  0.256868  0.156787  0.273966  0.101702         0.68               1138.66   \n",
       "3  0.288599  0.134912  0.185983  0.056935         0.64               1280.00   \n",
       "4  0.184852  0.147897  0.363755  0.188137         0.64               1280.00   \n",
       "\n",
       "   estimated_ui  Total_expenses  acceptationCLA_6MOIS  acceptation  \n",
       "0       8483.19         8603.19                     1            0  \n",
       "1      23724.43        24624.43                     0            1  \n",
       "2      31526.84        31646.84                     1            0  \n",
       "3      33157.26        34057.26                     0            1  \n",
       "4      39680.00        39800.00                     1            0  "
      ]
     },
     "execution_count": 173,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_csv.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sensitive attributes\n",
    "\n",
    "- french/not-french\n",
    "- age (below 26)\n",
    "- gender Woman"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "metadata": {},
   "outputs": [],
   "source": [
    "A_french = df_csv['French']\n",
    "A_age = df_csv['age_below_26']\n",
    "A_woman = df_csv['Woman']\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Treatment Definition\n",
    "\n",
    "Listed as 'CLA',\n",
    " 'CVE' (Public program),\n",
    " 'OPP' (Private program),\n",
    "\n",
    "Control: CVE == 0 & OPP == 0\n",
    " \n",
    " From the Stata file: \n",
    " \n",
    " logit acceptation X [pw=POIDS_PZ_6MOIS]  if OPP==1\n",
    " \n",
    "predict OPPprop\n",
    "\n",
    "label var OPPprop \"Prop_to_enter_Priv\"\n",
    "\n",
    "logit acceptation X [pw=POIDS_PZ_6MOIS] if CVE==1 \n",
    "\n",
    "predict CVEprop\n",
    "\n",
    "label var CVEprop \"Prop_to_enter_Pub\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "43977\n"
     ]
    }
   ],
   "source": [
    "T_public = df_csv['CVE'].values.astype(int)\n",
    "T_private = df_csv['OPP'].values.astype(int)\n",
    "control = ((T_public == 0) & (T_private == 0 )).astype(int)\n",
    "print len(T_public)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.10380426131841644\n",
      "0.07697205357345885\n",
      "0.8192236851081247\n"
     ]
    }
   ],
   "source": [
    "print sum(control)*1.0/len(control)\n",
    "print sum(T_public)*1.0/len(control)\n",
    "print sum(T_private)*1.0/len(control)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Outcome definition "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "43977\n"
     ]
    }
   ],
   "source": [
    "# employed at 6 months\n",
    "# * Exit to employment\n",
    "#  Expl acceptationCVE_6MOIS acceptationOPP_6MOIS\n",
    "# sum EMPLOI_6MOIS [aw=POIDS_PZ_6MOIS] if CLA==1\n",
    "# sca me=100*r(mean)\n",
    "Y_6mo_employ = df_csv['EMPLOI_6MOIS'].values.astype(int)\n",
    "print len(Y_6mo_employ)\n",
    "# * Find eligible job\n",
    "# sum EMPLOI_AR110_6MOIS [aw=POIDS_PZ_6MOIS] if CLA==1\n",
    "# ivreg EMPLOI_AR110_6MOIS ($Expl= CVE OPP) [w=POIDS_PZ_6MOIS] if SAMPLE_CVEOPP==1, robust\n",
    "Y_6mo_AR110_employ = df_csv['EMPLOI_AR110_6MOIS'].values.astype(int)\n",
    "# * Find and keep eligible job\n",
    "# sum SUCCES_OPP_6MOIS [aw=POIDS_PZ_6MOIS] if CLA==1\n",
    "# ivreg SUCCES_OPP_6MOIS ($Expl= CVE OPP) [w=POIDS_PZ_6MOIS] if SAMPLE_CVEOPP==1, robust\n",
    "Y_6mo_success_employ = df_csv['SUCCES_OPP_6MOIS'].values.astype(int)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Analyze private vs control for now"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_priv_c = X_[ (T_private == 1) | (control == 1) ]\n",
    "T_priv_c = T_private[ (T_private == 1) | (control == 1) ]\n",
    "Y_6mo_employ_priv_c= Y_6mo_employ[ (T_private == 1) | (control == 1) ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8875394166338195"
      ]
     },
     "execution_count": 179,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(sum(T_priv_c))*1.0/len(T_priv_c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Y ~ mois_saisie_occ + ndem + Number_of_children + temps + exper + age + duree_listes_horsAR + College_education + nivetude2 + Vocational + High_school_dropout + Married + Layoff + Economic_Layoff + Personnal_Layoff + End_of_Fixed_Term_Contract + End_of_Temporary_Work + Other_reasons_of_unemployment + No_exp_in_the_job + One_to_5_years_of_exp_in_the_job + More_5_years_of_exp_in_the_job + Statistical_risk_level_2 + Statistical_risk_level_3 + Other_Statistical_risk + Search_for_a_full_time_position + Do_not_search_for_a_full_time_position + Sensitive_suburban_area + Wage_target_1200_1349_euros + Wage_target_1350_1549_euros + Wage_target_1550_1799_euros + Wage_target_1800_2200_euros + Wage_target_2200_euros + No_Wage_target + Employment_component_level_1 + Employment_component_level_2 + Employment_component_missing + First_unemployment_spell + Manager + Technician + Skilled_clerical_worker + Unskilled_clerical_worker + Skilled_blue_colar + Unskilled_blue_colar + No_child + One_child + More_than_one_child + Q1 + Q2 + Q3 + Q4 + rsqstat_RS2 + rsqstat_RS3 + cemploi_CE2 + zus_IN + zus_NT + zus_NZ + zus_ZU + salaire_B + salaire_C + salaire_D + salaire_E + salaire_G + lot_12 + lot_13 + lot_14 + lot_15 + lot_16 + lot_17 + lot_18 + lot_19 + lot_22 + lot_23 + lot_24 + lot_25 + lot_6 + lot_7 + lot_Inconnu_des_OPP\n"
     ]
    }
   ],
   "source": [
    "import statsmodels.api as sm\n",
    "import statsmodels.formula.api as smf\n",
    "X_priv_c = X_priv_c.apply(lambda x: x-x.mean())\n",
    "all_data = X_priv_c.copy()\n",
    "all_data['Y'] = Y_6mo_employ_priv_c\n",
    "all_data = all_data.rename({'lot_Inconnu des OPP':'lot_Inconnu_des_OPP','1 _to_5_years_of_exp_in_the_job':'1_to_5_years_of_exp_in_the_job'}, axis = 'columns')\n",
    "all_data['T'] = T_priv_c\n",
    "# print [ c for c in all_data.columns]\n",
    "# center variables\n",
    "form = ols_formula(all_data, 'Y', excluded_cols = 'T' )\n",
    "print form \n",
    "# formula = 'Y ~ mois_saisie_occ + ndem + Number_of_children + temps + exper + age + duree_listes_horsAR + CLA + CVE + OPP + College_education + nivetude2 + Vocational + High_school_dropout + Married + Layoff + Economic_Layoff + Personnal_Layoff + End_of_Fixed_Term_Contract + End_of_Temporary_Work + Other_reasons_of_unemployment + No_exp_in_the_job + 1_to_5_years_of_exp_in_the_job + More_5_years_of_exp_in_the_job + Statistical_risk_level_2 + Statistical_risk_level_3 + Other_Statistical_risk + Search_for_a_full_time_position + Do_not_search_for_a_full_time_position + Sensitive_suburban_area + Wage_target_1200-1349_euros + Wage_target_1350-1549_euros + Wage_target_1550-1799_euros + Wage_target_1800-2200_euros + Wage_target_2200_euros + No_Wage_target + Employment_component_level_1 + Employment_component_level_2 + Employment_component_missing + First_unemployment_spell + Manager + Technician + Skilled_clerical_worker + Unskilled_clerical_worker + Skilled_blue_colar + Unskilled_blue_colar + No_child + One_child + More_than_one_child + Q1 + Q2 + Q3 + Q4 + rsqstat_RS2 + rsqstat_RS3 + cemploi_CE2 + zus_IN + zus_NT + zus_NZ + zus_ZU + salaire_B + salaire_C + salaire_D + salaire_E + salaire_G + lot_12 + lot_13 + lot_14 + lot_15 + lot_16 + lot_17 + lot_18 + lot_19 + lot_22 + lot_23 + lot_24 + lot_25 + lot_6 + lot_7 + lot_Inconnu_des_OPP'\n",
    "\n",
    "# get propensities and do weighted OLS \n",
    "[est_Q, clf] = estimate_prop(X_priv_c, T_priv_c, X_priv_c, T_priv_c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([4.4400e+02, 1.1500e+02, 7.0000e+00, 0.0000e+00, 0.0000e+00,\n",
       "        0.0000e+00, 1.0000e+00, 2.7000e+01, 1.0030e+03, 3.8995e+04]),\n",
       " array([0.00293401, 0.10261755, 0.20230109, 0.30198463, 0.40166817,\n",
       "        0.50135171, 0.60103525, 0.70071879, 0.80040233, 0.90008587,\n",
       "        0.99976941]),\n",
       " <a list of 10 Patch objects>)"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sum(T_priv_c)*1.0/len(T_priv_c)\n",
    "plt.hist(est_Q)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Y ~ T + T*(mois_saisie_occ + ndem + Number_of_children + temps + exper + age + duree_listes_horsAR + College_education + nivetude2 + Vocational + High_school_dropout + Married + Layoff + Economic_Layoff + Personnal_Layoff + End_of_Fixed_Term_Contract + End_of_Temporary_Work + Other_reasons_of_unemployment + No_exp_in_the_job + One_to_5_years_of_exp_in_the_job + More_5_years_of_exp_in_the_job + Statistical_risk_level_2 + Statistical_risk_level_3 + Other_Statistical_risk + Search_for_a_full_time_position + Do_not_search_for_a_full_time_position + Sensitive_suburban_area + Wage_target_1200_1349_euros + Wage_target_1350_1549_euros + Wage_target_1550_1799_euros + Wage_target_1800_2200_euros + Wage_target_2200_euros + No_Wage_target + Employment_component_level_1 + Employment_component_level_2 + Employment_component_missing + First_unemployment_spell + Manager + Technician + Skilled_clerical_worker + Unskilled_clerical_worker + Skilled_blue_colar + Unskilled_blue_colar + No_child + One_child + More_than_one_child + Q1 + Q2 + Q3 + Q4 + rsqstat_RS2 + rsqstat_RS3 + cemploi_CE2 + zus_IN + zus_NT + zus_NZ + zus_ZU + salaire_B + salaire_C + salaire_D + salaire_E + salaire_G + lot_12 + lot_13 + lot_14 + lot_15 + lot_16 + lot_17 + lot_18 + lot_19 + lot_22 + lot_23 + lot_24 + lot_25 + lot_6 + lot_7 + lot_Inconnu_des_OPP) + mois_saisie_occ + ndem + Number_of_children + temps + exper + age + duree_listes_horsAR + College_education + nivetude2 + Vocational + High_school_dropout + Married + Layoff + Economic_Layoff + Personnal_Layoff + End_of_Fixed_Term_Contract + End_of_Temporary_Work + Other_reasons_of_unemployment + No_exp_in_the_job + One_to_5_years_of_exp_in_the_job + More_5_years_of_exp_in_the_job + Statistical_risk_level_2 + Statistical_risk_level_3 + Other_Statistical_risk + Search_for_a_full_time_position + Do_not_search_for_a_full_time_position + Sensitive_suburban_area + Wage_target_1200_1349_euros + Wage_target_1350_1549_euros + Wage_target_1550_1799_euros + Wage_target_1800_2200_euros + Wage_target_2200_euros + No_Wage_target + Employment_component_level_1 + Employment_component_level_2 + Employment_component_missing + First_unemployment_spell + Manager + Technician + Skilled_clerical_worker + Unskilled_clerical_worker + Skilled_blue_colar + Unskilled_blue_colar + No_child + One_child + More_than_one_child + Q1 + Q2 + Q3 + Q4 + rsqstat_RS2 + rsqstat_RS3 + cemploi_CE2 + zus_IN + zus_NT + zus_NZ + zus_ZU + salaire_B + salaire_C + salaire_D + salaire_E + salaire_G + lot_12 + lot_13 + lot_14 + lot_15 + lot_16 + lot_17 + lot_18 + lot_19 + lot_22 + lot_23 + lot_24 + lot_25 + lot_6 + lot_7 + lot_Inconnu_des_OPP\n"
     ]
    }
   ],
   "source": [
    "form = 'mois_saisie_occ + ndem + Number_of_children + temps + exper + age + duree_listes_horsAR + College_education + nivetude2 + Vocational + High_school_dropout + Married + Layoff + Economic_Layoff + Personnal_Layoff + End_of_Fixed_Term_Contract + End_of_Temporary_Work + Other_reasons_of_unemployment + No_exp_in_the_job + One_to_5_years_of_exp_in_the_job + More_5_years_of_exp_in_the_job + Statistical_risk_level_2 + Statistical_risk_level_3 + Other_Statistical_risk + Search_for_a_full_time_position + Do_not_search_for_a_full_time_position + Sensitive_suburban_area + Wage_target_1200_1349_euros + Wage_target_1350_1549_euros + Wage_target_1550_1799_euros + Wage_target_1800_2200_euros + Wage_target_2200_euros + No_Wage_target + Employment_component_level_1 + Employment_component_level_2 + Employment_component_missing + First_unemployment_spell + Manager + Technician + Skilled_clerical_worker + Unskilled_clerical_worker + Skilled_blue_colar + Unskilled_blue_colar + No_child + One_child + More_than_one_child + Q1 + Q2 + Q3 + Q4 + rsqstat_RS2 + rsqstat_RS3 + cemploi_CE2 + zus_IN + zus_NT + zus_NZ + zus_ZU + salaire_B + salaire_C + salaire_D + salaire_E + salaire_G + lot_12 + lot_13 + lot_14 + lot_15 + lot_16 + lot_17 + lot_18 + lot_19 + lot_22 + lot_23 + lot_24 + lot_25 + lot_6 + lot_7 + lot_Inconnu_des_OPP'\n",
    "\n",
    "form_tot = 'Y ~ T + T*('+ form + ') + ' + form\n",
    "simple_form = ' Y ~ T +' + form\n",
    "print form_tot\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "                      <td></td>                     <th>te reg, ctrls</th> <th>interacted</th>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>College_education</th>                           <td>-0.2070</td>      <td>-0.5288</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.1580)</td>     <td>(0.3229)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Do_not_search_for_a_full_time_position</th>    <td>-0.0073***</td>     <td>-0.0012</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0020)</td>     <td>(0.0066)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Economic_Layoff</th>                             <td>0.0368</td>       <td>0.0811</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0228)</td>     <td>(0.0778)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Employment_component_level_1</th>               <td>0.0183***</td>     <td>0.0264*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0041)</td>     <td>(0.0146)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Employment_component_level_2</th>               <td>0.0095***</td>    <td>0.0185**</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0021)</td>     <td>(0.0075)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Employment_component_missing</th>              <td>-0.0278***</td>    <td>-0.0449**</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0055)</td>     <td>(0.0200)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>End_of_Fixed_Term_Contract</th>                  <td>0.0170</td>       <td>-0.0096</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0154)</td>     <td>(0.0527)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>End_of_Temporary_Work</th>                     <td>-0.0781***</td>    <td>-0.1172**</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0162)</td>     <td>(0.0548)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>First_unemployment_spell</th>                  <td>-0.0296***</td>   <td>-0.0455***</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0055)</td>     <td>(0.0169)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>High_school_dropout</th>                         <td>-0.2451</td>     <td>-0.5851*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.1580)</td>     <td>(0.3229)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th>                                   <td>0.1480</td>       <td>0.1639</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.1498)</td>     <td>(0.9335)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Layoff</th>                                      <td>-0.0226</td>      <td>-0.1227</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0375)</td>     <td>(0.1285)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Manager</th>                                    <td>0.0229***</td>     <td>0.0033</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0054)</td>     <td>(0.0174)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Married</th>                                     <td>-0.0002</td>      <td>0.0031</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0039)</td>     <td>(0.0125)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>More_5_years_of_exp_in_the_job</th>             <td>0.0173***</td>    <td>0.0290**</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0037)</td>     <td>(0.0118)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>More_than_one_child</th>                        <td>0.0111**</td>      <td>0.0093</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0051)</td>     <td>(0.0165)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No_Wage_target</th>                            <td>-0.0088***</td>     <td>-0.0119</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0023)</td>     <td>(0.0075)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No_child</th>                                   <td>-0.0112**</td>     <td>-0.0102</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0045)</td>     <td>(0.0144)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No_exp_in_the_job</th>                         <td>-0.0135***</td>     <td>-0.0160</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0036)</td>     <td>(0.0118)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Number_of_children</th>                          <td>-0.0025</td>      <td>0.0096</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0031)</td>     <td>(0.0098)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>One_child</th>                                   <td>0.0001</td>       <td>0.0009</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0029)</td>     <td>(0.0094)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>One_to_5_years_of_exp_in_the_job</th>            <td>-0.0038</td>      <td>-0.0131</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0025)</td>     <td>(0.0082)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Other_Statistical_risk</th>                     <td>0.0138***</td>     <td>0.0235</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0043)</td>     <td>(0.0158)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Other_reasons_of_unemployment</th>               <td>-0.0072</td>      <td>-0.0455</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0152)</td>     <td>(0.0519)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Personnal_Layoff</th>                            <td>0.0315</td>       <td>0.0910</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0226)</td>     <td>(0.0774)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Q1</th>                                         <td>0.0400**</td>     <td>0.1239**</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0179)</td>     <td>(0.0609)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Q2</th>                                         <td>0.0293**</td>     <td>0.1377***</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0129)</td>     <td>(0.0449)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Q3</th>                                          <td>0.0028</td>      <td>0.0316**</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0038)</td>     <td>(0.0139)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Q4</th>                                          <td>0.0028</td>      <td>0.0316**</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0038)</td>     <td>(0.0139)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Search_for_a_full_time_position</th>            <td>0.0073***</td>     <td>0.0012</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0020)</td>     <td>(0.0066)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Sensitive_suburban_area</th>                    <td>0.0190***</td>     <td>0.0142</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0053)</td>     <td>(0.0157)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skilled_blue_colar</th>                          <td>0.0032</td>       <td>0.0069</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0050)</td>     <td>(0.0163)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skilled_clerical_worker</th>                     <td>0.0002</td>       <td>-0.0130</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0029)</td>     <td>(0.0096)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Statistical_risk_level_2</th>                   <td>-0.0044**</td>     <td>-0.0054</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0022)</td>     <td>(0.0082)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Statistical_risk_level_3</th>                  <td>-0.0094***</td>    <td>-0.0182**</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0025)</td>     <td>(0.0090)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T</th>                                           <td>0.0175</td>       <td>0.0031</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.1682)</td>     <td>(0.9341)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:College_education</th>                            <td></td>          <td>0.4120</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.3704)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Do_not_search_for_a_full_time_position</th>       <td></td>          <td>-0.0069</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0070)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Economic_Layoff</th>                              <td></td>          <td>-0.0473</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0814)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Employment_component_level_1</th>                 <td></td>          <td>-0.0086</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0152)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Employment_component_level_2</th>                 <td></td>          <td>-0.0097</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0078)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Employment_component_missing</th>                 <td></td>          <td>0.0184</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0208)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:End_of_Fixed_Term_Contract</th>                   <td></td>          <td>0.0284</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0551)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:End_of_Temporary_Work</th>                        <td></td>          <td>0.0418</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0574)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:First_unemployment_spell</th>                     <td></td>          <td>0.0177</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0179)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:High_school_dropout</th>                          <td></td>          <td>0.4320</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.3704)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Layoff</th>                                       <td></td>          <td>0.1080</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.1343)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Manager</th>                                      <td></td>          <td>0.0217</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0183)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Married</th>                                      <td></td>          <td>-0.0038</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0131)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:More_5_years_of_exp_in_the_job</th>               <td></td>          <td>-0.0132</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0124)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:More_than_one_child</th>                          <td></td>          <td>0.0019</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0174)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:No_Wage_target</th>                               <td></td>          <td>0.0033</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0079)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:No_child</th>                                     <td></td>          <td>-0.0011</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0151)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:No_exp_in_the_job</th>                            <td></td>          <td>0.0028</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0124)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Number_of_children</th>                           <td></td>          <td>-0.0134</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0103)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:One_child</th>                                    <td></td>          <td>-0.0008</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0099)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:One_to_5_years_of_exp_in_the_job</th>             <td></td>          <td>0.0104</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0086)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Other_Statistical_risk</th>                       <td></td>          <td>-0.0103</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0164)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Other_reasons_of_unemployment</th>                <td></td>          <td>0.0412</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0543)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Personnal_Layoff</th>                             <td></td>          <td>-0.0641</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0810)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Q1</th>                                           <td></td>          <td>-0.0879</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0637)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Q2</th>                                           <td></td>         <td>-0.1174**</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0468)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Q3</th>                                           <td></td>         <td>-0.0310**</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0145)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Q4</th>                                           <td></td>         <td>-0.0310**</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0145)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Search_for_a_full_time_position</th>              <td></td>          <td>0.0069</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0070)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Sensitive_suburban_area</th>                      <td></td>          <td>0.0062</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0167)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Skilled_blue_colar</th>                           <td></td>          <td>-0.0044</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0171)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Skilled_clerical_worker</th>                      <td></td>          <td>0.0147</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0100)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Statistical_risk_level_2</th>                     <td></td>          <td>0.0008</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0085)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Statistical_risk_level_3</th>                     <td></td>          <td>0.0095</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0093)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Technician</th>                                   <td></td>          <td>0.0100</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0171)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Unskilled_blue_colar</th>                         <td></td>          <td>-0.0282</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0235)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Unskilled_clerical_worker</th>                    <td></td>          <td>-0.0137</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0157)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Vocational</th>                                   <td></td>          <td>0.4113</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.3703)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Wage_target_1200_1349_euros</th>                  <td></td>          <td>-0.0018</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0100)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Wage_target_1350_1549_euros</th>                  <td></td>          <td>-0.0029</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0064)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Wage_target_1550_1799_euros</th>                  <td></td>          <td>0.0046</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0084)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Wage_target_1800_2200_euros</th>                  <td></td>          <td>0.0049</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0065)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Wage_target_2200_euros</th>                       <td></td>          <td>-0.0080</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0080)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:age</th>                                          <td></td>          <td>0.0013*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0007)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:cemploi_CE2</th>                                  <td></td>          <td>-0.0097</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0078)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:duree_listes_horsAR</th>                          <td></td>         <td>0.0002***</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0000)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:exper</th>                                        <td></td>          <td>0.0000</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0012)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_12</th>                                       <td></td>          <td>-0.1395</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(1.1243)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_13</th>                                       <td></td>          <td>-0.0604</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(2.9256)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_14</th>                                       <td></td>          <td>-0.1232</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(5.0122)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_15</th>                                       <td></td>          <td>0.0800</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(13.5704)</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_16</th>                                       <td></td>          <td>-0.0657</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(3.0161)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_17</th>                                       <td></td>          <td>0.2526</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(3.5800)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_18</th>                                       <td></td>          <td>-0.0845</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.6765)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_19</th>                                       <td></td>          <td>0.0918</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(6.9187)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_22</th>                                       <td></td>          <td>0.0124</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(2.9647)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_23</th>                                       <td></td>          <td>0.0768</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(6.5869)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_24</th>                                       <td></td>          <td>-0.1064</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.9409)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_25</th>                                       <td></td>          <td>-0.0451</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(2.8710)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_6</th>                                        <td></td>          <td>-0.1082</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(1.2077)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_7</th>                                        <td></td>          <td>0.0815</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(2.3900)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_Inconnu_des_OPP</th>                          <td></td>          <td>-0.0255</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.2127)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:mois_saisie_occ</th>                              <td></td>          <td>-0.0109</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0074)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:ndem</th>                                         <td></td>          <td>0.0011</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0084)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:nivetude2</th>                                    <td></td>          <td>0.4163</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.3704)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:rsqstat_RS2</th>                                  <td></td>          <td>0.0008</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0085)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:rsqstat_RS3</th>                                  <td></td>          <td>0.0095</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0093)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:salaire_B</th>                                    <td></td>          <td>-0.0029</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0064)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:salaire_C</th>                                    <td></td>          <td>0.0046</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0084)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:salaire_D</th>                                    <td></td>          <td>0.0049</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0065)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:salaire_E</th>                                    <td></td>          <td>-0.0080</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0080)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:salaire_G</th>                                    <td></td>          <td>0.0033</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0079)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:temps</th>                                        <td></td>          <td>-0.0069</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0070)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:zus_IN</th>                                       <td></td>          <td>0.0571</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0355)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:zus_NT</th>                                       <td></td>         <td>-0.0598*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0353)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:zus_NZ</th>                                       <td></td>          <td>0.0032</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0306)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:zus_ZU</th>                                       <td></td>          <td>0.0062</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0167)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Technician</th>                                 <td>0.0102**</td>      <td>0.0012</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0049)</td>     <td>(0.0163)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Unskilled_blue_colar</th>                      <td>-0.0214***</td>     <td>0.0042</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0067)</td>     <td>(0.0225)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Unskilled_clerical_worker</th>                 <td>-0.0152***</td>     <td>-0.0027</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0044)</td>     <td>(0.0150)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Vocational</th>                                  <td>-0.2277</td>     <td>-0.5491*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.1580)</td>     <td>(0.3228)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Wage_target_1200_1349_euros</th>               <td>-0.0088***</td>     <td>-0.0073</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0029)</td>     <td>(0.0095)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Wage_target_1350_1549_euros</th>                 <td>0.0003</td>       <td>0.0031</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0019)</td>     <td>(0.0061)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Wage_target_1550_1799_euros</th>                 <td>0.0047*</td>      <td>0.0006</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0025)</td>     <td>(0.0080)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Wage_target_1800_2200_euros</th>                <td>0.0078***</td>     <td>0.0034</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0019)</td>     <td>(0.0062)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Wage_target_2200_euros</th>                     <td>0.0048**</td>      <td>0.0122</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0024)</td>     <td>(0.0076)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>age</th>                                       <td>-0.0014***</td>   <td>-0.0026***</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0002)</td>     <td>(0.0007)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>cemploi_CE2</th>                                <td>0.0095***</td>    <td>0.0185**</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0021)</td>     <td>(0.0075)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>duree_listes_horsAR</th>                       <td>-0.0015***</td>   <td>-0.0016***</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0000)</td>     <td>(0.0000)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>exper</th>                                     <td>-0.0014***</td>     <td>-0.0014</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0003)</td>     <td>(0.0011)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_12</th>                                      <td>-0.0404</td>      <td>0.0874</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.1683)</td>     <td>(1.1091)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_13</th>                                      <td>-0.0301</td>      <td>0.0186</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.1683)</td>     <td>(2.9198)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_14</th>                                      <td>-0.0352</td>      <td>0.0763</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.1683)</td>     <td>(5.0088)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_15</th>                                      <td>-0.0400</td>      <td>-0.1335</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.1683)</td>     <td>(13.5691)</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_16</th>                                      <td>-0.0540</td>      <td>-0.0026</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.1684)</td>     <td>(3.0104)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_17</th>                                      <td>-0.0372</td>      <td>-0.3014</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.1685)</td>     <td>(3.5753)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_18</th>                                      <td>-0.0298</td>      <td>0.0432</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.1684)</td>     <td>(0.6509)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_19</th>                                      <td>-0.0241</td>      <td>-0.1252</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.1684)</td>     <td>(6.9163)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_22</th>                                      <td>-0.0289</td>      <td>-0.0524</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.1684)</td>     <td>(2.9589)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_23</th>                                      <td>-0.0393</td>      <td>-0.1269</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.1682)</td>     <td>(6.5843)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_24</th>                                      <td>-0.0199</td>      <td>0.0759</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.1685)</td>     <td>(0.9227)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_25</th>                                      <td>-0.0155</td>      <td>0.0189</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.1685)</td>     <td>(2.8651)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_6</th>                                       <td>-0.0455</td>      <td>0.0504</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.1683)</td>     <td>(1.1935)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_7</th>                                       <td>-0.0383</td>      <td>-0.1316</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.1683)</td>     <td>(2.3829)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_Inconnu_des_OPP</th>                         <td>-0.0722</td>      <td>-0.0581</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.1682)</td>     <td>(0.2079)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>mois_saisie_occ</th>                            <td>0.0057***</td>    <td>0.0157**</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0021)</td>     <td>(0.0071)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>ndem</th>                                       <td>0.0059**</td>      <td>0.0050</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0028)</td>     <td>(0.0078)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>nivetude2</th>                                   <td>-0.2254</td>     <td>-0.5511*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.1581)</td>     <td>(0.3229)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>rsqstat_RS2</th>                                <td>-0.0044**</td>     <td>-0.0054</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0022)</td>     <td>(0.0082)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>rsqstat_RS3</th>                               <td>-0.0094***</td>    <td>-0.0182**</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0025)</td>     <td>(0.0090)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>salaire_B</th>                                   <td>0.0003</td>       <td>0.0031</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0019)</td>     <td>(0.0061)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>salaire_C</th>                                   <td>0.0047*</td>      <td>0.0006</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0025)</td>     <td>(0.0080)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>salaire_D</th>                                  <td>0.0078***</td>     <td>0.0034</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0019)</td>     <td>(0.0062)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>salaire_E</th>                                  <td>0.0048**</td>      <td>0.0122</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0024)</td>     <td>(0.0076)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>salaire_G</th>                                 <td>-0.0088***</td>     <td>-0.0119</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0023)</td>     <td>(0.0075)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>temps</th>                                     <td>-0.0073***</td>     <td>-0.0012</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0020)</td>     <td>(0.0066)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>zus_IN</th>                                     <td>0.0902***</td>     <td>0.0394</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0111)</td>     <td>(0.0335)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>zus_NT</th>                                      <td>0.0056</td>       <td>0.0587*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0114)</td>     <td>(0.0331)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>zus_NZ</th>                                     <td>0.0603***</td>    <td>0.0586**</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0097)</td>     <td>(0.0289)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>zus_ZU</th>                                     <td>0.0190***</td>     <td>0.0142</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0053)</td>     <td>(0.0157)</td> \n",
       "</tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary2.Summary'>\n",
       "\"\"\"\n",
       "\n",
       "=================================================================\n",
       "                                         te reg, ctrls interacted\n",
       "-----------------------------------------------------------------\n",
       "College_education                        -0.2070       -0.5288   \n",
       "                                         (0.1580)      (0.3229)  \n",
       "Do_not_search_for_a_full_time_position   -0.0073***    -0.0012   \n",
       "                                         (0.0020)      (0.0066)  \n",
       "Economic_Layoff                          0.0368        0.0811    \n",
       "                                         (0.0228)      (0.0778)  \n",
       "Employment_component_level_1             0.0183***     0.0264*   \n",
       "                                         (0.0041)      (0.0146)  \n",
       "Employment_component_level_2             0.0095***     0.0185**  \n",
       "                                         (0.0021)      (0.0075)  \n",
       "Employment_component_missing             -0.0278***    -0.0449** \n",
       "                                         (0.0055)      (0.0200)  \n",
       "End_of_Fixed_Term_Contract               0.0170        -0.0096   \n",
       "                                         (0.0154)      (0.0527)  \n",
       "End_of_Temporary_Work                    -0.0781***    -0.1172** \n",
       "                                         (0.0162)      (0.0548)  \n",
       "First_unemployment_spell                 -0.0296***    -0.0455***\n",
       "                                         (0.0055)      (0.0169)  \n",
       "High_school_dropout                      -0.2451       -0.5851*  \n",
       "                                         (0.1580)      (0.3229)  \n",
       "Intercept                                0.1480        0.1639    \n",
       "                                         (0.1498)      (0.9335)  \n",
       "Layoff                                   -0.0226       -0.1227   \n",
       "                                         (0.0375)      (0.1285)  \n",
       "Manager                                  0.0229***     0.0033    \n",
       "                                         (0.0054)      (0.0174)  \n",
       "Married                                  -0.0002       0.0031    \n",
       "                                         (0.0039)      (0.0125)  \n",
       "More_5_years_of_exp_in_the_job           0.0173***     0.0290**  \n",
       "                                         (0.0037)      (0.0118)  \n",
       "More_than_one_child                      0.0111**      0.0093    \n",
       "                                         (0.0051)      (0.0165)  \n",
       "No_Wage_target                           -0.0088***    -0.0119   \n",
       "                                         (0.0023)      (0.0075)  \n",
       "No_child                                 -0.0112**     -0.0102   \n",
       "                                         (0.0045)      (0.0144)  \n",
       "No_exp_in_the_job                        -0.0135***    -0.0160   \n",
       "                                         (0.0036)      (0.0118)  \n",
       "Number_of_children                       -0.0025       0.0096    \n",
       "                                         (0.0031)      (0.0098)  \n",
       "One_child                                0.0001        0.0009    \n",
       "                                         (0.0029)      (0.0094)  \n",
       "One_to_5_years_of_exp_in_the_job         -0.0038       -0.0131   \n",
       "                                         (0.0025)      (0.0082)  \n",
       "Other_Statistical_risk                   0.0138***     0.0235    \n",
       "                                         (0.0043)      (0.0158)  \n",
       "Other_reasons_of_unemployment            -0.0072       -0.0455   \n",
       "                                         (0.0152)      (0.0519)  \n",
       "Personnal_Layoff                         0.0315        0.0910    \n",
       "                                         (0.0226)      (0.0774)  \n",
       "Q1                                       0.0400**      0.1239**  \n",
       "                                         (0.0179)      (0.0609)  \n",
       "Q2                                       0.0293**      0.1377*** \n",
       "                                         (0.0129)      (0.0449)  \n",
       "Q3                                       0.0028        0.0316**  \n",
       "                                         (0.0038)      (0.0139)  \n",
       "Q4                                       0.0028        0.0316**  \n",
       "                                         (0.0038)      (0.0139)  \n",
       "Search_for_a_full_time_position          0.0073***     0.0012    \n",
       "                                         (0.0020)      (0.0066)  \n",
       "Sensitive_suburban_area                  0.0190***     0.0142    \n",
       "                                         (0.0053)      (0.0157)  \n",
       "Skilled_blue_colar                       0.0032        0.0069    \n",
       "                                         (0.0050)      (0.0163)  \n",
       "Skilled_clerical_worker                  0.0002        -0.0130   \n",
       "                                         (0.0029)      (0.0096)  \n",
       "Statistical_risk_level_2                 -0.0044**     -0.0054   \n",
       "                                         (0.0022)      (0.0082)  \n",
       "Statistical_risk_level_3                 -0.0094***    -0.0182** \n",
       "                                         (0.0025)      (0.0090)  \n",
       "T                                        0.0175        0.0031    \n",
       "                                         (0.1682)      (0.9341)  \n",
       "T:College_education                                    0.4120    \n",
       "                                                       (0.3704)  \n",
       "T:Do_not_search_for_a_full_time_position               -0.0069   \n",
       "                                                       (0.0070)  \n",
       "T:Economic_Layoff                                      -0.0473   \n",
       "                                                       (0.0814)  \n",
       "T:Employment_component_level_1                         -0.0086   \n",
       "                                                       (0.0152)  \n",
       "T:Employment_component_level_2                         -0.0097   \n",
       "                                                       (0.0078)  \n",
       "T:Employment_component_missing                         0.0184    \n",
       "                                                       (0.0208)  \n",
       "T:End_of_Fixed_Term_Contract                           0.0284    \n",
       "                                                       (0.0551)  \n",
       "T:End_of_Temporary_Work                                0.0418    \n",
       "                                                       (0.0574)  \n",
       "T:First_unemployment_spell                             0.0177    \n",
       "                                                       (0.0179)  \n",
       "T:High_school_dropout                                  0.4320    \n",
       "                                                       (0.3704)  \n",
       "T:Layoff                                               0.1080    \n",
       "                                                       (0.1343)  \n",
       "T:Manager                                              0.0217    \n",
       "                                                       (0.0183)  \n",
       "T:Married                                              -0.0038   \n",
       "                                                       (0.0131)  \n",
       "T:More_5_years_of_exp_in_the_job                       -0.0132   \n",
       "                                                       (0.0124)  \n",
       "T:More_than_one_child                                  0.0019    \n",
       "                                                       (0.0174)  \n",
       "T:No_Wage_target                                       0.0033    \n",
       "                                                       (0.0079)  \n",
       "T:No_child                                             -0.0011   \n",
       "                                                       (0.0151)  \n",
       "T:No_exp_in_the_job                                    0.0028    \n",
       "                                                       (0.0124)  \n",
       "T:Number_of_children                                   -0.0134   \n",
       "                                                       (0.0103)  \n",
       "T:One_child                                            -0.0008   \n",
       "                                                       (0.0099)  \n",
       "T:One_to_5_years_of_exp_in_the_job                     0.0104    \n",
       "                                                       (0.0086)  \n",
       "T:Other_Statistical_risk                               -0.0103   \n",
       "                                                       (0.0164)  \n",
       "T:Other_reasons_of_unemployment                        0.0412    \n",
       "                                                       (0.0543)  \n",
       "T:Personnal_Layoff                                     -0.0641   \n",
       "                                                       (0.0810)  \n",
       "T:Q1                                                   -0.0879   \n",
       "                                                       (0.0637)  \n",
       "T:Q2                                                   -0.1174** \n",
       "                                                       (0.0468)  \n",
       "T:Q3                                                   -0.0310** \n",
       "                                                       (0.0145)  \n",
       "T:Q4                                                   -0.0310** \n",
       "                                                       (0.0145)  \n",
       "T:Search_for_a_full_time_position                      0.0069    \n",
       "                                                       (0.0070)  \n",
       "T:Sensitive_suburban_area                              0.0062    \n",
       "                                                       (0.0167)  \n",
       "T:Skilled_blue_colar                                   -0.0044   \n",
       "                                                       (0.0171)  \n",
       "T:Skilled_clerical_worker                              0.0147    \n",
       "                                                       (0.0100)  \n",
       "T:Statistical_risk_level_2                             0.0008    \n",
       "                                                       (0.0085)  \n",
       "T:Statistical_risk_level_3                             0.0095    \n",
       "                                                       (0.0093)  \n",
       "T:Technician                                           0.0100    \n",
       "                                                       (0.0171)  \n",
       "T:Unskilled_blue_colar                                 -0.0282   \n",
       "                                                       (0.0235)  \n",
       "T:Unskilled_clerical_worker                            -0.0137   \n",
       "                                                       (0.0157)  \n",
       "T:Vocational                                           0.4113    \n",
       "                                                       (0.3703)  \n",
       "T:Wage_target_1200_1349_euros                          -0.0018   \n",
       "                                                       (0.0100)  \n",
       "T:Wage_target_1350_1549_euros                          -0.0029   \n",
       "                                                       (0.0064)  \n",
       "T:Wage_target_1550_1799_euros                          0.0046    \n",
       "                                                       (0.0084)  \n",
       "T:Wage_target_1800_2200_euros                          0.0049    \n",
       "                                                       (0.0065)  \n",
       "T:Wage_target_2200_euros                               -0.0080   \n",
       "                                                       (0.0080)  \n",
       "T:age                                                  0.0013*   \n",
       "                                                       (0.0007)  \n",
       "T:cemploi_CE2                                          -0.0097   \n",
       "                                                       (0.0078)  \n",
       "T:duree_listes_horsAR                                  0.0002*** \n",
       "                                                       (0.0000)  \n",
       "T:exper                                                0.0000    \n",
       "                                                       (0.0012)  \n",
       "T:lot_12                                               -0.1395   \n",
       "                                                       (1.1243)  \n",
       "T:lot_13                                               -0.0604   \n",
       "                                                       (2.9256)  \n",
       "T:lot_14                                               -0.1232   \n",
       "                                                       (5.0122)  \n",
       "T:lot_15                                               0.0800    \n",
       "                                                       (13.5704) \n",
       "T:lot_16                                               -0.0657   \n",
       "                                                       (3.0161)  \n",
       "T:lot_17                                               0.2526    \n",
       "                                                       (3.5800)  \n",
       "T:lot_18                                               -0.0845   \n",
       "                                                       (0.6765)  \n",
       "T:lot_19                                               0.0918    \n",
       "                                                       (6.9187)  \n",
       "T:lot_22                                               0.0124    \n",
       "                                                       (2.9647)  \n",
       "T:lot_23                                               0.0768    \n",
       "                                                       (6.5869)  \n",
       "T:lot_24                                               -0.1064   \n",
       "                                                       (0.9409)  \n",
       "T:lot_25                                               -0.0451   \n",
       "                                                       (2.8710)  \n",
       "T:lot_6                                                -0.1082   \n",
       "                                                       (1.2077)  \n",
       "T:lot_7                                                0.0815    \n",
       "                                                       (2.3900)  \n",
       "T:lot_Inconnu_des_OPP                                  -0.0255   \n",
       "                                                       (0.2127)  \n",
       "T:mois_saisie_occ                                      -0.0109   \n",
       "                                                       (0.0074)  \n",
       "T:ndem                                                 0.0011    \n",
       "                                                       (0.0084)  \n",
       "T:nivetude2                                            0.4163    \n",
       "                                                       (0.3704)  \n",
       "T:rsqstat_RS2                                          0.0008    \n",
       "                                                       (0.0085)  \n",
       "T:rsqstat_RS3                                          0.0095    \n",
       "                                                       (0.0093)  \n",
       "T:salaire_B                                            -0.0029   \n",
       "                                                       (0.0064)  \n",
       "T:salaire_C                                            0.0046    \n",
       "                                                       (0.0084)  \n",
       "T:salaire_D                                            0.0049    \n",
       "                                                       (0.0065)  \n",
       "T:salaire_E                                            -0.0080   \n",
       "                                                       (0.0080)  \n",
       "T:salaire_G                                            0.0033    \n",
       "                                                       (0.0079)  \n",
       "T:temps                                                -0.0069   \n",
       "                                                       (0.0070)  \n",
       "T:zus_IN                                               0.0571    \n",
       "                                                       (0.0355)  \n",
       "T:zus_NT                                               -0.0598*  \n",
       "                                                       (0.0353)  \n",
       "T:zus_NZ                                               0.0032    \n",
       "                                                       (0.0306)  \n",
       "T:zus_ZU                                               0.0062    \n",
       "                                                       (0.0167)  \n",
       "Technician                               0.0102**      0.0012    \n",
       "                                         (0.0049)      (0.0163)  \n",
       "Unskilled_blue_colar                     -0.0214***    0.0042    \n",
       "                                         (0.0067)      (0.0225)  \n",
       "Unskilled_clerical_worker                -0.0152***    -0.0027   \n",
       "                                         (0.0044)      (0.0150)  \n",
       "Vocational                               -0.2277       -0.5491*  \n",
       "                                         (0.1580)      (0.3228)  \n",
       "Wage_target_1200_1349_euros              -0.0088***    -0.0073   \n",
       "                                         (0.0029)      (0.0095)  \n",
       "Wage_target_1350_1549_euros              0.0003        0.0031    \n",
       "                                         (0.0019)      (0.0061)  \n",
       "Wage_target_1550_1799_euros              0.0047*       0.0006    \n",
       "                                         (0.0025)      (0.0080)  \n",
       "Wage_target_1800_2200_euros              0.0078***     0.0034    \n",
       "                                         (0.0019)      (0.0062)  \n",
       "Wage_target_2200_euros                   0.0048**      0.0122    \n",
       "                                         (0.0024)      (0.0076)  \n",
       "age                                      -0.0014***    -0.0026***\n",
       "                                         (0.0002)      (0.0007)  \n",
       "cemploi_CE2                              0.0095***     0.0185**  \n",
       "                                         (0.0021)      (0.0075)  \n",
       "duree_listes_horsAR                      -0.0015***    -0.0016***\n",
       "                                         (0.0000)      (0.0000)  \n",
       "exper                                    -0.0014***    -0.0014   \n",
       "                                         (0.0003)      (0.0011)  \n",
       "lot_12                                   -0.0404       0.0874    \n",
       "                                         (0.1683)      (1.1091)  \n",
       "lot_13                                   -0.0301       0.0186    \n",
       "                                         (0.1683)      (2.9198)  \n",
       "lot_14                                   -0.0352       0.0763    \n",
       "                                         (0.1683)      (5.0088)  \n",
       "lot_15                                   -0.0400       -0.1335   \n",
       "                                         (0.1683)      (13.5691) \n",
       "lot_16                                   -0.0540       -0.0026   \n",
       "                                         (0.1684)      (3.0104)  \n",
       "lot_17                                   -0.0372       -0.3014   \n",
       "                                         (0.1685)      (3.5753)  \n",
       "lot_18                                   -0.0298       0.0432    \n",
       "                                         (0.1684)      (0.6509)  \n",
       "lot_19                                   -0.0241       -0.1252   \n",
       "                                         (0.1684)      (6.9163)  \n",
       "lot_22                                   -0.0289       -0.0524   \n",
       "                                         (0.1684)      (2.9589)  \n",
       "lot_23                                   -0.0393       -0.1269   \n",
       "                                         (0.1682)      (6.5843)  \n",
       "lot_24                                   -0.0199       0.0759    \n",
       "                                         (0.1685)      (0.9227)  \n",
       "lot_25                                   -0.0155       0.0189    \n",
       "                                         (0.1685)      (2.8651)  \n",
       "lot_6                                    -0.0455       0.0504    \n",
       "                                         (0.1683)      (1.1935)  \n",
       "lot_7                                    -0.0383       -0.1316   \n",
       "                                         (0.1683)      (2.3829)  \n",
       "lot_Inconnu_des_OPP                      -0.0722       -0.0581   \n",
       "                                         (0.1682)      (0.2079)  \n",
       "mois_saisie_occ                          0.0057***     0.0157**  \n",
       "                                         (0.0021)      (0.0071)  \n",
       "ndem                                     0.0059**      0.0050    \n",
       "                                         (0.0028)      (0.0078)  \n",
       "nivetude2                                -0.2254       -0.5511*  \n",
       "                                         (0.1581)      (0.3229)  \n",
       "rsqstat_RS2                              -0.0044**     -0.0054   \n",
       "                                         (0.0022)      (0.0082)  \n",
       "rsqstat_RS3                              -0.0094***    -0.0182** \n",
       "                                         (0.0025)      (0.0090)  \n",
       "salaire_B                                0.0003        0.0031    \n",
       "                                         (0.0019)      (0.0061)  \n",
       "salaire_C                                0.0047*       0.0006    \n",
       "                                         (0.0025)      (0.0080)  \n",
       "salaire_D                                0.0078***     0.0034    \n",
       "                                         (0.0019)      (0.0062)  \n",
       "salaire_E                                0.0048**      0.0122    \n",
       "                                         (0.0024)      (0.0076)  \n",
       "salaire_G                                -0.0088***    -0.0119   \n",
       "                                         (0.0023)      (0.0075)  \n",
       "temps                                    -0.0073***    -0.0012   \n",
       "                                         (0.0020)      (0.0066)  \n",
       "zus_IN                                   0.0902***     0.0394    \n",
       "                                         (0.0111)      (0.0335)  \n",
       "zus_NT                                   0.0056        0.0587*   \n",
       "                                         (0.0114)      (0.0331)  \n",
       "zus_NZ                                   0.0603***     0.0586**  \n",
       "                                         (0.0097)      (0.0289)  \n",
       "zus_ZU                                   0.0190***     0.0142    \n",
       "                                         (0.0053)      (0.0157)  \n",
       "=================================================================\n",
       "Standard errors in parentheses.\n",
       "* p<.1, ** p<.05, ***p<.01\n",
       "\"\"\""
      ]
     },
     "execution_count": 188,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from statsmodels.iolib.summary2 import summary_col\n",
    "import statsmodels.formula.api as smf\n",
    "#  If you supply 1/W then the variables are pre- multiplied by 1/sqrt(W).\n",
    "res_simp = smf.wls( simple_form, data=all_data, weights = est_Q**2).fit()\n",
    "res_tot = smf.wls( form_tot, data=all_data, weights = est_Q**2).fit()\n",
    "dfoutput = summary_col([res_simp, res_tot],model_names=['te reg, ctrls', 'interacted'],stars=True)\n",
    "dfoutput"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Woman</th>\n",
       "      <th>Woman</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>64</th>\n",
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       "      <th>77</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <th>83</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <th>90</th>\n",
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       "      <th>104</th>\n",
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       "      <th>123</th>\n",
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       "      <th>129</th>\n",
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       "      <th>130</th>\n",
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       "      <th>140</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>43742</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>43745</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>43755</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>43771</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43777</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43792</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43803</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43808</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43819</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43829</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43838</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43857</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43861</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43864</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43869</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43881</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43888</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43895</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43898</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43911</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43919</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43929</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43941</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43944</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43955</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43957</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43963</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43965</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43966</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7950 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Woman  Woman\n",
       "0          0      0\n",
       "5          1      1\n",
       "7          0      0\n",
       "10         0      0\n",
       "13         0      0\n",
       "21         1      1\n",
       "22         1      1\n",
       "42         0      0\n",
       "52         0      0\n",
       "55         1      1\n",
       "64         0      0\n",
       "69         0      0\n",
       "71         1      1\n",
       "77         1      1\n",
       "83         1      1\n",
       "90         1      1\n",
       "104        1      1\n",
       "106        0      0\n",
       "111        0      0\n",
       "112        1      1\n",
       "123        0      0\n",
       "129        0      0\n",
       "130        1      1\n",
       "140        1      1\n",
       "141        1      1\n",
       "142        1      1\n",
       "143        0      0\n",
       "147        1      1\n",
       "148        0      0\n",
       "171        1      1\n",
       "...      ...    ...\n",
       "43742      0      0\n",
       "43745      1      1\n",
       "43747      0      0\n",
       "43755      1      1\n",
       "43771      1      1\n",
       "43777      0      0\n",
       "43792      0      0\n",
       "43803      0      0\n",
       "43808      1      1\n",
       "43819      1      1\n",
       "43829      0      0\n",
       "43838      0      0\n",
       "43857      0      0\n",
       "43861      1      1\n",
       "43864      1      1\n",
       "43869      1      1\n",
       "43881      1      1\n",
       "43888      0      0\n",
       "43895      1      1\n",
       "43898      0      0\n",
       "43911      0      0\n",
       "43919      0      0\n",
       "43929      1      1\n",
       "43941      0      0\n",
       "43944      1      1\n",
       "43955      0      0\n",
       "43957      1      1\n",
       "43963      1      1\n",
       "43965      1      1\n",
       "43966      0      0\n",
       "\n",
       "[7950 rows x 2 columns]"
      ]
     },
     "execution_count": 254,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "''' Run WLS (interacted and non interacted, with controls)\n",
    "'''\n",
    "def get_reg_results(X,T,Y,est_Q): \n",
    "    X = X.apply(lambda x: x-x.mean())\n",
    "    all_data = X.copy()\n",
    "    all_data['Y'] = Y\n",
    "    all_data['T'] = T\n",
    "    form = ols_formula(all_data, 'Y', top_level = False, excluded_cols = 'T' )\n",
    "    form_tot = 'Y ~ T + T*('+ form + ') + ' + form\n",
    "    simple_form = ' Y ~ T +' + form\n",
    "    res_simp = smf.wls( simple_form, data=all_data, weights = est_Q**2).fit()\n",
    "    res_tot = smf.wls( form_tot, data=all_data, weights = est_Q**2).fit()\n",
    "    dfoutput = summary_col([res_simp, res_tot],model_names=['te reg, ctrls', 'interacted'],stars=True)\n",
    "    return [dfoutput, res_simp, res_tot]\n",
    "\n",
    "A_woman[ (T_public == 1) | (control == 1) ]['Woman']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "A_french[ (T_public == 1) | (control == 1) ].to_csv('data/crepon/A_french.csv', index=False, header = False)\n",
    "A_age[ (T_public == 1) | (control == 1) ].to_csv('data/crepon/A_age.csv',index=False, header = False)\n",
    "A_woman[ (T_public == 1) | (control == 1) ].iloc[:,0].to_csv('data/crepon/A_woman.csv',index=False, header = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 257,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(7950, 77)]\n"
     ]
    }
   ],
   "source": [
    "\n",
    "X_pub_c = X_[ (T_public == 1) | (control == 1) ]\n",
    "T_pub_c = T_public[ (T_public == 1) | (control == 1) ]\n",
    "Y_6mo_employ_pub_c= Y_6mo_employ[ (T_public == 1) | (control == 1) ]\n",
    "X_pub_c = X_pub_c.rename({'lot_Inconnu des OPP':'lot_Inconnu_des_OPP','1 _to_5_years_of_exp_in_the_job':'1_to_5_years_of_exp_in_the_job'}, axis = 'columns')\n",
    "[est_Q_pub, clf] = estimate_prop(X_pub_c, T_pub_c, X_pub_c, T_pub_c)\n",
    "\n",
    "[dfoutput_pub, res_simp_pub, res_tot_pub] = get_reg_results(X_pub_c,T_pub_c,Y_6mo_employ_pub_c,est_Q_pub)\n",
    "\n",
    "print [X_pub_c.shape]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 258,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "                      <td></td>                     <th>te reg, ctrls</th> <th>interacted</th>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>College_education</th>                           <td>-0.1904</td>     <td>-0.5314*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.2350)</td>     <td>(0.2836)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Do_not_search_for_a_full_time_position</th>      <td>-0.0069</td>      <td>-0.0036</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0047)</td>     <td>(0.0056)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Economic_Layoff</th>                             <td>-0.0550</td>      <td>0.0671</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0482)</td>     <td>(0.0828)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Employment_component_level_1</th>               <td>0.0450***</td>    <td>0.0284**</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0103)</td>     <td>(0.0125)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Employment_component_level_2</th>               <td>0.0251***</td>    <td>0.0190***</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0053)</td>     <td>(0.0064)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Employment_component_missing</th>              <td>-0.0701***</td>   <td>-0.0474***</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0141)</td>     <td>(0.0171)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>End_of_Fixed_Term_Contract</th>                 <td>0.0791**</td>      <td>-0.0033</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0328)</td>     <td>(0.0557)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>End_of_Temporary_Work</th>                       <td>-0.0210</td>     <td>-0.1034*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0346)</td>     <td>(0.0572)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>First_unemployment_spell</th>                  <td>-0.0560***</td>   <td>-0.0453***</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0124)</td>     <td>(0.0150)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>High_school_dropout</th>                         <td>-0.2359</td>     <td>-0.5883**</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.2350)</td>     <td>(0.2836)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th>                                  <td>0.1897***</td>    <td>0.1876***</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0046)</td>     <td>(0.0047)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Layoff</th>                                      <td>0.1068</td>       <td>-0.1035</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0791)</td>     <td>(0.1371)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Manager</th>                                     <td>0.0046</td>       <td>-0.0004</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0126)</td>     <td>(0.0148)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Married</th>                                     <td>0.0011</td>       <td>-0.0052</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0090)</td>     <td>(0.0107)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>More_5_years_of_exp_in_the_job</th>             <td>0.0214**</td>     <td>0.0237**</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0085)</td>     <td>(0.0101)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>More_than_one_child</th>                         <td>0.0092</td>       <td>0.0118</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0117)</td>     <td>(0.0137)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No_Wage_target</th>                             <td>-0.0097*</td>     <td>-0.0138**</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0054)</td>     <td>(0.0062)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No_child</th>                                    <td>-0.0080</td>      <td>-0.0126</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0102)</td>     <td>(0.0119)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No_exp_in_the_job</th>                          <td>-0.0198**</td>     <td>-0.0143</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0084)</td>     <td>(0.0101)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Number_of_children</th>                          <td>0.0073</td>       <td>0.0085</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0069)</td>     <td>(0.0079)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>One_child</th>                                   <td>-0.0012</td>      <td>0.0008</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0067)</td>     <td>(0.0080)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>One_to_5_years_of_exp_in_the_job</th>            <td>-0.0016</td>      <td>-0.0094</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0059)</td>     <td>(0.0070)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Other_Statistical_risk</th>                     <td>0.0412***</td>    <td>0.0276**</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0110)</td>     <td>(0.0135)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Other_reasons_of_unemployment</th>               <td>0.0464</td>       <td>-0.0373</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0321)</td>     <td>(0.0552)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Personnal_Layoff</th>                            <td>-0.0495</td>      <td>0.0769</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0478)</td>     <td>(0.0825)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Q1</th>                                          <td>0.0693</td>       <td>0.0971*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0431)</td>     <td>(0.0531)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Q2</th>                                         <td>0.0791**</td>     <td>0.1086***</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0315)</td>     <td>(0.0393)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Q3</th>                                         <td>0.0200**</td>     <td>0.0299**</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0097)</td>     <td>(0.0126)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Q4</th>                                         <td>0.0200**</td>     <td>0.0299**</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0097)</td>     <td>(0.0126)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Search_for_a_full_time_position</th>             <td>0.0069</td>       <td>0.0036</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0047)</td>     <td>(0.0056)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Sensitive_suburban_area</th>                     <td>0.0052</td>       <td>0.0109</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0113)</td>     <td>(0.0127)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skilled_blue_colar</th>                          <td>-0.0079</td>      <td>-0.0000</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0115)</td>     <td>(0.0136)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skilled_clerical_worker</th>                    <td>-0.0143**</td>    <td>-0.0151*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0069)</td>     <td>(0.0082)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Statistical_risk_level_2</th>                  <td>-0.0162***</td>     <td>-0.0090</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0057)</td>     <td>(0.0070)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Statistical_risk_level_3</th>                  <td>-0.0250***</td>    <td>-0.0186**</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0063)</td>     <td>(0.0076)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T</th>                                           <td>0.0151*</td>      <td>0.0144</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0088)</td>     <td>(0.0089)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:College_education</th>                            <td></td>         <td>1.0657**</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.5071)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Do_not_search_for_a_full_time_position</th>       <td></td>          <td>-0.0133</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0106)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Economic_Layoff</th>                              <td></td>         <td>-0.1714*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.1030)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Employment_component_level_1</th>                 <td></td>         <td>0.0529**</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0224)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Employment_component_level_2</th>                 <td></td>          <td>0.0194*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0113)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Employment_component_missing</th>                 <td></td>         <td>-0.0723**</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0303)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:End_of_Fixed_Term_Contract</th>                   <td></td>          <td>0.1204*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0700)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:End_of_Temporary_Work</th>                        <td></td>          <td>0.1214</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0748)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:First_unemployment_spell</th>                     <td></td>          <td>-0.0295</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0268)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:High_school_dropout</th>                          <td></td>         <td>1.1091**</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.5071)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Layoff</th>                                       <td></td>          <td>0.3100*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.1689)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Manager</th>                                      <td></td>          <td>0.0159</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0286)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Married</th>                                      <td></td>          <td>0.0279</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0201)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:More_5_years_of_exp_in_the_job</th>               <td></td>          <td>-0.0073</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0188)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:More_than_one_child</th>                          <td></td>          <td>-0.0147</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0270)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:No_Wage_target</th>                               <td></td>          <td>0.0183</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0124)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:No_child</th>                                     <td></td>          <td>0.0200</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0236)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:No_exp_in_the_job</th>                            <td></td>          <td>-0.0161</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0185)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Number_of_children</th>                           <td></td>          <td>-0.0021</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0165)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:One_child</th>                                    <td></td>          <td>-0.0053</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0149)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:One_to_5_years_of_exp_in_the_job</th>             <td></td>          <td>0.0234*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0130)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Other_Statistical_risk</th>                       <td></td>          <td>0.0401*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0235)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Other_reasons_of_unemployment</th>                <td></td>          <td>0.1166*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0686)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Personnal_Layoff</th>                             <td></td>         <td>-0.1871*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.1021)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Q1</th>                                           <td></td>          <td>-0.0602</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0930)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Q2</th>                                           <td></td>          <td>-0.0723</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0676)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Q3</th>                                           <td></td>          <td>-0.0165</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0204)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Q4</th>                                           <td></td>          <td>-0.0165</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0204)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Search_for_a_full_time_position</th>              <td></td>          <td>0.0133</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0106)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Sensitive_suburban_area</th>                      <td></td>          <td>-0.0436</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0291)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Skilled_blue_colar</th>                           <td></td>          <td>-0.0249</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0260)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Skilled_clerical_worker</th>                      <td></td>          <td>0.0033</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0151)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Statistical_risk_level_2</th>                     <td></td>         <td>-0.0221*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0122)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Statistical_risk_level_3</th>                     <td></td>          <td>-0.0180</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0135)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Technician</th>                                   <td></td>          <td>0.0191</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0251)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Unskilled_blue_colar</th>                         <td></td>          <td>0.0082</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0351)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Unskilled_clerical_worker</th>                    <td></td>          <td>-0.0216</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0230)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Vocational</th>                                   <td></td>         <td>1.0845**</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.5069)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Wage_target_1200_1349_euros</th>                  <td></td>          <td>-0.0038</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0146)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Wage_target_1350_1549_euros</th>                  <td></td>          <td>-0.0022</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0097)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Wage_target_1550_1799_euros</th>                  <td></td>          <td>-0.0053</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0129)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Wage_target_1800_2200_euros</th>                  <td></td>          <td>0.0075</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0099)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:Wage_target_2200_euros</th>                       <td></td>          <td>-0.0145</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0123)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:age</th>                                          <td></td>          <td>0.0001</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0011)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:cemploi_CE2</th>                                  <td></td>          <td>0.0194*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0113)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:duree_listes_horsAR</th>                          <td></td>        <td>-0.0002***</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0001)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:exper</th>                                        <td></td>          <td>0.0009</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0018)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_12</th>                                       <td></td>          <td>-0.0828</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.1021)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_13</th>                                       <td></td>          <td>-0.0971</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.1348)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_14</th>                                       <td></td>          <td>-0.2131</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.1364)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_15</th>                                       <td></td>          <td>0.0991</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.2291)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_16</th>                                       <td></td>          <td>-0.0931</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.1232)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_17</th>                                       <td></td>          <td>0.2033</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.2631)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_18</th>                                       <td></td>          <td>0.1242</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.1667)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_19</th>                                       <td></td>          <td>-0.0458</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.3115)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_22</th>                                       <td></td>          <td>0.0094</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.4570)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_23</th>                                       <td></td>          <td>0.0135</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.1334)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_24</th>                                       <td></td>          <td>0.0183</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.1021)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_25</th>                                       <td></td>          <td>0.0537</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.1336)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_6</th>                                        <td></td>          <td>0.0915</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0886)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_7</th>                                        <td></td>          <td>0.1928*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.1134)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:lot_Inconnu_des_OPP</th>                          <td></td>          <td>0.0000</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0000)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:mois_saisie_occ</th>                              <td></td>          <td>-0.0048</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0108)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:ndem</th>                                         <td></td>          <td>-0.0118</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0126)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:nivetude2</th>                                    <td></td>         <td>1.0883**</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.5072)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:rsqstat_RS2</th>                                  <td></td>         <td>-0.0221*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0122)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:rsqstat_RS3</th>                                  <td></td>          <td>-0.0180</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0135)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:salaire_B</th>                                    <td></td>          <td>-0.0022</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0097)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:salaire_C</th>                                    <td></td>          <td>-0.0053</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0129)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:salaire_D</th>                                    <td></td>          <td>0.0075</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0099)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:salaire_E</th>                                    <td></td>          <td>-0.0145</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0123)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:salaire_G</th>                                    <td></td>          <td>0.0183</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0124)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:temps</th>                                        <td></td>          <td>-0.0133</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0106)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:zus_IN</th>                                       <td></td>          <td>-0.0453</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0611)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:zus_NT</th>                                       <td></td>         <td>-0.1210**</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0609)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:zus_NZ</th>                                       <td></td>         <td>-0.0926*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0547)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>T:zus_ZU</th>                                       <td></td>          <td>-0.0436</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                               <td></td>         <td>(0.0291)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Technician</th>                                  <td>0.0107</td>       <td>0.0050</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0117)</td>     <td>(0.0142)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Unskilled_blue_colar</th>                        <td>0.0091</td>       <td>0.0065</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0158)</td>     <td>(0.0188)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Unskilled_clerical_worker</th>                   <td>-0.0022</td>      <td>0.0041</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0106)</td>     <td>(0.0129)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Vocational</th>                                  <td>-0.2045</td>     <td>-0.5490*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.2349)</td>     <td>(0.2835)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Wage_target_1200_1349_euros</th>                 <td>-0.0100</td>      <td>-0.0090</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0067)</td>     <td>(0.0081)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Wage_target_1350_1549_euros</th>                 <td>0.0016</td>       <td>0.0019</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0044)</td>     <td>(0.0052)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Wage_target_1550_1799_euros</th>                 <td>-0.0009</td>      <td>-0.0000</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0057)</td>     <td>(0.0067)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Wage_target_1800_2200_euros</th>                <td>0.0093**</td>      <td>0.0066</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0045)</td>     <td>(0.0053)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Wage_target_2200_euros</th>                      <td>0.0096*</td>     <td>0.0143**</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0056)</td>     <td>(0.0066)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>age</th>                                       <td>-0.0022***</td>   <td>-0.0023***</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0005)</td>     <td>(0.0006)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>cemploi_CE2</th>                                <td>0.0251***</td>    <td>0.0190***</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0053)</td>     <td>(0.0064)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>duree_listes_horsAR</th>                       <td>-0.0016***</td>   <td>-0.0016***</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0000)</td>     <td>(0.0000)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>exper</th>                                       <td>-0.0012</td>      <td>-0.0014</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0008)</td>     <td>(0.0009)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_12</th>                                      <td>0.0341</td>       <td>0.0448</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0356)</td>     <td>(0.0385)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_13</th>                                      <td>0.0330</td>       <td>0.0483</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0454)</td>     <td>(0.0487)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_14</th>                                      <td>0.0375</td>       <td>0.0984</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0625)</td>     <td>(0.0750)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_15</th>                                      <td>-0.0486</td>      <td>-0.1093</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.1133)</td>     <td>(0.1520)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_16</th>                                      <td>-0.0740</td>      <td>-0.0503</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0512)</td>     <td>(0.0583)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_17</th>                                     <td>-0.1423*</td>     <td>-0.1493*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0775)</td>     <td>(0.0817)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_18</th>                                      <td>0.0375</td>       <td>0.0257</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0434)</td>     <td>(0.0453)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_19</th>                                      <td>-0.1247</td>      <td>-0.1268</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.1050)</td>     <td>(0.1130)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_22</th>                                      <td>0.0116</td>       <td>0.0151</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0552)</td>     <td>(0.0558)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_23</th>                                      <td>-0.0359</td>      <td>-0.0475</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0580)</td>     <td>(0.0673)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_24</th>                                      <td>-0.0372</td>      <td>-0.0458</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0508)</td>     <td>(0.0708)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_25</th>                                      <td>0.0400</td>       <td>0.0197</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0651)</td>     <td>(0.0836)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_6</th>                                       <td>0.0068</td>       <td>-0.0099</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0325)</td>     <td>(0.0355)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_7</th>                                       <td>-0.0509</td>     <td>-0.0970*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0485)</td>     <td>(0.0557)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lot_Inconnu_des_OPP</th>                         <td>0.0000</td>      <td>-0.0000**</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0000)</td>     <td>(0.0000)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>mois_saisie_occ</th>                            <td>0.0098**</td>      <td>0.0115*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0050)</td>     <td>(0.0061)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>ndem</th>                                        <td>-0.0005</td>      <td>0.0039</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0059)</td>     <td>(0.0073)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>nivetude2</th>                                   <td>-0.2046</td>     <td>-0.5511*</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.2350)</td>     <td>(0.2835)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>rsqstat_RS2</th>                               <td>-0.0162***</td>     <td>-0.0090</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0057)</td>     <td>(0.0070)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>rsqstat_RS3</th>                               <td>-0.0250***</td>    <td>-0.0186**</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0063)</td>     <td>(0.0076)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>salaire_B</th>                                   <td>0.0016</td>       <td>0.0019</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0044)</td>     <td>(0.0052)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>salaire_C</th>                                   <td>-0.0009</td>      <td>-0.0000</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0057)</td>     <td>(0.0067)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>salaire_D</th>                                  <td>0.0093**</td>      <td>0.0066</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0045)</td>     <td>(0.0053)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>salaire_E</th>                                   <td>0.0096*</td>     <td>0.0143**</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0056)</td>     <td>(0.0066)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>salaire_G</th>                                  <td>-0.0097*</td>     <td>-0.0138**</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0054)</td>     <td>(0.0062)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>temps</th>                                       <td>-0.0069</td>      <td>-0.0036</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0047)</td>     <td>(0.0056)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>zus_IN</th>                                      <td>0.0410*</td>      <td>0.0405</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0242)</td>     <td>(0.0274)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>zus_NT</th>                                      <td>0.0470*</td>     <td>0.0703***</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0241)</td>     <td>(0.0271)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>zus_NZ</th>                                     <td>0.0471**</td>     <td>0.0603***</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0208)</td>     <td>(0.0230)</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>zus_ZU</th>                                      <td>0.0052</td>       <td>0.0109</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                                           <td>(0.0113)</td>     <td>(0.0127)</td> \n",
       "</tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary2.Summary'>\n",
       "\"\"\"\n",
       "\n",
       "=================================================================\n",
       "                                         te reg, ctrls interacted\n",
       "-----------------------------------------------------------------\n",
       "College_education                        -0.1904       -0.5314*  \n",
       "                                         (0.2350)      (0.2836)  \n",
       "Do_not_search_for_a_full_time_position   -0.0069       -0.0036   \n",
       "                                         (0.0047)      (0.0056)  \n",
       "Economic_Layoff                          -0.0550       0.0671    \n",
       "                                         (0.0482)      (0.0828)  \n",
       "Employment_component_level_1             0.0450***     0.0284**  \n",
       "                                         (0.0103)      (0.0125)  \n",
       "Employment_component_level_2             0.0251***     0.0190*** \n",
       "                                         (0.0053)      (0.0064)  \n",
       "Employment_component_missing             -0.0701***    -0.0474***\n",
       "                                         (0.0141)      (0.0171)  \n",
       "End_of_Fixed_Term_Contract               0.0791**      -0.0033   \n",
       "                                         (0.0328)      (0.0557)  \n",
       "End_of_Temporary_Work                    -0.0210       -0.1034*  \n",
       "                                         (0.0346)      (0.0572)  \n",
       "First_unemployment_spell                 -0.0560***    -0.0453***\n",
       "                                         (0.0124)      (0.0150)  \n",
       "High_school_dropout                      -0.2359       -0.5883** \n",
       "                                         (0.2350)      (0.2836)  \n",
       "Intercept                                0.1897***     0.1876*** \n",
       "                                         (0.0046)      (0.0047)  \n",
       "Layoff                                   0.1068        -0.1035   \n",
       "                                         (0.0791)      (0.1371)  \n",
       "Manager                                  0.0046        -0.0004   \n",
       "                                         (0.0126)      (0.0148)  \n",
       "Married                                  0.0011        -0.0052   \n",
       "                                         (0.0090)      (0.0107)  \n",
       "More_5_years_of_exp_in_the_job           0.0214**      0.0237**  \n",
       "                                         (0.0085)      (0.0101)  \n",
       "More_than_one_child                      0.0092        0.0118    \n",
       "                                         (0.0117)      (0.0137)  \n",
       "No_Wage_target                           -0.0097*      -0.0138** \n",
       "                                         (0.0054)      (0.0062)  \n",
       "No_child                                 -0.0080       -0.0126   \n",
       "                                         (0.0102)      (0.0119)  \n",
       "No_exp_in_the_job                        -0.0198**     -0.0143   \n",
       "                                         (0.0084)      (0.0101)  \n",
       "Number_of_children                       0.0073        0.0085    \n",
       "                                         (0.0069)      (0.0079)  \n",
       "One_child                                -0.0012       0.0008    \n",
       "                                         (0.0067)      (0.0080)  \n",
       "One_to_5_years_of_exp_in_the_job         -0.0016       -0.0094   \n",
       "                                         (0.0059)      (0.0070)  \n",
       "Other_Statistical_risk                   0.0412***     0.0276**  \n",
       "                                         (0.0110)      (0.0135)  \n",
       "Other_reasons_of_unemployment            0.0464        -0.0373   \n",
       "                                         (0.0321)      (0.0552)  \n",
       "Personnal_Layoff                         -0.0495       0.0769    \n",
       "                                         (0.0478)      (0.0825)  \n",
       "Q1                                       0.0693        0.0971*   \n",
       "                                         (0.0431)      (0.0531)  \n",
       "Q2                                       0.0791**      0.1086*** \n",
       "                                         (0.0315)      (0.0393)  \n",
       "Q3                                       0.0200**      0.0299**  \n",
       "                                         (0.0097)      (0.0126)  \n",
       "Q4                                       0.0200**      0.0299**  \n",
       "                                         (0.0097)      (0.0126)  \n",
       "Search_for_a_full_time_position          0.0069        0.0036    \n",
       "                                         (0.0047)      (0.0056)  \n",
       "Sensitive_suburban_area                  0.0052        0.0109    \n",
       "                                         (0.0113)      (0.0127)  \n",
       "Skilled_blue_colar                       -0.0079       -0.0000   \n",
       "                                         (0.0115)      (0.0136)  \n",
       "Skilled_clerical_worker                  -0.0143**     -0.0151*  \n",
       "                                         (0.0069)      (0.0082)  \n",
       "Statistical_risk_level_2                 -0.0162***    -0.0090   \n",
       "                                         (0.0057)      (0.0070)  \n",
       "Statistical_risk_level_3                 -0.0250***    -0.0186** \n",
       "                                         (0.0063)      (0.0076)  \n",
       "T                                        0.0151*       0.0144    \n",
       "                                         (0.0088)      (0.0089)  \n",
       "T:College_education                                    1.0657**  \n",
       "                                                       (0.5071)  \n",
       "T:Do_not_search_for_a_full_time_position               -0.0133   \n",
       "                                                       (0.0106)  \n",
       "T:Economic_Layoff                                      -0.1714*  \n",
       "                                                       (0.1030)  \n",
       "T:Employment_component_level_1                         0.0529**  \n",
       "                                                       (0.0224)  \n",
       "T:Employment_component_level_2                         0.0194*   \n",
       "                                                       (0.0113)  \n",
       "T:Employment_component_missing                         -0.0723** \n",
       "                                                       (0.0303)  \n",
       "T:End_of_Fixed_Term_Contract                           0.1204*   \n",
       "                                                       (0.0700)  \n",
       "T:End_of_Temporary_Work                                0.1214    \n",
       "                                                       (0.0748)  \n",
       "T:First_unemployment_spell                             -0.0295   \n",
       "                                                       (0.0268)  \n",
       "T:High_school_dropout                                  1.1091**  \n",
       "                                                       (0.5071)  \n",
       "T:Layoff                                               0.3100*   \n",
       "                                                       (0.1689)  \n",
       "T:Manager                                              0.0159    \n",
       "                                                       (0.0286)  \n",
       "T:Married                                              0.0279    \n",
       "                                                       (0.0201)  \n",
       "T:More_5_years_of_exp_in_the_job                       -0.0073   \n",
       "                                                       (0.0188)  \n",
       "T:More_than_one_child                                  -0.0147   \n",
       "                                                       (0.0270)  \n",
       "T:No_Wage_target                                       0.0183    \n",
       "                                                       (0.0124)  \n",
       "T:No_child                                             0.0200    \n",
       "                                                       (0.0236)  \n",
       "T:No_exp_in_the_job                                    -0.0161   \n",
       "                                                       (0.0185)  \n",
       "T:Number_of_children                                   -0.0021   \n",
       "                                                       (0.0165)  \n",
       "T:One_child                                            -0.0053   \n",
       "                                                       (0.0149)  \n",
       "T:One_to_5_years_of_exp_in_the_job                     0.0234*   \n",
       "                                                       (0.0130)  \n",
       "T:Other_Statistical_risk                               0.0401*   \n",
       "                                                       (0.0235)  \n",
       "T:Other_reasons_of_unemployment                        0.1166*   \n",
       "                                                       (0.0686)  \n",
       "T:Personnal_Layoff                                     -0.1871*  \n",
       "                                                       (0.1021)  \n",
       "T:Q1                                                   -0.0602   \n",
       "                                                       (0.0930)  \n",
       "T:Q2                                                   -0.0723   \n",
       "                                                       (0.0676)  \n",
       "T:Q3                                                   -0.0165   \n",
       "                                                       (0.0204)  \n",
       "T:Q4                                                   -0.0165   \n",
       "                                                       (0.0204)  \n",
       "T:Search_for_a_full_time_position                      0.0133    \n",
       "                                                       (0.0106)  \n",
       "T:Sensitive_suburban_area                              -0.0436   \n",
       "                                                       (0.0291)  \n",
       "T:Skilled_blue_colar                                   -0.0249   \n",
       "                                                       (0.0260)  \n",
       "T:Skilled_clerical_worker                              0.0033    \n",
       "                                                       (0.0151)  \n",
       "T:Statistical_risk_level_2                             -0.0221*  \n",
       "                                                       (0.0122)  \n",
       "T:Statistical_risk_level_3                             -0.0180   \n",
       "                                                       (0.0135)  \n",
       "T:Technician                                           0.0191    \n",
       "                                                       (0.0251)  \n",
       "T:Unskilled_blue_colar                                 0.0082    \n",
       "                                                       (0.0351)  \n",
       "T:Unskilled_clerical_worker                            -0.0216   \n",
       "                                                       (0.0230)  \n",
       "T:Vocational                                           1.0845**  \n",
       "                                                       (0.5069)  \n",
       "T:Wage_target_1200_1349_euros                          -0.0038   \n",
       "                                                       (0.0146)  \n",
       "T:Wage_target_1350_1549_euros                          -0.0022   \n",
       "                                                       (0.0097)  \n",
       "T:Wage_target_1550_1799_euros                          -0.0053   \n",
       "                                                       (0.0129)  \n",
       "T:Wage_target_1800_2200_euros                          0.0075    \n",
       "                                                       (0.0099)  \n",
       "T:Wage_target_2200_euros                               -0.0145   \n",
       "                                                       (0.0123)  \n",
       "T:age                                                  0.0001    \n",
       "                                                       (0.0011)  \n",
       "T:cemploi_CE2                                          0.0194*   \n",
       "                                                       (0.0113)  \n",
       "T:duree_listes_horsAR                                  -0.0002***\n",
       "                                                       (0.0001)  \n",
       "T:exper                                                0.0009    \n",
       "                                                       (0.0018)  \n",
       "T:lot_12                                               -0.0828   \n",
       "                                                       (0.1021)  \n",
       "T:lot_13                                               -0.0971   \n",
       "                                                       (0.1348)  \n",
       "T:lot_14                                               -0.2131   \n",
       "                                                       (0.1364)  \n",
       "T:lot_15                                               0.0991    \n",
       "                                                       (0.2291)  \n",
       "T:lot_16                                               -0.0931   \n",
       "                                                       (0.1232)  \n",
       "T:lot_17                                               0.2033    \n",
       "                                                       (0.2631)  \n",
       "T:lot_18                                               0.1242    \n",
       "                                                       (0.1667)  \n",
       "T:lot_19                                               -0.0458   \n",
       "                                                       (0.3115)  \n",
       "T:lot_22                                               0.0094    \n",
       "                                                       (0.4570)  \n",
       "T:lot_23                                               0.0135    \n",
       "                                                       (0.1334)  \n",
       "T:lot_24                                               0.0183    \n",
       "                                                       (0.1021)  \n",
       "T:lot_25                                               0.0537    \n",
       "                                                       (0.1336)  \n",
       "T:lot_6                                                0.0915    \n",
       "                                                       (0.0886)  \n",
       "T:lot_7                                                0.1928*   \n",
       "                                                       (0.1134)  \n",
       "T:lot_Inconnu_des_OPP                                  0.0000    \n",
       "                                                       (0.0000)  \n",
       "T:mois_saisie_occ                                      -0.0048   \n",
       "                                                       (0.0108)  \n",
       "T:ndem                                                 -0.0118   \n",
       "                                                       (0.0126)  \n",
       "T:nivetude2                                            1.0883**  \n",
       "                                                       (0.5072)  \n",
       "T:rsqstat_RS2                                          -0.0221*  \n",
       "                                                       (0.0122)  \n",
       "T:rsqstat_RS3                                          -0.0180   \n",
       "                                                       (0.0135)  \n",
       "T:salaire_B                                            -0.0022   \n",
       "                                                       (0.0097)  \n",
       "T:salaire_C                                            -0.0053   \n",
       "                                                       (0.0129)  \n",
       "T:salaire_D                                            0.0075    \n",
       "                                                       (0.0099)  \n",
       "T:salaire_E                                            -0.0145   \n",
       "                                                       (0.0123)  \n",
       "T:salaire_G                                            0.0183    \n",
       "                                                       (0.0124)  \n",
       "T:temps                                                -0.0133   \n",
       "                                                       (0.0106)  \n",
       "T:zus_IN                                               -0.0453   \n",
       "                                                       (0.0611)  \n",
       "T:zus_NT                                               -0.1210** \n",
       "                                                       (0.0609)  \n",
       "T:zus_NZ                                               -0.0926*  \n",
       "                                                       (0.0547)  \n",
       "T:zus_ZU                                               -0.0436   \n",
       "                                                       (0.0291)  \n",
       "Technician                               0.0107        0.0050    \n",
       "                                         (0.0117)      (0.0142)  \n",
       "Unskilled_blue_colar                     0.0091        0.0065    \n",
       "                                         (0.0158)      (0.0188)  \n",
       "Unskilled_clerical_worker                -0.0022       0.0041    \n",
       "                                         (0.0106)      (0.0129)  \n",
       "Vocational                               -0.2045       -0.5490*  \n",
       "                                         (0.2349)      (0.2835)  \n",
       "Wage_target_1200_1349_euros              -0.0100       -0.0090   \n",
       "                                         (0.0067)      (0.0081)  \n",
       "Wage_target_1350_1549_euros              0.0016        0.0019    \n",
       "                                         (0.0044)      (0.0052)  \n",
       "Wage_target_1550_1799_euros              -0.0009       -0.0000   \n",
       "                                         (0.0057)      (0.0067)  \n",
       "Wage_target_1800_2200_euros              0.0093**      0.0066    \n",
       "                                         (0.0045)      (0.0053)  \n",
       "Wage_target_2200_euros                   0.0096*       0.0143**  \n",
       "                                         (0.0056)      (0.0066)  \n",
       "age                                      -0.0022***    -0.0023***\n",
       "                                         (0.0005)      (0.0006)  \n",
       "cemploi_CE2                              0.0251***     0.0190*** \n",
       "                                         (0.0053)      (0.0064)  \n",
       "duree_listes_horsAR                      -0.0016***    -0.0016***\n",
       "                                         (0.0000)      (0.0000)  \n",
       "exper                                    -0.0012       -0.0014   \n",
       "                                         (0.0008)      (0.0009)  \n",
       "lot_12                                   0.0341        0.0448    \n",
       "                                         (0.0356)      (0.0385)  \n",
       "lot_13                                   0.0330        0.0483    \n",
       "                                         (0.0454)      (0.0487)  \n",
       "lot_14                                   0.0375        0.0984    \n",
       "                                         (0.0625)      (0.0750)  \n",
       "lot_15                                   -0.0486       -0.1093   \n",
       "                                         (0.1133)      (0.1520)  \n",
       "lot_16                                   -0.0740       -0.0503   \n",
       "                                         (0.0512)      (0.0583)  \n",
       "lot_17                                   -0.1423*      -0.1493*  \n",
       "                                         (0.0775)      (0.0817)  \n",
       "lot_18                                   0.0375        0.0257    \n",
       "                                         (0.0434)      (0.0453)  \n",
       "lot_19                                   -0.1247       -0.1268   \n",
       "                                         (0.1050)      (0.1130)  \n",
       "lot_22                                   0.0116        0.0151    \n",
       "                                         (0.0552)      (0.0558)  \n",
       "lot_23                                   -0.0359       -0.0475   \n",
       "                                         (0.0580)      (0.0673)  \n",
       "lot_24                                   -0.0372       -0.0458   \n",
       "                                         (0.0508)      (0.0708)  \n",
       "lot_25                                   0.0400        0.0197    \n",
       "                                         (0.0651)      (0.0836)  \n",
       "lot_6                                    0.0068        -0.0099   \n",
       "                                         (0.0325)      (0.0355)  \n",
       "lot_7                                    -0.0509       -0.0970*  \n",
       "                                         (0.0485)      (0.0557)  \n",
       "lot_Inconnu_des_OPP                      0.0000        -0.0000** \n",
       "                                         (0.0000)      (0.0000)  \n",
       "mois_saisie_occ                          0.0098**      0.0115*   \n",
       "                                         (0.0050)      (0.0061)  \n",
       "ndem                                     -0.0005       0.0039    \n",
       "                                         (0.0059)      (0.0073)  \n",
       "nivetude2                                -0.2046       -0.5511*  \n",
       "                                         (0.2350)      (0.2835)  \n",
       "rsqstat_RS2                              -0.0162***    -0.0090   \n",
       "                                         (0.0057)      (0.0070)  \n",
       "rsqstat_RS3                              -0.0250***    -0.0186** \n",
       "                                         (0.0063)      (0.0076)  \n",
       "salaire_B                                0.0016        0.0019    \n",
       "                                         (0.0044)      (0.0052)  \n",
       "salaire_C                                -0.0009       -0.0000   \n",
       "                                         (0.0057)      (0.0067)  \n",
       "salaire_D                                0.0093**      0.0066    \n",
       "                                         (0.0045)      (0.0053)  \n",
       "salaire_E                                0.0096*       0.0143**  \n",
       "                                         (0.0056)      (0.0066)  \n",
       "salaire_G                                -0.0097*      -0.0138** \n",
       "                                         (0.0054)      (0.0062)  \n",
       "temps                                    -0.0069       -0.0036   \n",
       "                                         (0.0047)      (0.0056)  \n",
       "zus_IN                                   0.0410*       0.0405    \n",
       "                                         (0.0242)      (0.0274)  \n",
       "zus_NT                                   0.0470*       0.0703*** \n",
       "                                         (0.0241)      (0.0271)  \n",
       "zus_NZ                                   0.0471**      0.0603*** \n",
       "                                         (0.0208)      (0.0230)  \n",
       "zus_ZU                                   0.0052        0.0109    \n",
       "                                         (0.0113)      (0.0127)  \n",
       "=================================================================\n",
       "Standard errors in parentheses.\n",
       "* p<.1, ** p<.05, ***p<.01\n",
       "\"\"\""
      ]
     },
     "execution_count": 258,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfoutput_pub"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[7950, 7950, 7950]\n"
     ]
    }
   ],
   "source": [
    "data = [ X_pub_c, T_pub_c, Y_6mo_employ_pub_c, ]\n",
    "print [ len(d) for d in data]"
   ]
  }
 ],
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