diff --git a/notebook_INSEE/prix_annuel_carburant.csv b/notebook_INSEE/prix_annuel_carburant.csv
deleted file mode 100644
index d2812f04d06a9edcdfcb34569bf578fe18bcb69d..0000000000000000000000000000000000000000
--- a/notebook_INSEE/prix_annuel_carburant.csv
+++ /dev/null
@@ -1,34 +0,0 @@
-annee,diesel_ttcmean,super_98_ttcmean,super_95_ttcmean,super_plombe_ttcmean,super_95_e10_ttcmean
-1992,0.54,0.78,,0.81,
-1993,0.56,0.79,,0.84,
-1994,0.6,0.82,,0.87,
-1995,0.59,0.87,,0.9,
-1996,0.66,0.92,,0.96,
-1997,0.68,0.96,,0.99,
-1998,0.64,0.93,,0.96,
-1999,0.69,0.96,,1.01,
-2000,0.85,1.11,,1.18,
-2001,0.8,1.05,,1.13,
-2002,0.77,1.03,1.0,1.1,
-2003,0.8,1.04,1.02,1.11,
-2004,0.89,1.09,1.08,1.16,
-2005,1.03,1.21,1.18,1.24,
-2006,1.09,1.29,1.25,,
-2007,1.1,1.32,1.29,,
-2008,1.28,1.42,1.38,,
-2009,1.01,1.25,1.22,,
-2010,1.16,1.4,1.36,,
-2011,1.34,1.55,1.5,,
-2012,1.41,1.63,1.59,,
-2013,1.36,1.6,1.56,,
-2014,1.3,1.54,1.5,,
-2015,1.17,1.41,1.37,,
-2016,1.11,1.35,1.32,,
-2017,1.23,1.45,1.38,,
-2018,1.44,1.57,1.51,,
-2019,1.44,1.56,1.51,,1.49
-2020,1.27,1.42,1.37,,1.35
-2021,1.44,1.62,1.56,,1.54
-2022,1.86,1.88,1.83,,1.78
-2023,1.82,1.95,1.89,,1.88
-2024,1.78,1.94,1.89,,1.85
diff --git a/notebook_INSEE/prix_carburant.ipynb b/notebook_INSEE/prix_carburant.ipynb
index c81a1ffbf3bd834effb4ee26312c9689ae569d72..9d48b39d5932ade8e93c580db83ed400fa98de10 100644
--- a/notebook_INSEE/prix_carburant.ipynb
+++ b/notebook_INSEE/prix_carburant.ipynb
@@ -7,7 +7,11 @@
    "source": [
     "# Prix Carburant\n",
     "\n",
-    "Attention, le fichier \"prix_annuel_carburant.csv\" n'a pas le même ordre ni nombre de colonnes entre OpenFisca et ce dépôt."
+    "Une fois les fichiers générés il faut copier le fichier suivant dans OpenFisca-France-Indirect-Taxation :\n",
+    "- `prix_mensuel_carburant.csv`\n",
+    "\n",
+    "\n",
+    "`prix_annuel_carburant.csv` Attention, le fichier  n'a pas le même ordre ni nombre de colonnes entre OpenFisca et ce dépôt. Mais d'après le code Openfisca : \"We use data from prix_annuel_carburants.csv before 2017\"\n"
    ]
   },
   {
diff --git a/notebook_INSEE/prix_litre_annuel_carburant.csv b/notebook_INSEE/prix_litre_annuel_carburant.csv
deleted file mode 100644
index 747a64cc5d995d4764772c41908756599c61eae6..0000000000000000000000000000000000000000
--- a/notebook_INSEE/prix_litre_annuel_carburant.csv
+++ /dev/null
@@ -1,33 +0,0 @@
-date,diesel_ttc,super_98_ttc,super_95_ttc,super_plombe_ttc,super_95_e10_ttc
-1992,0.54,0.78,,0.81,
-1993,0.56,0.79,,0.84,
-1994,0.6,0.82,,0.87,
-1995,0.59,0.87,,0.9,
-1996,0.66,0.92,,0.96,
-1997,0.68,0.96,,0.99,
-1998,0.64,0.93,,0.96,
-1999,0.69,0.96,,1.01,
-2000,0.85,1.11,,1.18,
-2001,0.8,1.05,,1.13,
-2002,0.77,1.03,1.0,1.1,
-2003,0.8,1.04,1.02,1.11,
-2004,0.89,1.09,1.08,1.16,
-2005,1.03,1.21,1.18,1.24,
-2006,1.09,1.29,1.25,,
-2007,1.1,1.32,1.29,,
-2008,1.28,1.42,1.38,,
-2009,1.01,1.25,1.22,,
-2010,1.16,1.4,1.36,,
-2011,1.34,1.55,1.5,,
-2012,1.41,1.63,1.59,,
-2013,1.36,1.6,1.56,,
-2014,1.3,1.54,1.5,,
-2015,1.17,1.41,1.37,,
-2016,1.11,1.35,1.32,,
-2017,1.23,1.45,1.38,,
-2018,1.44,1.57,1.51,,
-2019,1.44,1.56,1.51,,1.49
-2020,1.27,1.42,1.37,,1.35
-2021,1.44,1.62,1.56,,1.54
-2022,1.86,1.88,1.83,,1.78
-2023,1.8,1.96,1.9,,1.88
diff --git a/notebook_INSEE/prix_mensuel_carburants-openfisca.csv b/notebook_INSEE/prix_mensuel_carburants-openfisca.csv
deleted file mode 100644
index b53a5037fea0fcf3a2553239410be31fd06d21aa..0000000000000000000000000000000000000000
--- a/notebook_INSEE/prix_mensuel_carburants-openfisca.csv
+++ /dev/null
@@ -1,381 +0,0 @@
-Date,diesel_ttc,super_98_ttc,super_95_ttc,super_plombe_ttc,super_95_e10_ttc
-1992/01,0.54,0.78,,0.8,
-1992/02,0.54,0.78,,0.81,
-1992/03,0.54,0.77,,0.81,
-1992/04,0.53,0.77,,0.81,
-1992/05,0.54,0.78,,0.81,
-1992/06,0.54,0.78,,0.82,
-1992/07,0.54,0.78,,0.82,
-1992/08,0.54,0.78,,0.81,
-1992/09,0.53,0.77,,0.8,
-1992/10,0.53,0.77,,0.8,
-1992/11,0.54,0.77,,0.81,
-1992/12,0.54,0.77,,0.8,
-1993/01,0.53,0.76,,0.81,
-1993/02,0.54,0.76,,0.81,
-1993/03,0.54,0.76,,0.81,
-1993/04,0.55,0.77,,0.82,
-1993/05,0.55,0.77,,0.82,
-1993/06,0.54,0.77,,0.82,
-1993/07,0.54,0.8,,0.85,
-1993/08,0.56,0.82,,0.87,
-1993/09,0.59,0.82,,0.87,
-1993/10,0.6,0.81,,0.86,
-1993/11,0.6,0.81,,0.86,
-1993/12,0.59,0.81,,0.86,
-1994/01,0.6,0.81,,0.86,
-1994/02,0.6,0.81,,0.86,
-1994/03,0.6,0.81,,0.86,
-1994/04,0.6,0.81,,0.86,
-1994/05,0.6,0.82,,0.87,
-1994/06,0.6,0.82,,0.87,
-1994/07,0.59,0.82,,0.87,
-1994/08,0.59,0.83,,0.88,
-1994/09,0.59,0.83,,0.87,
-1994/10,0.59,0.82,,0.87,
-1994/11,0.59,0.82,,0.87,
-1994/12,0.59,0.82,,0.87,
-1995/01,0.59,0.85,,0.89,
-1995/02,0.59,0.86,,0.9,
-1995/03,0.59,0.86,,0.9,
-1995/04,0.59,0.87,,0.9,
-1995/05,0.59,0.87,,0.91,
-1995/06,0.59,0.87,,0.91,
-1995/07,0.59,0.86,,0.9,
-1995/08,0.59,0.87,,0.91,
-1995/09,0.6,0.87,,0.91,
-1995/10,0.6,0.87,,0.91,
-1995/11,0.6,0.87,,0.91,
-1995/12,0.6,0.88,,0.91,
-1996/01,0.62,0.89,,0.92,
-1996/02,0.63,0.9,,0.93,
-1996/03,0.65,0.9,,0.94,
-1996/04,0.66,0.92,,0.96,
-1996/05,0.65,0.93,,0.97,
-1996/06,0.64,0.92,,0.96,
-1996/07,0.64,0.92,,0.96,
-1996/08,0.64,0.92,,0.96,
-1996/09,0.66,0.93,,0.96,
-1996/10,0.7,0.93,,0.97,
-1996/11,0.7,0.94,,0.98,
-1996/12,0.7,0.94,,0.98,
-1997/01,0.71,0.95,,0.99,
-1997/02,0.7,0.96,,0.99,
-1997/03,0.69,0.95,,0.99,
-1997/04,0.68,0.95,,0.99,
-1997/05,0.68,0.95,,0.99,
-1997/06,0.67,0.95,,0.99,
-1997/07,0.67,0.94,,0.98,
-1997/08,0.68,0.96,,1.0,
-1997/09,0.67,0.97,,1.0,
-1997/10,0.68,0.96,,1.0,
-1997/11,0.69,0.96,,1.0,
-1997/12,0.68,0.96,,0.99,
-1998/01,0.68,0.95,,0.99,
-1998/02,0.67,0.95,,0.99,
-1998/03,0.66,0.94,,0.98,
-1998/04,0.66,0.94,,0.97,
-1998/05,0.65,0.93,,0.97,
-1998/06,0.64,0.93,,0.96,
-1998/07,0.64,0.92,,0.96,
-1998/08,0.63,0.92,,0.96,
-1998/09,0.63,0.91,,0.95,
-1998/10,0.63,0.91,,0.95,
-1998/11,0.63,0.91,,0.95,
-1998/12,0.62,0.91,,0.95,
-1999/01,0.63,0.9,,0.95,
-1999/02,0.63,0.9,,0.95,
-1999/03,0.64,0.9,,0.95,
-1999/04,0.67,0.93,,0.98,
-1999/05,0.67,0.94,,0.99,
-1999/06,0.67,0.94,,0.99,
-1999/07,0.68,0.95,,1.0,
-1999/08,0.7,0.98,,1.03,
-1999/09,0.71,0.99,,1.04,
-1999/10,0.72,1.0,,1.05,
-1999/11,0.73,1.0,,1.05,
-1999/12,0.78,1.04,,1.1,
-2000/01,0.81,1.04,,1.11,
-2000/02,0.81,1.06,,1.12,
-2000/03,0.82,1.1,,1.16,
-2000/04,0.8,1.09,,1.16,
-2000/05,0.81,1.1,,1.17,
-2000/06,0.82,1.15,,1.21,
-2000/07,0.83,1.15,,1.22,
-2000/08,0.84,1.12,,1.19,
-2000/09,0.93,1.16,,1.23,
-2000/10,0.9,1.11,,1.19,
-2000/11,0.91,1.12,,1.19,
-2000/12,0.89,1.08,,1.16,
-2001/01,0.81,1.03,,1.1,
-2001/02,0.8,1.05,,1.13,
-2001/03,0.8,1.05,,1.13,
-2001/04,0.8,1.08,,1.15,
-2001/05,0.82,1.14,,1.21,
-2001/06,0.82,1.13,,1.2,
-2001/07,0.82,1.07,,1.14,
-2001/08,0.8,1.04,,1.11,
-2001/09,0.8,1.06,,1.13,
-2001/10,0.79,1.03,,1.1,
-2001/11,0.78,0.99,,1.06,
-2001/12,0.75,0.98,,1.05,
-2002/01,0.74,0.98,0.95,1.05,
-2002/02,0.74,0.99,0.95,1.05,
-2002/03,0.75,1.0,0.97,1.07,
-2002/04,0.78,1.04,1.02,1.11,
-2002/05,0.77,1.05,1.02,1.11,
-2002/06,0.76,1.03,1.0,1.09,
-2002/07,0.75,1.02,0.99,1.09,
-2002/08,0.77,1.04,1.02,1.11,
-2002/09,0.79,1.05,1.03,1.12,
-2002/10,0.81,1.06,1.04,1.13,
-2002/11,0.79,1.04,1.02,1.11,
-2002/12,0.79,1.03,1.01,1.1,
-2003/01,0.82,1.06,1.04,1.13,
-2003/02,0.84,1.09,1.07,1.15,
-2003/03,0.89,1.09,1.07,1.15,
-2003/04,0.82,1.05,1.03,1.12,
-2003/05,0.77,1.02,0.99,1.09,
-2003/06,0.76,1.01,0.99,1.08,
-2003/07,0.76,1.02,1.0,1.09,
-2003/08,0.77,1.03,1.01,1.1,
-2003/09,0.77,1.04,1.02,1.11,
-2003/10,0.78,1.02,1.0,1.09,
-2003/11,0.79,1.02,1.0,1.09,
-2003/12,0.79,1.02,1.0,1.09,
-2004/01,0.81,1.03,1.01,1.1,
-2004/02,0.81,1.03,1.02,1.1,
-2004/03,0.83,1.06,1.04,1.13,
-2004/04,0.84,1.07,1.05,1.14,
-2004/05,0.88,1.13,1.11,1.2,
-2004/06,0.86,1.11,1.09,1.17,
-2004/07,0.87,1.1,1.08,1.17,
-2004/08,0.91,1.12,1.1,1.18,
-2004/09,0.92,1.11,1.09,1.18,
-2004/10,0.96,1.14,1.12,1.2,
-2004/11,0.97,1.13,1.11,1.19,
-2004/12,0.97,1.1,1.08,1.16,
-2005/01,0.93,1.08,1.05,,
-2005/02,0.94,1.12,1.1,,
-2005/03,0.99,1.13,1.12,,
-2005/04,1.02,1.18,1.16,1.24,
-2005/05,0.99,1.17,1.15,,
-2005/06,1.02,1.18,1.16,,
-2005/07,1.06,1.23,1.2,,
-2005/08,1.07,1.28,1.23,,
-2005/09,1.1,1.36,1.3,,
-2005/10,1.12,1.34,1.28,,
-2005/11,1.07,1.26,1.2,,
-2005/12,1.04,1.24,1.18,,
-2006/01,1.06,1.27,1.23,,
-2006/02,1.07,1.27,1.23,,
-2006/03,1.08,1.27,1.23,,
-2006/04,1.1,1.31,1.28,,
-2006/05,1.12,1.34,1.32,,
-2006/06,1.11,1.34,1.3,,
-2006/07,1.12,1.36,1.33,,
-2006/08,1.13,1.37,1.33,,
-2006/09,1.1,1.28,1.24,,
-2006/10,1.05,1.22,1.18,,
-2006/11,1.04,1.2,1.17,,
-2006/12,1.04,1.21,1.18,,
-2007/01,1.02,1.21,1.18,,
-2007/02,1.02,1.21,1.19,,
-2007/03,1.04,1.26,1.24,,
-2007/04,1.07,1.3,1.28,,
-2007/05,1.07,1.35,1.33,,
-2007/06,1.08,1.36,1.33,,
-2007/07,1.1,1.36,1.33,,
-2007/08,1.1,1.32,1.29,,
-2007/09,1.11,1.33,1.29,,
-2007/10,1.12,1.33,1.29,,
-2007/11,1.2,1.37,1.35,,
-2007/12,1.22,1.38,1.34,,
-2008/01,1.21,1.4,1.37,,
-2008/02,1.2,1.39,1.35,,
-2008/03,1.26,1.42,1.38,,
-2008/04,1.29,1.43,1.39,,
-2008/05,1.37,1.47,1.44,,
-2008/06,1.46,1.53,1.5,,
-2008/07,1.45,1.54,1.51,,
-2008/08,1.36,1.48,1.44,,
-2008/09,1.33,1.48,1.44,,
-2008/10,1.26,1.4,1.35,,
-2008/11,1.15,1.27,1.22,,
-2008/12,1.05,1.17,1.13,,
-2009/01,0.99,1.14,1.1,,
-2009/02,0.99,1.19,1.15,,
-2009/03,0.95,1.18,1.15,,
-2009/04,0.98,1.21,1.18,,
-2009/05,0.98,1.24,1.2,,
-2009/06,1.02,1.31,1.28,,
-2009/07,1.01,1.28,1.25,,
-2009/08,1.04,1.31,1.28,,
-2009/09,1.02,1.29,1.25,,
-2009/10,1.02,1.27,1.24,,
-2009/11,1.05,1.31,1.28,,
-2009/12,1.05,1.3,1.26,,
-2010/01,1.09,1.35,1.31,,
-2010/02,1.09,1.36,1.32,,
-2010/03,1.13,1.4,1.36,,
-2010/04,1.16,1.42,1.39,,
-2010/05,1.18,1.43,1.4,,
-2010/06,1.17,1.41,1.38,,
-2010/07,1.16,1.39,1.36,,
-2010/08,1.15,1.38,1.35,,
-2010/09,1.16,1.38,1.34,,
-2010/10,1.17,1.39,1.35,,
-2010/11,1.19,1.41,1.38,,
-2010/12,1.22,1.46,1.42,,
-2011/01,1.29,1.51,1.46,,
-2011/02,1.31,1.51,1.47,,
-2011/03,1.37,1.56,1.5,,
-2011/04,1.38,1.58,1.52,,
-2011/05,1.34,1.59,1.53,,
-2011/06,1.33,1.56,1.51,,
-2011/07,1.33,1.55,1.5,,
-2011/08,1.33,1.55,1.49,,
-2011/09,1.34,1.56,1.52,,
-2011/10,1.35,1.55,1.5,,
-2011/11,1.39,1.54,1.49,,
-2011/12,1.38,1.54,1.49,,
-2012/01,1.42,1.6,1.56,,
-2012/02,1.43,1.63,1.6,,
-2012/03,1.46,1.68,1.65,,
-2012/04,1.45,1.72,1.67,,
-2012/05,1.42,1.66,1.61,,
-2012/06,1.37,1.61,1.57,,
-2012/07,1.36,1.59,1.56,,
-2012/08,1.44,1.66,1.63,,
-2012/09,1.42,1.65,1.62,,
-2012/10,1.4,1.63,1.59,,
-2012/11,1.38,1.57,1.52,,
-2012/12,1.38,1.57,1.53,,
-2013/01,1.39,1.6,1.56,,
-2013/02,1.41,1.65,1.61,,
-2013/03,1.41,1.65,1.62,,
-2013/04,1.38,1.64,1.6,,
-2013/05,1.34,1.59,1.55,,
-2013/06,1.34,1.59,1.55,,
-2013/07,1.35,1.59,1.56,,
-2013/08,1.36,1.6,1.56,,
-2013/09,1.38,1.61,1.57,,
-2013/10,1.34,1.55,1.51,,
-2013/11,1.33,1.53,1.5,,
-2013/12,1.34,1.55,1.52,,
-2014/01,1.34,1.55,1.52,,
-2014/02,1.34,1.56,1.52,,
-2014/03,1.33,1.56,1.52,,
-2014/04,1.32,1.56,1.53,,
-2014/05,1.32,1.57,1.53,,
-2014/06,1.32,1.58,1.54,,
-2014/07,1.32,1.59,1.55,,
-2014/08,1.31,1.56,1.51,,
-2014/09,1.3,1.55,1.51,,
-2014/10,1.28,1.53,1.49,,
-2014/11,1.25,1.49,1.44,,
-2014/12,1.19,1.43,1.39,,
-2015/01,1.13,1.33,1.29,,
-2015/02,1.19,1.39,1.34,,
-2015/03,1.22,1.44,1.4,,
-2015/04,1.22,1.46,1.42,,
-2015/05,1.24,1.49,1.45,,
-2015/06,1.23,1.49,1.46,,
-2015/07,1.2,1.49,1.45,,
-2015/08,1.14,1.43,1.39,,
-2015/09,1.12,1.37,1.32,,
-2015/10,1.12,1.35,1.31,,
-2015/11,1.11,1.35,1.3,,
-2015/12,1.08,1.34,1.3,,
-2016/01,1.03,1.32,1.29,,
-2016/02,1.03,1.29,1.26,,
-2016/03,1.06,1.29,1.27,,
-2016/04,1.07,1.34,1.31,,
-2016/05,1.12,1.37,1.34,,
-2016/06,1.17,1.41,1.37,,
-2016/07,1.14,1.38,1.33,,
-2016/08,1.11,1.33,1.29,,
-2016/09,1.12,1.34,1.31,,
-2016/10,1.15,1.37,1.33,,
-2016/11,1.16,1.38,1.34,,
-2016/12,1.18,1.38,1.35,,
-2017/01,1.27,1.48,1.42,,
-2017/02,1.27,1.48,1.42,,
-2017/03,1.25,1.46,1.4,,
-2017/04,1.24,1.47,1.4,,
-2017/05,1.21,1.44,1.38,,
-2017/06,1.18,1.42,1.35,,
-2017/07,1.17,1.39,1.33,,
-2017/08,1.2,1.41,1.34,,
-2017/09,1.22,1.44,1.37,,
-2017/10,1.24,1.43,1.36,,
-2017/11,1.27,1.47,1.41,,
-2017/12,1.28,1.48,1.41,,
-2018/01,1.39,1.54,1.47,,
-2018/02,1.38,1.53,1.47,,
-2018/03,1.37,1.52,1.46,,
-2018/04,1.4,1.55,1.49,,
-2018/05,1.45,1.6,1.54,,
-2018/06,1.46,1.62,1.55,,
-2018/07,1.45,1.6,1.54,,
-2018/08,1.45,1.61,1.55,,
-2018/09,1.48,1.62,1.56,,
-2018/10,1.52,1.63,1.57,,
-2018/11,1.48,1.55,1.49,,
-2018/12,1.42,1.5,1.44,,
-2019/01,1.4,1.48,1.43,,1.4
-2019/02,1.44,1.5,1.45,,1.43
-2019/03,1.46,1.54,1.49,,1.47
-2019/04,1.47,1.61,1.57,,1.54
-2019/05,1.49,1.64,1.59,,1.56
-2019/06,1.43,1.59,1.53,,1.51
-2019/07,1.42,1.57,1.52,,1.5
-2019/08,1.42,1.56,1.51,,1.48
-2019/09,1.44,1.55,1.5,,1.48
-2019/10,1.44,1.55,1.5,,1.48
-2019/11,1.44,1.56,1.52,,1.49
-2019/12,1.47,1.58,1.53,,1.51
-2020/01,1.49,1.6,1.55,,1.53
-2020/02,1.42,1.56,1.51,,1.49
-2020/03,1.32,1.47,1.41,,1.39
-2020/04,1.23,1.35,1.29,,1.27
-2020/05,1.18,1.31,1.26,,1.25
-2020/06,1.22,1.37,1.32,,1.31
-2020/07,1.25,1.41,1.36,,1.34
-2020/08,1.25,1.4,1.35,,1.33
-2020/09,1.22,1.4,1.35,,1.33
-2020/10,1.21,1.4,1.35,,1.33
-2020/11,1.22,1.39,1.34,,1.33
-2020/12,1.27,1.42,1.37,,1.35
-2021/01,1.31,1.47,1.42,,1.4
-2021/02,1.36,1.52,1.46,,1.45
-2021/03,1.4,1.57,1.52,,1.5
-2021/04,1.39,1.59,1.53,,1.51
-2021/05,1.4,1.59,1.54,,1.51
-2021/06,1.43,1.6,1.55,,1.53
-2021/07,1.45,1.65,1.59,,1.56
-2021/08,1.45,1.65,1.59,,1.57
-2021/09,1.46,1.65,1.6,,1.57
-2021/10,1.56,1.71,1.65,,1.63
-2021/11,1.57,1.74,1.68,,1.65
-2021/12,1.54,1.7,1.64,,1.61
-2022/01,1.63,1.77,1.71,,1.69
-2022/02,1.72,1.86,1.8,,1.77
-2022/03,2.02,2.05,2.0,,1.96
-2022/04,1.87,1.87,1.82,,1.76
-2022/05,1.9,1.98,1.92,,1.89
-2022/06,2.09,2.19,2.12,,2.08
-2022/07,2.0,2.07,2.01,,1.95
-2022/08,1.87,1.88,1.82,,1.77
-2022/09,1.74,1.63,1.59,,1.51
-2022/10,1.87,1.73,1.69,,1.62
-2022/11,1.88,1.79,1.74,,1.68
-2022/12,1.78,1.76,1.71,,1.65
-2023/01,1.92,1.94,1.87,,1.86
-2023/02,1.86,1.98,1.92,,1.89
-2023/03,1.85,1.98,1.92,,1.9
-2023/04,1.81,2.0,1.95,,1.93
-2023/05,1.69,1.93,1.87,,1.85
-2023/06,1.7,1.94,1.88,,1.86
-2023/07,1.72,1.91,1.85,,1.84
-2023/08,1.85,1.99,1.94,,1.93