Upload dataset_energie_foyers_france.csv

This dataset provides structured data on energy consumption patterns of French households, including electricity, gas, and water usage across different regions, housing types, and seasons.
It was built to train and evaluate AI models focused on energy optimization, cost prediction, and carbon footprint reduction in residential settings.
Potential use cases :

Predicting monthly energy bills based on household profile
Building recommendation systems to reduce energy consumption
Comparing a household's consumption against similar profiles
Training regression models to estimate savings potential by DPE class

dataset_energie_foyers_france.csv

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+id,type_logement,surface_m2,nb_personnes,region,type_chauffage,conso_elec_kwh,conso_gaz_m3,conso_eau_litres,saison,annee_construction,classe_dpe,facture_mensuelle_€,potentiel_economie_€
+1,Appartement,90,6,Bretagne,Gaz,160,91,8410,Printemps,1963,B,84.1,4.21
+2,Appartement,43,1,Normandie,Gaz,74,41,1697,Printemps,1953,E,30.0,8.4
+3,Maison,170,4,Normandie,Pompe à chaleur,675,0,5165,Hiver,1970,G,190.49,95.25
+4,Appartement,117,1,Nouvelle-Aquitaine,Électrique,633,0,2223,Été,1994,G,168.15,84.08
+5,Appartement,40,4,Grand Est,Bois,80,0,7186,Été,1996,G,48.87,24.43
+6,Studio,25,1,Auvergne-Rhône-Alpes,Électrique,114,0,1538,Automne,2008,C,34.83,3.48
+7,Studio,20,6,Auvergne-Rhône-Alpes,Bois,26,0,11010,Printemps,1981,E,50.58,14.16
+8,Maison,103,6,Grand Est,Électrique,443,0,8351,Printemps,1954,G,144.86,72.43
+9,Studio,33,2,Pays de la Loire,Fioul,52,0,3237,Automne,1983,B,26.03,1.3
+10,Pavillon,122,5,Pays de la Loire,Pompe à chaleur,274,0,8867,Printemps,2015,B,104.41,5.22
+11,Maison,128,6,PACA,Bois,321,0,7996,Hiver,1998,D,112.75,20.3
+12,Appartement,49,6,Grand Est,Bois,84,0,12307,Été,1993,G,70.36,35.18
+13,Maison,47,5,Occitanie,Pompe à chaleur,114,0,8669,Printemps,1997,B,63.36,3.17
+14,Appartement,102,5,Grand Est,Fioul,298,0,6784,Hiver,1996,A,102.11,0.0
+15,Maison,40,5,Île-de-France,Électrique,200,0,7102,Automne,1958,G,78.73,39.37
+16,Maison,155,3,Hauts-de-France,Bois,271,0,5107,Automne,2019,B,88.61,4.43
+17,Studio,34,4,Normandie,Fioul,78,0,5853,Hiver,1978,B,43.04,2.15
+18,Maison,38,1,Pays de la Loire,Électrique,166,0,1474,Printemps,1954,A,47.66,0.0
+19,Maison,53,5,Hauts-de-France,Bois,94,0,7033,Automne,2010,B,51.78,2.59
+20,Studio,31,4,Normandie,Fioul,71,0,6279,Hiver,1962,F,42.98,16.33
+21,Maison,68,2,Bretagne,Bois,100,0,3560,Automne,2004,B,39.4,1.97
+22,Pavillon,45,5,Bretagne,Électrique,266,0,6582,Hiver,1980,A,93.25,0.0
+23,Appartement,117,2,Normandie,Électrique,479,0,3421,Automne,2008,C,134.2,13.42
+24,Pavillon,68,2,Grand Est,Pompe à chaleur,133,0,2768,Printemps,2019,A,44.53,0.0
+25,Maison,150,1,Hauts-de-France,Électrique,622,0,1418,Printemps,1958,A,162.17,0.0
+26,Maison,172,5,Pays de la Loire,Électrique,1136,0,6561,Hiver,2022,D,312.06,56.17
+27,Maison,121,3,Nouvelle-Aquitaine,Gaz,307,41,5321,Été,1990,D,103.12,18.56
+28,Appartement,157,1,Pays de la Loire,Gaz,394,52,1999,Été,1994,B,112.96,5.65
+29,Pavillon,200,5,PACA,Pompe à chaleur,705,0,8148,Hiver,2020,F,209.97,79.79
+30,Studio,21,1,PACA,Bois,32,0,1458,Printemps,1986,C,13.88,1.39
+31,Pavillon,33,3,Occitanie,Électrique,125,0,4268,Automne,1985,G,48.52,24.26
+32,Maison,133,6,Occitanie,Bois,191,0,10150,Automne,1951,E,88.66,24.82
+33,Appartement,169,3,PACA,Bois,213,0,5424,Printemps,1966,D,75.29,13.55
+34,Studio,25,2,Île-de-France,Électrique,146,0,4311,Été,2021,G,53.98,26.99
+35,Maison,65,2,PACA,Fioul,185,0,3027,Hiver,1992,B,58.65,2.93
+36,Studio,21,2,Auvergne-Rhône-Alpes,Fioul,51,0,2846,Hiver,2010,G,24.22,12.11
+37,Maison,26,2,Occitanie,Gaz,54,40,2988,Automne,1985,C,30.02,3.0
+38,Pavillon,157,6,Grand Est,Pompe à chaleur,532,0,8032,Hiver,1983,A,165.98,0.0
+39,Pavillon,100,3,Bretagne,Fioul,238,0,4237,Hiver,2023,D,76.83,13.83
+40,Maison,130,3,Grand Est,Électrique,716,0,6989,Été,1990,E,208.1,58.27
+41,Studio,31,6,Grand Est,Pompe à chaleur,79,0,10075,Automne,1987,F,60.18,22.87
+42,Maison,165,5,Normandie,Pompe à chaleur,388,0,8686,Automne,1950,E,132.36,37.06
+43,Studio,32,4,Pays de la Loire,Fioul,55,0,6853,Printemps,2010,E,41.25,11.55
+44,Studio,28,5,Bretagne,Électrique,101,0,6859,Printemps,1989,F,52.85,20.08
+45,Pavillon,38,5,Auvergne-Rhône-Alpes,Fioul,60,0,7987,Automne,2023,F,47.04,17.88
+46,Maison,196,6,Auvergne-Rhône-Alpes,Électrique,1178,0,9148,Hiver,2004,G,332.98,166.49
+47,Appartement,83,5,Hauts-de-France,Électrique,381,0,8229,Automne,2009,B,128.78,6.44
+48,Pavillon,134,5,Hauts-de-France,Gaz,270,199,7466,Automne,1983,D,120.1,21.62
+49,Pavillon,81,6,Grand Est,Pompe à chaleur,186,0,10732,Automne,1986,A,89.73,0.0
+50,Maison,79,2,Bretagne,Fioul,108,0,3241,Printemps,1977,F,40.14,15.25
+51,Appartement,127,2,Normandie,Fioul,321,0,2752,Hiver,2023,G,91.77,45.88
+52,Pavillon,159,5,Normandie,Bois,217,0,7733,Printemps,1978,D,85.53,15.4
+53,Maison,52,4,Normandie,Bois,133,0,5637,Hiver,2022,D,56.01,10.08
+54,Maison,86,1,Hauts-de-France,Fioul,171,0,2005,Été,2008,B,51.04,2.55
+55,Studio,33,1,Normandie,Électrique,226,0,1506,Hiver,1978,C,62.89,6.29
+56,Maison,25,2,Île-de-France,Bois,36,0,3630,Printemps,1966,B,23.58,1.18
+57,Studio,23,3,Hauts-de-France,Bois,64,0,3705,Hiver,1970,G,30.92,15.46
+58,Pavillon,70,4,Occitanie,Électrique,305,0,5672,Printemps,1988,A,99.43,0.0
+59,Appartement,156,3,Pays de la Loire,Fioul,342,0,6090,Été,2014,A,110.41,0.0
+60,Appartement,112,4,Hauts-de-France,Fioul,189,0,5959,Printemps,1972,D,71.39,12.85
+61,Pavillon,131,4,Grand Est,Bois,281,0,9273,Été,1981,C,107.79,10.78
+62,Pavillon,176,5,Auvergne-Rhône-Alpes,Fioul,409,0,9502,Été,2013,A,140.91,0.0
+63,Studio,26,3,Occitanie,Bois,55,0,4305,Hiver,1974,E,31.06,8.7
+64,Pavillon,145,6,Auvergne-Rhône-Alpes,Fioul,349,0,8138,Hiver,1987,A,120.36,0.0
+65,Studio,35,4,Pays de la Loire,Bois,65,0,7748,Été,2020,D,47.35,8.52
+66,Maison,69,1,Occitanie,Pompe à chaleur,294,0,1307,Hiver,2018,F,79.2,30.1
+67,Studio,34,6,Hauts-de-France,Bois,62,0,11740,Été,1974,A,62.56,0.0
+68,Maison,31,3,Grand Est,Électrique,169,0,5496,Été,1966,F,64.5,24.51
+69,Studio,33,4,Île-de-France,Fioul,64,0,7357,Été,1956,B,45.53,2.28
+70,Pavillon,38,4,Bretagne,Bois,101,0,5043,Hiver,1969,B,45.58,2.28
+71,Appartement,126,5,Auvergne-Rhône-Alpes,Bois,178,0,7514,Printemps,2016,G,74.84,37.42
+72,Pavillon,165,3,Pays de la Loire,Bois,456,0,3945,Hiver,1962,E,130.51,36.54
+73,Maison,64,2,Bretagne,Bois,152,0,2854,Hiver,1950,B,49.66,2.48
+74,Maison,200,3,Île-de-France,Pompe à chaleur,564,0,4980,Automne,1979,A,161.82,0.0
+75,Pavillon,159,1,Auvergne-Rhône-Alpes,Gaz,234,129,1508,Printemps,1968,C,79.37,7.94
+76,Studio,21,4,Pays de la Loire,Fioul,50,0,8305,Été,2001,F,45.8,17.4
+77,Appartement,102,4,Bretagne,Bois,183,0,9220,Été,1961,A,82.92,0.0
+78,Appartement,88,6,Pays de la Loire,Bois,213,0,9718,Hiver,1972,G,92.46,46.23
+79,Pavillon,145,6,PACA,Électrique,603,0,10630,Automne,2002,C,194.23,19.42
+80,Pavillon,146,6,Nouvelle-Aquitaine,Pompe à chaleur,314,0,8887,Automne,2020,G,114.55,57.27
+81,Pavillon,20,5,Bretagne,Bois,29,0,8615,Automne,1956,D,41.76,7.52
+82,Appartement,88,2,Hauts-de-France,Bois,143,0,2748,Printemps,2006,C,46.97,4.7
+83,Maison,60,6,Pays de la Loire,Pompe à chaleur,198,0,9710,Hiver,2002,E,88.66,24.82
+84,Appartement,59,6,Hauts-de-France,Fioul,121,0,12376,Été,1984,E,79.95,22.39
+85,Maison,68,4,Hauts-de-France,Bois,93,0,6237,Printemps,1958,G,48.35,24.18
+86,Studio,27,1,Grand Est,Pompe à chaleur,66,0,1520,Automne,1969,G,22.69,11.35
+87,Pavillon,102,4,Grand Est,Gaz,158,99,5524,Printemps,1999,E,72.95,20.43
+88,Pavillon,189,4,Hauts-de-France,Gaz,355,262,7110,Automne,1966,A,147.13,0.0
+89,Appartement,136,5,Hauts-de-France,Électrique,467,0,7436,Printemps,1969,D,147.24,26.5
+90,Pavillon,40,6,Pays de la Loire,Pompe à chaleur,111,0,8357,Automne,2012,C,61.36,6.14
+91,Maison,43,6,Occitanie,Fioul,111,0,9686,Hiver,1962,G,66.67,33.34
+92,Studio,27,1,Île-de-France,Pompe à chaleur,75,0,2193,Été,1968,D,27.64,4.98
+93,Maison,40,2,PACA,Bois,65,0,2943,Automne,1980,E,28.13,7.88
+94,Pavillon,190,3,Occitanie,Électrique,746,0,4578,Automne,2019,C,206.01,20.6
+95,Studio,31,6,Pays de la Loire,Pompe à chaleur,71,0,9552,Automne,1988,G,56.07,28.04
+96,Pavillon,111,5,Auvergne-Rhône-Alpes,Bois,185,0,10075,Été,1987,F,86.85,33.0
+97,Appartement,147,5,Île-de-France,Pompe à chaleur,303,0,7402,Printemps,1995,E,105.84,29.64
+98,Appartement,185,6,PACA,Électrique,835,0,11100,Été,2006,G,254.49,127.25
+99,Studio,31,6,Occitanie,Gaz,58,27,9605,Printemps,2019,B,56.04,2.8
+100,Maison,143,3,Occitanie,Pompe à chaleur,425,0,6716,Été,1964,G,133.79,66.89