diff --git a/data/mi.csv b/data/mi.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8d1d0f68047bb773cfce0adeea5c10ecfcc80d27
--- /dev/null
+++ b/data/mi.csv
@@ -0,0 +1,817 @@
+"","Age","OwnsHouse","PhysicalActivity","Sex","LivesWithPartner","LivesWithKids","BornInCity","Inbreeding","BMI","CMVPositiveSerology","FluIgG","MetabolicScore","LowAppetite","TroubleConcentrating","TroubleSleeping","HoursOfSleep","Listless","UsesCannabis","RecentPersonalCrisis","Smoking","Employed","Education","DustExposure","Income","HadMeasles","HadRubella","HadChickenPox","HadMumps","HadTonsillectomy","HadAppendicectomy","VaccineHepA","VaccineMMR","VaccineTyphoid","VaccineWhoopingCough","VaccineYellowFever","VaccineHepB","VaccineFlu","SUBJID","DepressionScore","HeartRate","Temperature","HourOfSampling","DayOfSampling"
+"1",22.33,"Yes",3,"Female","No","No","Yes",94.9627,20.13,"No",0.464318721724723,0,0,0,1,9,3,"No","No","Never","No","PhD","No","(1000-2000]","No","No","Yes","No","No","No","No","No","No","Yes","No","Yes","No",2,0,66,36.8,8.883,"40"
+"2",28.83,"Yes",0,"Female","Yes","No","Yes",79.1024,21.33,"Yes",-0.0498174630440284,1,0,0,1,7.05,3,"No","No","Active","Yes","Baccalaureat","No","(2000-3000]","No","No","Yes","No","No","No","No","No","No","Yes","No","Yes","No",3,0,66,37.4,9.35,"40"
+"3",23.67,"Yes",0,"Female","Yes","No","Yes",117.254,22.18,"No",0.332944259050367,2,0,0,1,6.5,3,"Yes","No","Active","Yes","Baccalaureat","Current","(2000-3000]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","No",4,0,62,36.9,8.667,"40"
+"4",21.17,"No",0.5,"Female","No","No","No",94.1796,18.68,"No",0.404885864885734,0,0,0,2,10,3,"No","No","Never","No","PhD","No","(3000-inf]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","No",5,1,64,36,9.883,"40"
+"5",26.17,"Yes",1.5,"Female","No","No","Yes",105.125,29.01,"No",-0.30378160665476,1,0,0,1,9,0,"No","No","Never","Yes","Baccalaureat","No","[0-1000]","No","No","No","No","No","No","No","No","No","Yes","No","Yes","No",8,0,67,36.7,8.55,"81"
+"6",23.83,"Yes",0,"Female","Yes","No","Yes",90.0611,27.51,"No",0.0745854943584757,1,3,0,1,8,3,"No","No","Never","Yes","Baccalaureat","No","(1000-2000]","No","No","Yes","No","No","No","No","No","No","Yes","No","No","No",9,0,72,36.6,8.8,"81"
+"7",26.42,"No",4,"Female","Yes","No","Yes",98.4315,22.59,"No",0.395556287988648,1,0,0,0,8,0,"Yes","No","Active","Yes","Vocational","Past","(1000-2000]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","Yes","No",11,0,61,36.8,9.05,"82"
+"8",21.67,"Yes",0,"Female","No","No","Yes",111.392,21.6,"Yes",-0.049117619367942,0,3,0,0,7,3,"Yes","Yes","Active","Yes","Baccalaureat","No","(1000-2000]","No","No","Yes","No","No","No","No","Yes","No","Yes","No","Yes","No",13,2,71,36.9,9.55,"82"
+"9",26.5,"No",0,"Female","Yes","No","Yes",73.9294,22.26,"No",0.229156761895132,1,0,0,1,7,0,"No","No","Never","Yes","Baccalaureat","No","(2000-3000]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","Yes",16,0,53,36.7,9.083,"109"
+"10",23.25,"Yes",1.5,"Female","No","No","No",65.9695,23.04,"No",-0.0882238338229637,1,0,0,3,7,3,"Yes","No","Never","No","PhD","No","(1000-2000]","No","No","No","No","No","No","No","No","No","No","No","Yes","No",19,1,58,36.8,9.233,"110"
+"11",21.83,"Yes",0,"Female","No","Yes","Yes",93.8297,20.06,"No",0.263480649587516,0,3,0,2,8,3,"No","No","Active","No","Vocational","No","[0-1000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",20,0,59,36.5,8.733,"111"
+"12",24.25,"Yes",0,"Female","No","No","Yes",86.9168,19.31,"Yes",-0.349493379600581,0,0,0,3,7,3,"Yes","No","Active","Yes","PhD","No","(1000-2000]","No","No","Yes","No","No","No","Yes","No","No","No","Yes","No","No",21,0,65,36.5,9.083,"131"
+"13",25.83,"No",0.5,"Female","Yes","Yes","Yes",96.4524,24.97,"No",0.199184764980413,3,0,0,1,8,8,"No","Yes","Ex","No","Baccalaureat","No","(2000-3000]","No","No","Yes","No","No","No","No","No","No","No","No","No","Yes",22,0,63,36.4,8.467,"136"
+"14",22.75,"Yes",0.75,"Female","Yes","No","Yes",86.4939,18.82,"No",-0.00576323409774243,0,0,0,1,9,3,"No","No","Never","No","UpToPrimary","No","(2000-3000]","No","No","Yes","No","No","No","No","Yes","No","No","No","Yes","No",23,0,68,37,8.733,"136"
+"15",25.75,"Yes",0.333,"Female","Yes","Yes","Yes",103.485,28.66,"No",0.102920543142508,2,3,0,1,8,3,"No","No","Active","No","Vocational","Current","(1000-2000]","No","No","Yes","No","Yes","No","No","Yes","No","No","Yes","Yes","No",24,0,70,36.7,9.05,"137"
+"16",22,"No",0.5,"Female","No","No","Yes",87.0198,27.45,"No",0.167556512795831,1,3,0,1,8,3,"No","Yes","Never","No","PhD","No","(3000-inf]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","No",25,3,64,36.3,9.3,"137"
+"17",25.33,"Yes",0,"Female","No","No","Yes",73.1159,19.57,"No",-0.0362121726544447,0,0,0,2,9,3,"No","No","Never","Yes","Baccalaureat","No","(1000-2000]","No","No","Yes","No","No","No","No","Yes","No","No","No","Yes","No",26,0,66,36.6,9.8,"138"
+"18",20.5,"Yes",0,"Female","No","No","No",93.481,21.15,"No",-0.032255020157028,1,0,0,2,9,0,"Yes","Yes","Never","No","Bachelor","No","[0-1000]","No","No","Yes","No","No","No","No","No","No","Yes","No","Yes","No",27,1,67,37.1,8.95,"138"
+"19",24.25,"Yes",0,"Female","No","No","No",89.8166,23.03,"Yes",0.242907414159244,0,0,0,0,9,0,"No","No","Active","No","PhD","Current","[0-1000]","No","No","No","No","No","Yes","No","No","No","No","No","Yes","Yes",28,0,56,36.6,9.05,"143"
+"20",29.83,"Yes",0,"Female","No","Yes","Yes",82.5172,21.55,"No",-0.227987289719787,1,0,0,1,8,0,"Yes","No","Active","Yes","Bachelor","No","(1000-2000]","No","No","No","No","No","No","No","Yes","No","No","No","Yes","No",29,0,57,36.7,8.95,"144"
+"21",20.17,"Yes",0,"Female","Yes","No","No",79.0692,19.84,"No",0.0814610123425234,0,0,0,2,9,0,"No","No","Active","No","PhD","No","[0-1000]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","No",30,0,55,37,9.067,"144"
+"22",22.58,"Yes",0,"Female","No","No","Yes",92.2846,23.41,"No",-0.0681675760476724,1,3,0,3,9,3,"Yes","No","Active","No","Vocational","Past","(1000-2000]","No","No","Yes","No","No","No","No","Yes","No","No","No","Yes","No",31,3,66,36.4,9.05,"145"
+"23",24.67,"Yes",2,"Female","Yes","No","Yes",85.7179,25.21,"No",0.180638886806402,1,0,0,2,8,0,"No","No","Never","Yes","Bachelor","Current","(2000-3000]","No","No","Yes","No","No","No","No","No","No","Yes","No","Yes","No",32,0,72,36.9,9.25,"145"
+"24",21.17,"Yes",1,"Female","Yes","No","No",87.1121,25.21,"No",0.315859908207269,1,0,0,1,8,0,"No","Yes","Never","No","Bachelor","No","[0-1000]","No","No","Yes","No","No","No","No","No","No","Yes","No","Yes","No",33,2,68,36.8,9.567,"145"
+"25",24.33,"Yes",4.5,"Female","Yes","No","Yes",117.368,28.19,"No",0.17578638401199,1,0,0,3,9,0,"No","No","Never","No","Vocational","No","(1000-2000]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","No","No",34,2,59,36.6,9.583,"145"
+"26",24,"Yes",3,"Female","No","No","Yes",94.1144,21.9,"No",0.452098041259144,1,0,0,2,9,3,"No","Yes","Never","Yes","Bachelor","No","(1000-2000]","No","No","Yes","No","No","No","No","Yes","No","No","No","Yes","Yes",37,0,83,37,8.8,"151"
+"27",22.58,"Yes",3,"Female","No","No","Yes",73.2125,20.01,"Yes",0.173823397599859,1,3,0,1,8,0,"No","No","Never","No","PhD","No","[0-1000]","No","No","Yes","No","Yes","No","Yes","Yes","Yes","No","Yes","Yes","No",38,0,77,37.4,9.883,"151"
+"28",25.17,"Yes",0.833,"Female","Yes","No","Yes",104.689,23.23,"No",0.215009325086051,1,0,0,2,8,3,"No","No","Never","Yes","Bachelor","Current","(1000-2000]","Yes","No","Yes","No","No","No","No","Yes","No","No","No","Yes","Yes",39,0,54,36.2,8.917,"152"
+"29",20.75,"Yes",2,"Female","Yes","No","Yes",51.9196,22.86,"No",0.00711974112294783,0,0,0,0,7.5,0,"No","No","Never","Yes","Bachelor","No","[0-1000]","No","No","Yes","No","No","No","No","Yes","No","No","No","Yes","No",41,0,85,36.7,8.717,"152"
+"30",21.42,"Yes",6,"Female","No","No","No",93.3116,27.28,"No",0.0354120266989765,1,0,0,0,8,0,"No","No","Never","No","Bachelor","No","[0-1000]","No","Yes","Yes","Yes","No","No","No","Yes","No","No","No","No","No",42,0,45,36.6,9.167,"157"
+"31",23.42,"Yes",3,"Female","Yes","Yes","Yes",121.527,21.71,"No",0.148174185432119,0,0,0,1,8,3,"No","No","Never","Yes","Vocational","No","(2000-3000]","No","No","Yes","No","No","No","No","Yes","No","No","No","No","No",43,0,55,36.8,9.417,"157"
+"32",25.67,"Yes",1,"Female","Yes","No","No",97.9985,21.93,"No",0.413590683695951,0,0,0,3,7.5,3,"No","No","Never","Yes","Bachelor","No","(3000-inf]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","Yes","No",46,0,65,36.4,8.917,"158"
+"33",27.83,"Yes",2,"Female","Yes","Yes","Yes",79.2544,23.91,"No",0.054809581699379,0,3,0,0,8,3,"No","No","Never","No","Baccalaureat","No","(2000-3000]","Yes","No","Yes","No","No","No","No","Yes","No","No","No","No","No",47,0,74,37.1,8.55,"159"
+"34",24.92,"No",0,"Female","No","No","Yes",96.4443,22.49,"No",0.638200373837289,1,0,0,1,9,3,"No","Yes","Active","No","Baccalaureat","No","(1000-2000]","No","No","Yes","No","No","No","No","No","No","Yes","No","Yes","Yes",49,0,70,36.9,9.3,"159"
+"35",27.83,"Yes",3,"Female","Yes","No","No",87.9853,20.57,"Yes",0.0921462232119925,1,0,0,1,9,0,"No","No","Never","No","Bachelor","No","(1000-2000]","No","No","Yes","Yes","No","No","No","Yes","No","No","No","Yes","No",50,0,59,37,9.55,"159"
+"36",22.17,"Yes",0,"Female","No","No","Yes",91.8978,24.23,"No",0.406314044275811,0,3,0,1,10,0,"Yes","No","Active","No","PhD","No","(3000-inf]","No","No","Yes","Yes","No","No","No","No","No","No","No","No","No",55,0,64,37.2,9.3,"164"
+"37",28.67,"No",0,"Female","Yes","Yes","Yes",109.739,20.95,"No",0.198803011069108,0,3,0,2,7,3,"No","Yes","Never","Yes","Bachelor","No","(3000-inf]","No","No","Yes","Yes","No","Yes","No","No","Yes","Yes","No","Yes","No",56,1,69,36.1,9.817,"164"
+"38",26.75,"Yes",1,"Female","Yes","No","Yes",77.7321,24.6,"No",0.493464219994711,2,0,0,2,6.5,3,"No","No","Active","Yes","Vocational","No","(2000-3000]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","No",57,1,76,37.2,9.283,"164"
+"39",20.25,"Yes",4,"Female","No","No","No",88.937,21.79,"No",0.227499926884657,2,0,0,0,7.5,0,"No","No","Never","No","Baccalaureat","No","[0-1000]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","No",60,0,86,37,9.55,"165"
+"40",20.92,"Yes",0.5,"Female","No","No","Yes",83.8386,19.22,"Yes",0.44852847893541,0,0,0,1,9,0,"No","No","Active","No","Vocational","No","[0-1000]","No","No","No","No","No","No","No","Yes","No","Yes","No","Yes","No",63,0,59,36.8,9.75,"166"
+"41",20.75,"Yes",1,"Female","No","No","Yes",105.16,19.38,"No",-0.286024087039023,1,0,0,2,8.5,3,"No","No","Never","No","Baccalaureat","No","[0-1000]","No","No","Yes","No","No","No","No","No","No","Yes","No","Yes","No",64,0,69,37.2,9.55,"171"
+"42",21.75,"Yes",1,"Female","No","No","Yes",65.0187,23.06,"No",0.26536804014957,0,0,0,0,8,0,"No","Yes","Never","No","PhD","No","(3000-inf]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","No",66,0,61,37.4,9.083,"172"
+"43",20.58,"Yes",1.5,"Female","No","No","No",116.627,21.5,"Yes",0.200706348066242,0,0,0,1,7,0,"Yes","Yes","Active","No","Baccalaureat","No","[0-1000]","No","No","Yes","No","No","No","No","Yes","No","No","No","Yes","No",67,1,72,36.7,9.3,"172"
+"44",23.17,"Yes",2,"Female","No","No","Yes",93.0187,18.59,"No",0.0660077741687856,0,3,0,0,7.5,3,"No","No","Never","No","PhD","No","[0-1000]","No","No","Yes","No","No","No","No","Yes","No","No","No","Yes","No",68,0,58,36.9,9.417,"173"
+"45",22.25,"Yes",0,"Female","No","No","Yes",73.1164,19.46,"Yes",0.17309955159777,1,0,0,2,8,0,"No","No","Active","No","Baccalaureat","No","[0-1000]","No","No","No","No","No","No","No","Yes","No","Yes","No","Yes","No",72,0,51,36.8,9.133,"185"
+"46",24.25,"Yes",4,"Female","No","No","Yes",53.0291,21.82,"No",0.157508981538383,0,0,0,0,9,0,"No","No","Never","Yes","Baccalaureat","No","(1000-2000]","No","No","No","Yes","No","No","No","Yes","No","Yes","No","Yes","No",74,0,56,36.5,9.8,"185"
+"47",25.83,"Yes",2,"Female","No","No","Yes",91.1582,20.56,"No",0.260431630767247,0,3,0,1,9,3,"Yes","Yes","Active","Yes","Bachelor","No","(2000-3000]","No","No","No","No","No","No","No","Yes","No","Yes","No","No","No",75,8.33333333333333,70,36.8,9.05,"186"
+"48",23.75,"Yes",1.5,"Female","No","No","Yes",98.5534,21.78,"Yes",0.0496309393615522,0,0,0,1,7,0,"No","No","Never","No","PhD","No","[0-1000]","No","Yes","Yes","No","No","Yes","No","Yes","No","No","No","Yes","No",77,0,61,36.9,8.95,"207"
+"49",28.92,"Yes",0,"Female","No","No","Yes",88.8914,19.95,"No",0.554795538554685,1,0,0,2,7,8,"No","No","Never","Yes","Baccalaureat","No","(1000-2000]","Yes","No","No","No","No","No","No","Yes","No","Yes","Yes","Yes","Yes",78,1,60,36.7,9.933,"214"
+"50",27.17,"Yes",1,"Female","Yes","Yes","Yes",83.3334816999999,24.38,"No",0.266354670198724,2,0,0,1,7,3,"No","No","Never","Yes","Baccalaureat","No","(3000-inf]","No","No","Yes","No","No","No","No","Yes","No","Yes","No","Yes","No",79,4.66666666666667,64,37,9.5,"214"
+"51",24,"Yes",1,"Female","Yes","No","Yes",113.659,18.67,"No",0.557561492109104,0,0,0,1,8,0,"Yes","Yes","Active","No","Baccalaureat","Current","(1000-2000]","No","No","Yes","No","No","No","No","Yes","No","Yes","No","Yes","No",80,0,62,36.6,9.083,"221"
+"52",25.92,"No",1,"Female","Yes","Yes","Yes",95.7762,21.71,"No",0,0,0,0,3,8,3,"No","No","Never","Yes","Baccalaureat","No","(1000-2000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",81,2,56,36.8,9.083,"227"
+"53",29.5,"Yes",1,"Female","No","No","No",93.2435,26.02,"Yes",0.35586490471801,1,3,14,2,7,3,"No","Yes","Never","Yes","Baccalaureat","No","(1000-2000]","No","No","No","No","No","No","No","Yes","No","Yes","No","Yes","Yes",82,4.66666666666667,59,36.7,8.583,"229"
+"54",28.5,"No",1,"Female","Yes","Yes","Yes",103.677,24.74,"Yes",0.133056626830479,0,0,0,1,8,0,"No","Yes","Ex","Yes","Bachelor","Current","(2000-3000]","No","No","Yes","No","No","No","No","Yes","No","Yes","No","Yes","No",84,0,53,36.9,9.217,"264"
+"55",23.83,"Yes",2,"Female","Yes","No","No",60.993,20.43,"No",0.228209563625707,1,0,0,1,9,3,"No","No","Never","No","PhD","No","(2000-3000]","No","Yes","Yes","No","No","No","No","Yes","No","Yes","No","No","No",85,0,68,36.4,9.817,"269"
+"56",22.75,"Yes",0,"Female","Yes","No","Yes",91.562,19.1,"No",-0.187768960044081,1,0,0,1,8,0,"No","No","Never","No","Bachelor","No","(2000-3000]","No","No","Yes","No","No","No","No","Yes","No","No","No","No","No",87,0,62,36.6,9.333,"283"
+"57",24.83,"Yes",10,"Female","No","No","Yes",82.4659,31.24,"Yes",-0.0296333376935961,2,3,0,1,6.5,3,"No","Yes","Never","No","Vocational","Past","[0-1000]","No","No","Yes","No","No","No","No","Yes","No","Yes","No","Yes","No",90,2,63,37.2,9.133,"290"
+"58",23.33,"Yes",0.333,"Female","Yes","No","Yes",92.0757,27.41,"Yes",0.254688971952831,1,0,0,0,10,0,"No","No","Never","No","PhD","No","[0-1000]","Yes","No","Yes","No","Yes","No","No","Yes","No","Yes","No","No","Yes",92,0,61,36.4,9.2,"291"
+"59",21,"Yes",2,"Female","No","No","Yes",104.862,22.22,"No",0.191819519022143,0,0,0,0,9,0,"No","No","Active","No","Baccalaureat","No","(3000-inf]","Yes","No","Yes","No","No","No","No","Yes","No","Yes","No","Yes","Yes",93,0,75,36.5,8.717,"297"
+"60",20.67,"Yes",4,"Female","No","No","Yes",89.2199,19.59,"Yes",0.145106032242259,0,0,0,0,7,3,"Yes","No","Active","No","Baccalaureat","No","(1000-2000]","Yes","No","No","No","No","No","No","Yes","No","Yes","No","Yes","No",95,2,48,36.8,9.55,"299"
+"61",23.25,"Yes",0.666,"Female","No","No","Yes",83.5818,20.9,"No",0.467391236132286,1,0,14,3,6,14,"No","Yes","Ex","No","Vocational","Past","[0-1000]","No","No","No","No","No","No","No","Yes","No","Yes","No","Yes","No",97,8.33333333333333,64,37,9,"304"
+"62",22,"Yes",0.333,"Female","No","No","No",85.3957,29,"No",-0.227442316126819,1,0,0,1,12,0,"No","No","Never","No","Bachelor","No","[0-1000]","No","No","Yes","No","No","Yes","No","Yes","No","Yes","No","No","No",98,0,65,37.1,8.917,"312"
+"63",26,"Yes",0,"Female","Yes","No","Yes",84.6414,20.9,"No",0.274428048429002,2,0,0,0,8.5,0,"No","No","Never","No","PhD","No","[0-1000]","No","No","Yes","No","No","No","No","Yes","No","Yes","No","No","Yes",99,0,55,37.2,9.283,"312"
+"64",23.25,"No",0,"Female","No","No","Yes",109.659,20.32,"Yes",-0.323013978362613,1,0,0,3,9,3,"No","No","Active","No","Baccalaureat","Past","[0-1000]","No","No","Yes","No","No","No","No","Yes","No","Yes","No","Yes","No",100,0,55,36.7,9.617,"313"
+"65",24,"Yes",0,"Male","No","No","Yes",92.077,31.83,"No",0.441648936557443,1,0,0,1,7,0,"No","Yes","Active","No","Vocational","Current","[0-1000]","No","No","Yes","No","Yes","No","No","No","No","Yes","No","No","Yes",101,1,65,37.3,8.617,"39"
+"66",24.17,"Yes",0,"Male","No","No","Yes",89.099,19.88,"Yes",-0.166268347990813,1,14,0,1,9,3,"Yes","Yes","Active","No","Vocational","Past","[0-1000]","No","No","Yes","No","No","Yes","No","No","No","No","No","No","No",102,10.3333333333333,54,36.7,8.883,"39"
+"67",23,"Yes",0.5,"Male","Yes","No","No",76.8967,24.87,"No",0.243429716665857,0,0,0,3,8,0,"Yes","No","Ex","No","Baccalaureat","No","[0-1000]","No","No","No","No","No","No","No","No","No","No","No","No","Yes",107,0,66,36.2,9.3,"80"
+"68",23.33,"Yes",2,"Male","Yes","No","No",53.5931,28.73,"No",-0.130150946146736,3,0,3,1,7,3,"No","No","Active","No","Baccalaureat","No","(2000-3000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",109,0,69,36.3,9.817,"80"
+"69",26.83,"Yes",6,"Male","Yes","No","Yes",86.5243,22.34,"No",0.0612937167085643,0,0,0,1,7,0,"No","Yes","Never","No","Baccalaureat","No","(1000-2000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",111,0,52,36.2,9.517,"80"
+"70",28.75,"No",0,"Male","Yes","No","Yes",94.3198,25.43,"Yes",-0.00504999273664153,1,0,0,3,6,3,"No","No","Active","Yes","UpToPrimary","Current","(1000-2000]","No","No","Yes","Yes","No","No","No","No","No","No","No","Yes","No",116,2,58,36.3,9.583,"81"
+"71",24.83,"Yes",9,"Male","No","No","No",54.5305,23.5,"Yes",0.76735118629321,0,0,0,1,8,0,"No","No","Never","No","Baccalaureat","No","(1000-2000]","No","No","No","No","No","No","No","No","No","No","No","No","No",117,0,56,36.4,9.8,"81"
+"72",21.5,"No",2,"Male","No","No","Yes",72.8287,26.75,"No",-0.143939230632369,0,0,0,1,7,3,"No","No","Never","No","Baccalaureat","No","[0-1000]","No","No","Yes","No","No","No","No","Yes","No","Yes","No","No","No",123,0,50,36.5,8.55,"136"
+"73",25.08,"Yes",0,"Male","Yes","No","No",89.8527,23.25,"No",0.29110283243097,0,8,3,1,7,0,"Yes","Yes","Active","Yes","Vocational","Current","(1000-2000]","No","No","Yes","No","No","Yes","No","Yes","No","No","No","No","No",124,3,60,36.5,9.583,"138"
+"74",21.83,"Yes",2,"Male","Yes","No","No",73.2158,19.92,"No",0.106495081450391,0,0,0,0,8,0,"No","Yes","Active","No","PhD","No","[0-1000]","No","No","Yes","No","No","No","No","Yes","No","No","No","No","No",125,0,63,36.6,9.667,"143"
+"75",23.58,"Yes",6.75,"Male","No","No","No",89.9497,21.95,"No",0.173339648064902,2,0,0,1,6.5,3,"No","Yes","Never","Yes","Baccalaureat","No","(1000-2000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",128,0,64,36.2,9.05,"145"
+"76",22.92,"Yes",2.25,"Male","Yes","No","Yes",54.7196,23.04,"Yes",0.106307787348437,0,0,0,1,8,3,"No","No","Active","No","Baccalaureat","No","(1000-2000]","No","No","No","No","No","No","No","No","No","No","No","No","No",130,0,50,36.3,9.75,"151"
+"77",22.75,"Yes",10,"Male","No","No","Yes",98.7081,23.05,"No",0.579972461365124,1,0,0,1,7,0,"No","No","Never","No","PhD","No","(2000-3000]","Yes","No","Yes","No","No","No","No","No","No","No","No","Yes","No",135,0,59,36.5,9.3,"157"
+"78",29.5,"No",4,"Male","Yes","No","Yes",90.6661,22.49,"No",0.116969806937025,0,0,0,1,9,3,"No","Yes","Active","Yes","Vocational","Current","(2000-3000]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","Yes","Yes",137,0,44,36.3,9.3,"158"
+"79",24.17,"Yes",2,"Male","No","No","Yes",72.8091,31.14,"No",0.191147899364929,0,0,0,3,7,3,"No","No","Never","Yes","Baccalaureat","Current","(1000-2000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",139,0,57,36.3,8.917,"172"
+"80",26.58,"Yes",0.333,"Male","No","No","Yes",88.4892,21.63,"No",0.31759408101986,0,0,3,1,9,3,"No","No","Never","Yes","Baccalaureat","Current","[0-1000]","Yes","No","Yes","No","No","No","No","Yes","No","No","No","No","No",140,0,67,36.3,9.133,"172"
+"81",24.33,"Yes",8,"Male","Yes","No","Yes",78.4983,21.55,"No",-0.0892396408121603,0,0,0,2,7,0,"No","No","Never","No","Vocational","Past","(3000-inf]","No","No","Yes","No","No","No","No","No","No","Yes","No","No","No",141,0,45,36.3,9.8,"173"
+"82",20.92,"Yes",5,"Male","No","No","No",91.3991,21.95,"No",0.0668127688050154,1,0,0,0,7,3,"No","Yes","Never","No","Bachelor","No","[0-1000]","No","No","Yes","No","No","No","No","Yes","No","No","No","Yes","No",142,0,50,37.2,9.133,"173"
+"83",20.58,"Yes",4.5,"Male","No","No","Yes",78.6597,21.36,"Yes",0.417204379298497,0,3,0,0,8,3,"Yes","No","Active","No","Baccalaureat","No","(3000-inf]","No","No","Yes","No","No","No","No","Yes","No","No","No","Yes","Yes",143,0,46,36.7,9.617,"173"
+"84",26.83,"Yes",0.5,"Male","Yes","No","No",86.8905,18.92,"Yes",0.201503367619692,0,0,0,1,8,0,"No","Yes","Never","Yes","Bachelor","Current","(1000-2000]","No","No","Yes","No","No","No","No","Yes","No","Yes","No","Yes","Yes",144,2,49,36.5,9.2,"186"
+"85",26.75,"No",0,"Male","Yes","Yes","Yes",67.1009,24.75,"No",0.368132641919954,1,0,0,1,7.5266,0,"No","No","Never","No","Vocational","Past","(2000-3000]","No","No","Yes","No","No","No","No","Yes","No","Yes","No","No","No",145,0,70,36.6,9.467,"199"
+"86",25.5,"Yes",5,"Male","No","No","Yes",83.3591,22.83,"No",0.255029950234168,0,0,0,1,8,0,"Yes","No","Never","No","PhD","No","[0-1000]","No","No","No","No","No","No","No","Yes","No","Yes","No","Yes","No",146,0,51,36.2,9.167,"200"
+"87",23.92,"Yes",3,"Male","No","No","No",98.5744,20.45,"No",0.112403730364827,1,0,3,3,8,3,"Yes","No","Ex","Yes","PhD","No","(1000-2000]","No","No","Yes","No","No","Yes","No","Yes","No","Yes","No","No","No",151,1,50,36.3,9.317,"206"
+"88",29.25,"Yes",4,"Male","Yes","Yes","Yes",96.5233,22.22,"No",0.270540673516081,0,0,0,0,6.5,0,"No","No","Never","Yes","Bachelor","No","(1000-2000]","No","No","Yes","No","No","No","No","Yes","No","Yes","No","Yes","Yes",152,0,62,36,9.3,"207"
+"89",24,"Yes",4.5,"Male","No","No","No",83.8887,20.3,"Yes",0.403116404659954,0,3,0,0,7.5,0,"No","Yes","Never","No","PhD","No","[0-1000]","No","No","No","No","No","No","No","Yes","No","Yes","No","Yes","No",153,3,55,36.2,9.617,"214"
+"90",27.58,"Yes",0.167,"Male","No","No","No",88.1881,22.28,"No",0.391857059685499,0,0,0,2,7,3,"Yes","No","Active","No","Bachelor","Past","[0-1000]","No","No","Yes","No","No","No","No","Yes","No","Yes","No","Yes","No",154,1,54,36,8.883,"220"
+"91",23.17,"Yes",0.999,"Male","Yes","No","Yes",79.7143,20.01,"No",0.25366485579352,0,0,0,3,7.9115,3,"Yes","Yes","Active","No","PhD","No","[0-1000]","No","No","No","No","Yes","No","No","Yes","No","Yes","No","Yes","No",156,2,53,36.7,9.383,"221"
+"92",27.5,"Yes",0,"Male","No","No","Yes",100.499,30.63,"No",0.208159960457665,1,0,0,3,8,0,"Yes","No","Active","Yes","PhD","No","(1000-2000]","No","Yes","Yes","No","No","No","No","No","No","No","No","Yes","No",161,0,76,36.6,9.8,"229"
+"93",28.67,"Yes",4,"Male","Yes","No","No",90.8587,24.3,"Yes",0.288261765535949,0,0,0,2,7,0,"No","No","Never","Yes","Bachelor","No","(3000-inf]","No","No","Yes","No","No","No","No","Yes","No","No","No","Yes","No",162,0,59,35.9,8.767,"241"
+"94",24.83,"Yes",1,"Male","No","No","No",74.9587,19.26,"No",0.271646217978772,0,0,0,1,8,0,"No","No","Never","No","Bachelor","No","[0-1000]","No","No","Yes","No","No","No","No","Yes","No","No","No","No","No",164,2,57,36.7,9.633,"248"
+"95",28.42,"Yes",2.5,"Male","No","No","No",90.3038,24.89,"No",-0.0734828299488582,0,0,0,0,8,3,"No","Yes","Ex","No","UpToPrimary","No","[0-1000]","No","No","No","No","Yes","No","No","No","No","Yes","No","Yes","No",165,0,52,36.3,9.217,"248"
+"96",23.58,"Yes",4.5,"Male","No","No","Yes",105.431,24.41,"No",0.278967170901516,0,0,0,0,7.5,0,"No","No","Never","No","PhD","No","(3000-inf]","No","No","No","No","No","Yes","No","Yes","No","No","No","Yes","No",166,0,53,36.2,8.95,"255"
+"97",26.17,"No",1,"Male","No","No","No",109.689,23.16,"No",0.212856824225765,0,0,0,1,8,0,"No","No","Never","No","Bachelor","No","[0-1000]","No","No","Yes","No","No","No","Yes","Yes","Yes","Yes","No","Yes","No",169,0,65,36.2,8.8,"264"
+"98",20.42,"Yes",4,"Male","No","No","Yes",87.267,22.53,"No",0.0450449481827835,1,0,0,1,8,0,"Yes","No","Active","No","PhD","No","[0-1000]","No","No","Yes","No","No","No","No","Yes","No","No","No","Yes","No",170,0,74,36.1,9.05,"264"
+"99",24.08,"Yes",0,"Male","No","No","Yes",61.3491,19.95,"No",0.365923379663536,0,0,0,2,7.5,0,"No","No","Never","No","PhD","No","[0-1000]","No","No","Yes","No","No","No","No","Yes","No","No","No","Yes","No",171,0,64,36.6,9.55,"264"
+"100",21.25,"Yes",0,"Male","No","No","Yes",105.383,21.32,"No",0.260319068355467,0,0,0,0,9,3,"No","No","Never","No","Bachelor","Past","[0-1000]","No","No","Yes","No","No","No","No","Yes","No","No","No","No","No",173,0,64,36,9.7,"264"
+"101",23.17,"Yes",2.001,"Male","No","No","No",80.333,22.72,"No",0.0046548621602023,0,0,0,2,8,3,"No","No","Ex","No","Bachelor","No","(1000-2000]","No","No","Yes","No","No","No","No","No","No","Yes","No","Yes","No",175,0,58,36.2,9.083,"270"
+"102",20.58,"Yes",1.5,"Male","No","No","Yes",61.5933,21.29,"No",0.0992767462871634,0,0,0,2,8,0,"Yes","No","Active","No","Bachelor","No","[0-1000]","No","No","Yes","No","No","No","No","No","No","No","Yes","Yes","No",176,0,42,36.3,9.8,"270"
+"103",25.92,"Yes",5,"Male","No","No","Yes",85.7497,23.87,"No",-0.00187600499875536,0,0,0,0,9,0,"No","No","Ex","Yes","Bachelor","No","(1000-2000]","No","No","Yes","No","No","No","No","Yes","No","Yes","No","Yes","Yes",177,0,52,36.2,9.483,"270"
+"104",28.67,"No",0,"Male","Yes","Yes","Yes",93.4987,22.47,"Yes",0.145364552653768,0,0,0,2,8,0,"No","No","Active","Yes","Bachelor","Past","(2000-3000]","Yes","No","Yes","Yes","No","No","No","No","No","Yes","No","Yes","No",181,0,51,36,9.333,"271"
+"105",26.67,"Yes",3,"Male","Yes","Yes","Yes",101.148,27.71,"Yes",0.0984050040950076,0,0,0,2,8,3,"No","No","Never","Yes","Bachelor","No","(2000-3000]","No","No","Yes","No","No","No","No","Yes","No","No","No","Yes","No",183,1,64,36.3,9.567,"276"
+"106",29.75,"Yes",6,"Male","No","No","No",101.643,29.66,"Yes",-0.0841937689182406,1,3,3,1,5,3,"No","Yes","Active","Yes","Baccalaureat","No","(1000-2000]","No","No","Yes","No","Yes","No","No","Yes","No","Yes","No","Yes","No",184,2,46,36.5,9.817,"276"
+"107",27.83,"No",1,"Male","Yes","No","No",108.556,21.27,"No",0.271862655244399,1,0,0,1,8,0,"No","No","Never","Yes","Bachelor","No","(3000-inf]","No","Yes","Yes","No","No","No","No","No","No","Yes","No","Yes","No",187,0,50,36.2,9.533,"291"
+"108",26.33,"No",9,"Male","Yes","No","No",79.3428,21.29,"No",0.265921239540493,0,0,0,0,8,0,"No","No","Never","Yes","Vocational","Current","(1000-2000]","No","No","Yes","No","No","Yes","No","Yes","No","No","No","Yes","Yes",188,0,43,36.1,9.383,"291"
+"109",24.58,"No",0.25,"Male","No","No","No",99.1132,23.66,"No",0.226627323653776,1,0,0,2,7,0,"No","No","Never","No","PhD","No","(3000-inf]","No","No","Yes","No","No","Yes","No","Yes","No","Yes","No","Yes","No",189,0,64,36.1,9.5,"292"
+"110",20.92,"Yes",1.5,"Male","No","No","No",89.5685,21.16,"Yes",0.326161480487981,1,0,0,3,8,3,"No","Yes","Never","No","PhD","Past","[0-1000]","No","No","Yes","No","No","No","No","Yes","Yes","Yes","No","Yes","No",190,2,65,36.3,9.35,"292"
+"111",21.92,"No",1.5,"Male","Yes","No","Yes",71.1385,21.22,"No",-0.0866371284272168,0,0,0,0,8.5,0,"No","No","Never","No","Baccalaureat","Current","(1000-2000]","No","No","Yes","No","No","No","No","Yes","No","Yes","No","Yes","No",193,0,55,36,9.817,"298"
+"112",21.67,"Yes",4.5,"Male","No","No","No",93.0342,20.6,"No",0.119345170097838,0,0,0,1,7,0,"Yes","No","Active","No","PhD","No","(1000-2000]","No","No","Yes","No","Yes","No","No","Yes","Yes","Yes","No","Yes","No",194,2,45,36.3,9.117,"306"
+"113",26.92,"Yes",6,"Male","Yes","No","Yes",87.1107,22.85,"No",0.218661252871772,0,0,0,1,9,3,"No","No","Active","Yes","Baccalaureat","No","(2000-3000]","No","No","Yes","No","No","No","No","Yes","No","No","No","Yes","No",195,2,60,36.3,8.867,"311"
+"114",20.33,"No",4.5,"Male","No","No","Yes",98.7032,23.25,"No",0.0537033226866872,0,0,0,0,9,0,"No","No","Never","No","Vocational","No","(1000-2000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",196,0,56,36.2,9.817,"312"
+"115",23.17,"Yes",1,"Male","No","No","Yes",89.2849,31.91,"No",0.50727851312403,3,3,0,2,7.5,3,"Yes","Yes","Active","No","Vocational","No","(1000-2000]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","No",197,1,82,36.3,9.05,"313"
+"116",28.67,"Yes",10,"Male","No","No","Yes",72.7713,18.72,"Yes",0.135914271531031,0,0,0,1,8,0,"No","No","Ex","No","UpToPrimary","No","[0-1000]","No","No","No","No","No","No","Yes","Yes","Yes","No","No","Yes","No",198,1,52,36.1,9.083,"313"
+"117",22,"Yes",8,"Male","No","No","No",72.025,22.43,"No",0.450097047381507,0,0,0,2,7.5,3,"No","No","Ex","No","Baccalaureat","No","(1000-2000]","No","No","Yes","Yes","No","No","No","Yes","No","No","No","No","No",199,0,66,36.8,8.8,"318"
+"118",20.25,"Yes",2,"Male","No","No","Yes",105.398,20.98,"No",0.740207833196685,2,0,0,1,9,0,"Yes","No","Never","No","Baccalaureat","Current","(2000-3000]","No","No","Yes","No","No","No","No","Yes","No","No","No","Yes","Yes",200,0,54,36.2,9.55,"319"
+"119",37.67,"Yes",0,"Female","Yes","Yes","No",106.027,21.19,"No",-0.0819411839546812,0,0,0,0,8,0,"No","No","Never","Yes","Bachelor","No","(2000-3000]","Yes","No","Yes","No","No","Yes","No","No","No","No","No","No","No",201,0,66,36.5,8.917,"18"
+"120",35.75,"No",0,"Female","Yes","Yes","Yes",73.4697,21.61,"No",0.200866825258203,0,0,0,1,7,0,"No","Yes","Active","Yes","Baccalaureat","No","(2000-3000]","Yes","No","No","No","No","Yes","No","No","No","No","No","No","No",202,0,66,36.4,9.3,"18"
+"121",39.58,"No",1,"Female","Yes","Yes","No",86.9523,20.65,"No",0.200049714044624,0,0,0,2,8,3,"No","No","Active","Yes","PhD","No","(2000-3000]","No","No","Yes","Yes","No","No","No","No","No","No","No","No","No",203,1,61,36.9,8.683,"18"
+"122",37.58,"No",0.999,"Female","No","No","No",84.9141,22.71,"Yes",-0.0560487916916846,0,3,0,2,7,3,"No","Yes","Active","No","Baccalaureat","Past","(1000-2000]","Yes","No","No","No","No","No","No","No","No","No","No","No","No",204,1,57,36.8,9.583,"18"
+"123",30.75,"Yes",0.666,"Female","No","Yes","Yes",81.2753,20.32,"Yes",0.0126502481978411,0,3,0,3,8,3,"No","No","Active","Yes","PhD","No","(1000-2000]","No","No","Yes","Yes","No","No","No","No","No","No","No","No","No",205,0,80,36.7,8.55,"19"
+"124",39.42,"Yes",3,"Female","No","Yes","Yes",87.8847,25.39,"No",0.318810615586316,2,0,0,0,8,3,"No","Yes","Ex","Yes","Vocational","Past","(1000-2000]","No","No","No","No","No","Yes","No","No","No","No","No","No","No",206,1,54,36.5,8.883,"19"
+"125",30.25,"Yes",1,"Female","Yes","No","No",88.6247,19.05,"No",0.194286479946881,0,0,3,2,8,3,"No","Yes","Never","Yes","PhD","No","(1000-2000]","Yes","No","No","Yes","No","No","No","No","No","No","No","No","No",207,0,80,36.2,9.217,"19"
+"126",31.5,"No",1,"Female","Yes","No","No",73.0046,19.83,"No",0.456773800133818,0,0,3,1,6.5,3,"No","Yes","Active","Yes","Bachelor","Past","(1000-2000]","No","No","No","No","Yes","No","No","No","No","No","No","No","No",208,1,69,36.5,9.55,"19"
+"127",38.58,"No",4,"Female","Yes","Yes","Yes",111.19,21.09,"No",0.289202788695075,1,3,0,2,8,3,"No","No","Never","Yes","PhD","No","(3000-inf]","No","No","No","No","Yes","Yes","No","No","No","No","No","No","No",210,0,54,36.5,8.833,"19"
+"128",37.33,"No",2,"Female","Yes","Yes","Yes",86.9897,23.14,"No",0.248009886327417,1,0,0,1,7,3,"No","No","Never","Yes","PhD","No","(2000-3000]","Yes","Yes","Yes","No","No","No","No","No","No","No","No","No","No",211,0,75,36.7,9.25,"19"
+"129",30.25,"Yes",0.666,"Female","No","No","No",77.488,24.38,"No",0.471904441458536,1,3,3,1,7,3,"No","No","Never","No","PhD","No","(1000-2000]","No","No","No","Yes","No","No","No","No","No","No","No","No","No",212,2,57,36.7,9.733,"19"
+"130",33.92,"No",0,"Female","Yes","Yes","Yes",94.4193,31.23,"Yes",0.177617779017154,1,0,0,0,9,0,"No","Yes","Never","No","Bachelor","No","(2000-3000]","No","No","Yes","Yes","Yes","No","No","No","No","Yes","No","Yes","No",213,0,64,36.5,8.433,"53"
+"131",37.92,"No",2,"Female","No","No","Yes",99.7428,23.04,"No",0.447594727690631,1,0,0,1,8.5,0,"No","No","Never","Yes","PhD","No","(2000-3000]","Yes","No","Yes","No","No","Yes","No","Yes","No","No","No","Yes","Yes",214,0,57,36.5,8.767,"53"
+"132",37.67,"No",2,"Female","Yes","Yes","Yes",93.7597,25.21,"No",-0.133172053935984,2,0,0,1,8,3,"No","Yes","Ex","Yes","PhD","Past","(2000-3000]","Yes","No","Yes","No","No","No","No","No","No","No","No","Yes","No",215,1,64,36.4,9.233,"53"
+"133",37.92,"No",2,"Female","Yes","Yes","Yes",87.9069,24.43,"Yes",0.464711996737842,0,0,0,1,7,3,"No","No","Never","Yes","Bachelor","No","(2000-3000]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","No",216,0,59,36.8,8.833,"53"
+"134",38.25,"No",1.5,"Female","Yes","No","No",79.5201,27.47,"No",0.469666475661845,1,0,0,3,6.5,0,"No","Yes","Never","Yes","Vocational","No","(1000-2000]","No","No","No","No","No","No","No","No","No","Yes","No","No","No",217,0,68,36.4,8.683,"54"
+"135",32.83,"No",3,"Female","Yes","Yes","No",107.017,19.59,"No",0.302556515625454,0,0,0,0,7.5,0,"Yes","No","Active","Yes","PhD","No","(3000-inf]","Yes","No","Yes","No","No","No","No","No","No","No","No","Yes","No",220,0,50,36.5,8.917,"54"
+"136",33.58,"Yes",0,"Female","No","Yes","No",99.8692,27.28,"Yes",-0.17228497279931,3,0,0,1,7,0,"No","No","Active","Yes","Vocational","Current","(1000-2000]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","No",222,0,63,36.6,9.567,"54"
+"137",32.83,"No",3,"Female","Yes","Yes","No",86.7197,25.72,"No",0.290371927481925,1,0,0,3,7,14,"No","No","Never","Yes","PhD","No","(2000-3000]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","Yes","No",223,0,57,36,8.8,"109"
+"138",32.75,"No",1,"Female","Yes","Yes","No",88.5908,19.22,"No",-0.233707356177021,0,0,0,1,10,0,"No","No","Never","No","Baccalaureat","No","(2000-3000]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","No",224,0,56,36,9.317,"109"
+"139",31.58,"No",0.75,"Female","Yes","Yes","Yes",81.101,22.75,"No",0.408171415949873,1,0,0,0,8.5,0,"No","No","Ex","Yes","Vocational","Past","(2000-3000]","Yes","No","Yes","No","No","No","No","No","No","No","No","Yes","Yes",225,0,67,36.6,8.7,"109"
+"140",31.25,"Yes",1,"Female","No","Yes","Yes",93.6074969,22.98,"No",0.174626520797407,2,0,0,2,8,0,"No","No","Never","No","Vocational","No","[0-1000]","No","No","Yes","No","No","No","No","No","No","Yes","No","No","No",226,0,59,36.7,8.967,"111"
+"141",37.08,"No",3,"Female","Yes","Yes","Yes",87.5307,20.51,"No",-0.206054482433124,0,0,3,1,8,0,"No","No","Never","Yes","Vocational","Past","(2000-3000]","Yes","No","Yes","Yes","No","No","No","Yes","No","No","No","No","No",227,1,59,36.8,9.333,"111"
+"142",31.25,"No",3,"Female","Yes","Yes","Yes",97.5885,27.39,"No",0.0956493605063124,1,3,0,1,8,8,"No","Yes","Ex","No","Baccalaureat","No","(3000-inf]","No","No","Yes","No","No","No","No","Yes","No","Yes","No","Yes","No",229,0,57,36.7,9.567,"131"
+"143",35.75,"No",0,"Female","Yes","Yes","No",85.6672,19.57,"No",0.076309188935886,0,0,0,0,9,0,"No","No","Never","No","Baccalaureat","Past","(3000-inf]","No","No","Yes","Yes","No","No","No","Yes","No","No","No","Yes","No",230,1,55,37.2,9.55,"137"
+"144",30.5,"No",0,"Female","Yes","Yes","Yes",77.1598,24.85,"No",0.180701359286399,1,0,0,0,8,0,"No","No","Never","Yes","PhD","No","(2000-3000]","Yes","Yes","Yes","No","No","No","No","No","No","Yes","No","Yes","No",231,0,77,36.4,9.033,"138"
+"145",35.17,"No",2,"Female","Yes","Yes","No",108.192,23.18,"No",0.364810590357929,1,0,0,0,7,0,"No","No","Active","Yes","Baccalaureat","No","(3000-inf]","No","No","No","No","No","No","No","Yes","No","No","No","Yes","Yes",232,0,73,36.6,9.133,"138"
+"146",36.25,"No",1.5,"Female","Yes","Yes","No",94.1185,20.43,"No",-0.102662341897148,0,0,0,0,7,0,"No","No","Never","Yes","Baccalaureat","No","(3000-inf]","No","No","No","No","No","No","No","No","No","No","No","Yes","Yes",233,0,70,37,8.8,"143"
+"147",38.58,"No",1,"Female","No","No","Yes",107.743,29.31,"Yes",-0.120438235381624,2,0,0,1,8,0,"No","Yes","Never","No","PhD","Past","(1000-2000]","Yes","No","Yes","No","No","No","No","Yes","No","Yes","No","No","No",234,0,85,36.8,9.3,"145"
+"148",39.33,"Yes",2,"Female","Yes","Yes","Yes",88.142,29.41,"Yes",0.130841418443987,2,0,0,0,5.5,0,"No","No","Never","Yes","Bachelor","No","(1000-2000]","No","No","No","Yes","Yes","No","No","No","No","No","No","Yes","No",235,0,65,37.2,9.85,"145"
+"149",36.25,"No",0,"Female","Yes","Yes","Yes",98.4273,20.04,"Yes",0.126420610516595,0,0,3,1,7.65855,3,"No","Yes","Never","Yes","PhD","No","(3000-inf]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","No",236,2,70,36.3,8.767,"150"
+"150",34.83,"No",0,"Female","Yes","Yes","Yes",96.6805,28.8,"Yes",0.439332693830263,2,0,0,2,7,3,"No","No","Never","Yes","UpToPrimary","No","(2000-3000]","No","No","Yes","Yes","No","No","No","No","No","No","No","Yes","No",237,0,69,36.7,9.317,"151"
+"151",37.33,"No",1,"Female","Yes","Yes","No",91.1416,26.02,"No",0.395899467023501,1,0,0,2,6,0,"No","No","Ex","Yes","Baccalaureat","No","(1000-2000]","No","No","Yes","No","No","No","No","Yes","No","Yes","No","Yes","No",238,0,58,37.2,9.8,"151"
+"152",33.67,"No",0,"Female","Yes","Yes","Yes",100.566,21.1,"No",-0.0954281390997616,1,0,0,0,8,0,"No","No","Active","Yes","PhD","No","(3000-inf]","No","No","Yes","No","No","No","No","No","No","No","No","No","Yes",239,0,76,37.2,9.4,"151"
+"153",32.33,"No",2,"Female","No","No","Yes",93.8361,22.06,"Yes",0.420741988696073,0,0,0,1,8,0,"No","No","Never","Yes","PhD","No","(1000-2000]","No","No","No","No","No","No","Yes","Yes","No","No","No","Yes","Yes",240,0,70,37.1,9.533,"151"
+"154",31.58,"Yes",1,"Female","Yes","No","No",86.3117,28.98,"No",-0.181640060104492,1,0,0,0,9,0,"No","No","Ex","No","Vocational","No","(2000-3000]","No","No","Yes","No","No","No","No","Yes","No","No","No","Yes","No",241,0,68,36.7,9.267,"152"
+"155",35.5,"No",0.25,"Female","Yes","Yes","Yes",88.3668,29.96,"Yes",-0.0726205512073196,2,0,0,3,6,3,"No","Yes","Never","No","Bachelor","No","(3000-inf]","No","No","Yes","No","No","Yes","No","Yes","No","Yes","No","Yes","No",242,0,62,37.4,9.267,"157"
+"156",30.5,"No",0.5,"Female","Yes","Yes","No",95.9734,24,"No",0.263567604134189,0,3,0,1,8.5,3,"No","No","Never","No","Bachelor","No","(3000-inf]","No","No","Yes","No","No","No","No","Yes","No","No","No","Yes","No",243,2.66666666666667,58,37.1,9.533,"158"
+"157",31.67,"Yes",2,"Female","Yes","No","No",100.685,19.81,"No",0.059604095802386,0,3,0,1,7,3,"Yes","Yes","Active","No","Vocational","No","(1000-2000]","No","Yes","Yes","No","No","No","No","Yes","No","No","No","Yes","No",244,1,55,36.2,8.933,"159"
+"158",34.92,"No",0.5,"Female","Yes","Yes","Yes",93.184,19.81,"Yes",0.402983780971532,0,0,0,3,8,3,"No","No","Active","Yes","PhD","No","(2000-3000]","Yes","No","Yes","No","No","No","No","No","No","Yes","No","Yes","No",245,0,82,36.8,8.8,"165"
+"159",35.83,"Yes",0,"Female","Yes","Yes","No",86.3538,22.58,"Yes",0.084927403833393,1,0,0,1,8.5,0,"No","No","Never","Yes","Baccalaureat","No","(1000-2000]","No","Yes","Yes","No","Yes","Yes","No","No","No","No","No","Yes","No",246,0,67,36.7,9.05,"165"
+"160",33.75,"Yes",0.5,"Female","Yes","No","Yes",116.249,20.43,"No",0.303145413786602,0,0,3,2,8,3,"No","No","Never","Yes","Bachelor","No","(1000-2000]","No","No","Yes","No","Yes","No","No","No","No","Yes","No","Yes","No",249,2,60,37,8.8,"171"
+"161",39.17,"No",2,"Female","Yes","Yes","No",80.4981,20.2,"No",0.282342628813773,0,0,0,0,8.5,0,"No","No","Never","Yes","Baccalaureat","No","(2000-3000]","Yes","No","Yes","No","No","Yes","No","No","No","No","No","Yes","Yes",250,0,57,36.7,8.817,"171"
+"162",32,"Yes",0.667,"Female","No","No","No",79.8331,21.22,"No",0.266621175425962,1,3,0,1,7.8547,8,"No","No","Active","Yes","Baccalaureat","No","(1000-2000]","Yes","No","Yes","No","No","No","No","Yes","No","Yes","No","Yes","No",251,0,49,36.3,8.8,"172"
+"163",38.92,"No",1,"Female","Yes","Yes","Yes",112.551,24.52,"No",0.261076915254263,1,0,0,2,8,3,"No","Yes","Active","Yes","Vocational","No","(2000-3000]","Yes","No","Yes","No","No","Yes","No","Yes","No","Yes","No","Yes","Yes",252,0,61,36.8,9.55,"172"
+"164",33.33,"Yes",2,"Female","No","No","No",92.2197,20.83,"No",0.296767994021486,0,3,3,2,8,3,"No","No","Active","Yes","Bachelor","Past","(1000-2000]","Yes","No","Yes","No","No","Yes","No","Yes","No","Yes","No","Yes","No",253,0,67,36.3,9.3,"178"
+"165",30,"No",0,"Female","Yes","Yes","No",87.0672,27.4,"Yes",0.383450683708268,1,0,0,0,7,0,"No","No","Never","Yes","Vocational","No","(1000-2000]","No","No","Yes","No","No","No","No","Yes","No","No","No","Yes","No",254,0,64,36.9,9.583,"178"
+"166",37.42,"No",1,"Female","No","Yes","No",96.1791,20.57,"No",0.409655791849946,0,0,0,1,7,3,"No","No","Never","Yes","Bachelor","No","(2000-3000]","Yes","No","Yes","Yes","No","Yes","No","Yes","No","No","No","Yes","Yes",255,1,60,36.7,9.2,"178"
+"167",38.17,"Yes",14,"Female","No","No","No",75.2122,30.11,"Yes",0.334092317045299,1,0,0,0,7,3,"No","Yes","Never","Yes","Baccalaureat","No","(1000-2000]","Yes","Yes","Yes","Yes","No","No","No","No","No","Yes","Yes","Yes","No",258,0,66,36.7,9.05,"179"
+"168",38.75,"Yes",0.25,"Female","Yes","Yes","Yes",89.4446,27.7,"Yes",0.36408174141107,2,3,0,1,8,3,"No","Yes","Never","Yes","Vocational","Past","(3000-inf]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","Yes","Yes",259,0,72,36,9.5,"179"
+"169",38.83,"No",0,"Female","Yes","Yes","Yes",95.6215,21.56,"No",0.346108370399169,1,0,0,2,8,0,"No","No","Ex","Yes","Baccalaureat","No","(2000-3000]","No","No","Yes","No","No","No","No","Yes","No","Yes","Yes","Yes","No",260,0,58,36.8,8.8,"179"
+"170",33.75,"No",0,"Female","Yes","Yes","No",82.5888,31.58,"Yes",0.317125850089673,2,0,0,1,10,3,"No","No","Never","Yes","Baccalaureat","No","(2000-3000]","No","No","No","No","No","No","No","Yes","No","No","No","Yes","No",261,1,62,37,8.85,"185"
+"171",30.42,"Yes",1.334,"Female","Yes","No","No",81.578,24.53,"No",0.358649104316949,1,0,0,1,6,3,"No","Yes","Never","Yes","PhD","No","(2000-3000]","No","Yes","Yes","Yes","No","No","No","Yes","No","No","No","Yes","Yes",262,0,68,36.6,8.8,"186"
+"172",34.5,"Yes",4,"Female","No","Yes","Yes",74.5295,18.73,"No",0.273861720149019,0,0,0,2,7,0,"No","Yes","Never","No","Vocational","Past","[0-1000]","No","No","Yes","No","No","No","No","Yes","No","No","No","Yes","No",263,0,60,36.4,9.233,"187"
+"173",35.5,"No",5,"Female","Yes","No","Yes",100.068,25.01,"No",0.286607653098794,1,3,0,2,7,0,"Yes","No","Active","Yes","Baccalaureat","No","(1000-2000]","No","No","No","No","No","No","No","No","No","No","No","Yes","No",266,1,46,36.1,8.633,"200"
+"174",38,"No",0,"Female","Yes","Yes","Yes",90.4756,25.06,"No",0.211021208595012,1,0,0,2,7,0,"No","No","Never","Yes","PhD","No","(3000-inf]","No","No","Yes","No","No","Yes","No","Yes","No","Yes","No","Yes","Yes",267,0,91,36.5,9,"200"
+"175",30.67,"No",0,"Female","Yes","No","Yes",97.7992,24.15,"Yes",0.578344058700272,1,0,0,1,7.5,0,"No","Yes","Never","Yes","Baccalaureat","No","(2000-3000]","No","No","Yes","No","No","No","No","Yes","No","Yes","No","Yes","No",269,0,61,36.6,9.717,"207"
+"176",36.75,"No",5,"Female","No","No","Yes",106.723,22.83,"No",0.656666166026759,0,0,0,1,7.5,0,"No","No","Ex","Yes","Bachelor","No","(1000-2000]","Yes","No","Yes","Yes","No","No","No","Yes","No","Yes","No","Yes","No",270,0,49,36.7,9.583,"207"
+"177",38.75,"No",1.5,"Female","Yes","Yes","Yes",105.169,23.05,"Yes",0.471932489510737,1,0,3,0,7.5,3,"No","No","Never","Yes","Baccalaureat","No","(3000-inf]","No","No","No","No","No","No","No","Yes","No","No","No","Yes","No",271,0,52,36.2,9.167,"221"
+"178",39.92,"No",0.167,"Female","Yes","Yes","Yes",76.5795,27.66,"No",0.304769540726515,2,0,0,0,9.5,3,"No","No","Active","Yes","Vocational","No","(3000-inf]","No","No","Yes","Yes","No","No","No","No","No","No","No","No","No",272,0,57,36.3,9.8,"256"
+"179",31.75,"No",4,"Female","No","No","Yes",96.6203,22.46,"No",0.471623782808445,1,0,0,1,8,0,"No","No","Never","Yes","PhD","No","(1000-2000]","Yes","Yes","No","No","No","No","No","Yes","Yes","Yes","No","Yes","Yes",273,0,55,36.5,9.333,"257"
+"180",33.17,"No",4.5,"Female","Yes","Yes","No",92.0935,21.1,"Yes",0.203436592299487,1,0,0,1,8,0,"No","No","Ex","Yes","Baccalaureat","No","(3000-inf]","No","No","Yes","No","No","No","No","Yes","No","No","No","Yes","No",274,1,50,36.5,9.833,"257"
+"181",31.25,"Yes",2.25,"Female","Yes","Yes","No",72.8418,23.38,"No",0.284324302161128,1,0,0,3,7,3,"No","No","Ex","Yes","Vocational","Past","(1000-2000]","No","No","Yes","No","No","No","No","Yes","No","Yes","No","Yes","No",276,0,57,36.7,9.333,"263"
+"182",31.67,"No",2.5,"Female","No","Yes","Yes",107.152,21.54,"No",0.0657746040825623,1,3,0,1,6,3,"No","Yes","Never","Yes","Baccalaureat","No","(2000-3000]","No","No","Yes","No","No","No","No","Yes","No","No","No","Yes","No",277,0,53,36.7,9.583,"263"
+"183",33,"Yes",0.25,"Female","No","No","Yes",98.4528,20.86,"No",0.252428565492364,0,0,0,3,7,3,"No","Yes","Active","Yes","Bachelor","No","(1000-2000]","Yes","No","Yes","Yes","Yes","No","No","No","No","Yes","No","No","No",278,2,63,37.3,8.55,"269"
+"184",40,"No",0.5,"Female","Yes","No","No",93.45,23.51,"Yes",0.0765031626471779,1,0,0,0,8,0,"No","No","Never","Yes","Baccalaureat","No","(1000-2000]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","Yes","No",280,0,44,37,9.383,"269"
+"185",37.5,"No",2,"Female","Yes","Yes","Yes",104.723,22.13,"Yes",0.178457992334788,1,3,14,1.262,7.30128333333333,14,"No","Yes","Active","No","Vocational","Past","(1000-2000]","Yes","No","No","No","No","Yes","No","Yes","No","Yes","No","Yes","No",281,10.3333333333333,73,36.4,9.717,"270"
+"186",39.5,"No",0,"Female","No","Yes","No",93.5226,25.14,"Yes",0.161613435687058,2,3,0,1.484,6.5,8,"No","Yes","Active","Yes","PhD","Past","(2000-3000]","Yes","No","Yes","Yes","No","No","No","Yes","No","Yes","No","Yes","No",282,0,55,36.5,9.117,"271"
+"187",37.5,"Yes",0.5,"Female","No","Yes","No",119.089,24.44,"Yes",0.467340144648454,1,3,0,0,8,8,"Yes","Yes","Never","Yes","Bachelor","No","(1000-2000]","No","No","Yes","Yes","No","No","No","Yes","No","Yes","No","Yes","Yes",283,3,65,36.3,9.417,"277"
+"188",35.5,"Yes",14,"Female","No","Yes","Yes",75.6747,25.39,"No",0.321594859713471,1,0,0,0,8,3,"No","Yes","Ex","Yes","Vocational","No","[0-1000]","No","No","No","No","Yes","No","No","No","No","Yes","No","No","No",284,0,45,36.4,9.083,"278"
+"189",30.42,"No",0.5,"Female","Yes","No","Yes",107.987,22.18,"No",0.213151225077173,1,0,0,0,9,0,"No","No","Never","Yes","PhD","No","(3000-inf]","No","No","Yes","No","No","No","No","Yes","No","No","No","No","No",285,0,71,36.9,9.433,"278"
+"190",30.67,"No",0,"Female","Yes","Yes","Yes",112.586,27.68,"No",0.297470184897761,2,0,0,0,10,0,"No","No","Never","No","Vocational","No","(2000-3000]","No","No","Yes","No","No","No","No","Yes","No","Yes","No","Yes","Yes",286,0,46,36.6,9.617,"283"
+"191",32,"No",2,"Female","Yes","Yes","No",98.3728,22.72,"Yes",0.0762071507498174,2,0,0,0,7.5,3,"No","Yes","Never","Yes","Baccalaureat","No","(2000-3000]","No","No","No","No","No","No","No","Yes","No","Yes","No","Yes","No",287,1,70,37.1,9.417,"283"
+"192",36.25,"Yes",1,"Female","Yes","Yes","No",86.7328,31.83,"No",0.101688587045476,2,0,0,1.513,6,3,"No","Yes","Ex","Yes","Vocational","No","(2000-3000]","Yes","No","Yes","Yes","Yes","Yes","No","Yes","No","Yes","No","Yes","No",288,1,64,36,9.55,"284"
+"193",37.92,"No",0,"Female","No","No","Yes",89.2411,20.95,"No",0.288896820609813,0,0,0,3,6.5,3,"No","Yes","Active","Yes","Baccalaureat","Past","(1000-2000]","Yes","No","Yes","Yes","No","No","No","Yes","No","Yes","No","No","No",289,2,61,36.2,9.033,"284"
+"194",39.83,"No",0,"Female","Yes","Yes","No",68.4672,28.19,"No",-0.197881593859462,1,3,3,1,8,3,"No","Yes","Never","Yes","Baccalaureat","No","(2000-3000]","Yes","No","Yes","No","No","Yes","No","Yes","No","Yes","No","Yes","Yes",290,2,55,36.4,8.667,"284"
+"195",30.75,"No",0,"Female","Yes","Yes","Yes",121.454,22.26,"No",0.0865051039598972,0,0,0,1,8,3,"No","No","Never","Yes","Baccalaureat","No","(3000-inf]","No","No","Yes","Yes","No","No","No","Yes","No","Yes","No","Yes","No",291,0,60,36.7,9.8,"285"
+"196",32.33,"Yes",2,"Female","Yes","Yes","Yes",101.836,24.91,"No",-0.309984838316908,2,0,0,1,8,3,"No","No","Active","Yes","Baccalaureat","Past","(3000-inf]","No","No","No","No","No","No","No","Yes","No","No","No","Yes","No",292,0,68,36.3,9.483,"285"
+"197",37.92,"No",3,"Female","Yes","Yes","Yes",100.248,23.87,"No",0.233565880800187,2,0,0,0,8,0,"No","No","Ex","Yes","Baccalaureat","Past","(2000-3000]","Yes","No","Yes","No","No","No","No","Yes","No","No","No","No","No",293,0,62,36.8,9.333,"285"
+"198",30.08,"Yes",3,"Female","No","No","No",82.1252,25.34,"Yes",0.432674842835922,1,3,3,2,7,3,"No","Yes","Never","Yes","Vocational","Current","(1000-2000]","No","No","Yes","No","Yes","No","No","Yes","No","No","No","Yes","No",294,8.33333333333333,64,36,9.817,"290"
+"199",39,"No",1,"Female","Yes","Yes","Yes",93.6514,19.57,"No",-0.162566179157175,0,0,0,0,8,0,"No","No","Never","No","Bachelor","No","(3000-inf]","No","No","Yes","No","No","No","No","Yes","No","Yes","No","No","No",295,0,53,36.1,9.3,"291"
+"200",31.17,"Yes",2,"Female","No","Yes","Yes",105.39,22.76,"Yes",0.343494866344737,0,3,0,3,6,0,"Yes","Yes","Active","Yes","Vocational","Past","(1000-2000]","Yes","No","Yes","No","Yes","Yes","No","Yes","No","Yes","No","Yes","No",296,1,52,36.5,9.317,"298"
+"201",37.42,"No",0,"Female","Yes","Yes","Yes",81.3433,22.77,"No",0.501361305294219,1,0,0,0,8,0,"No","No","Ex","Yes","Bachelor","No","(2000-3000]","Yes","Yes","Yes","Yes","No","No","No","No","No","No","No","Yes","No",297,0,56,37.2,9.883,"299"
+"202",34.83,"No",14,"Female","Yes","Yes","No",96.0257,24.87,"No",-0.311476064968856,2,8,3,2,8,8,"No","Yes","Active","Yes","Vocational","No","(3000-inf]","No","No","Yes","No","No","No","No","Yes","No","Yes","No","No","No",298,3,72,36.9,8.983,"311"
+"203",39.92,"No",3,"Female","No","No","No",91.3955,20.93,"No",-0.28773821801407,0,0,0,1,8.5,0,"No","Yes","Never","Yes","Bachelor","No","(1000-2000]","Yes","No","Yes","No","No","No","No","Yes","No","No","No","Yes","No",299,0,55,36.8,9.05,"318"
+"204",32.58,"Yes",0.667,"Female","Yes","Yes","Yes",85.0405,25.53,"No",0.0669467896306131,1,8,0,1.492,6.5,3,"No","Yes","Ex","No","Baccalaureat","Past","(3000-inf]","No","No","Yes","Yes","No","No","No","Yes","No","Yes","No","Yes","No",300,0,50,36.2,9.417,"318"
+"205",36.58,"Yes",6,"Male","No","No","Yes",78.8621,20.38,"No",0.539787412701729,0,0,0,0,10,3,"No","Yes","Ex","No","UpToPrimary","Current","[0-1000]","Yes","No","Yes","Yes","No","Yes","No","No","No","No","No","No","No",301,10.3333333333333,60,36.3,8.55,"17"
+"206",39.83,"No",1,"Male","No","No","Yes",97.6852,26.7,"No",0.108819763255248,1,0,0,0.728,7,0,"No","No","Never","No","Vocational","Past","(2000-3000]","No","No","No","No","No","Yes","No","No","No","No","No","No","No",304,1,43,36.5,9.6,"17"
+"207",36.83,"Yes",0,"Male","Yes","Yes","No",78.883,19.26,"No",0.0950912479369122,0,0,0,1,8,3,"No","No","Active","Yes","Vocational","No","(2000-3000]","No","No","Yes","No","No","Yes","No","No","No","No","No","No","No",305,0,49,36.1,8.717,"17"
+"208",32.17,"Yes",6,"Male","No","No","Yes",82.3602,24.65,"No",0.490314948372369,2,0,0,0,8,0,"No","No","Never","Yes","PhD","No","(1000-2000]","No","No","No","No","No","No","No","No","No","No","No","No","No",307,0,65,36.3,9.417,"17"
+"209",30.5,"Yes",2.1,"Male","No","Yes","No",81.6715,31.96,"Yes",0.180818905247074,1,8,0,3,7,3,"No","Yes","Active","No","Vocational","Past","[0-1000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",309,1,66,36.5,9.583,"18"
+"210",34.17,"Yes",2.5,"Male","Yes","Yes","Yes",110.989,20.95,"No",0.199894173728306,1,0,0,1,8,3,"No","Yes","Never","Yes","Vocational","Past","(1000-2000]","No","No","No","Yes","No","No","No","No","No","No","No","Yes","Yes",311,0,97,36.6,9.75,"52"
+"211",32.17,"No",4.5,"Male","No","No","Yes",96.0682,20.61,"No",0.375985432783987,0,0,0,1,8,0,"No","No","Never","Yes","Baccalaureat","Current","(1000-2000]","No","No","Yes","Yes","No","No","No","No","No","No","No","No","No",312,0,43,36.7,8.883,"52"
+"212",35,"No",2,"Male","Yes","Yes","Yes",85.3278,25.73,"Yes",0.281081402473529,2,0,0,1,6,0,"No","No","Active","Yes","Bachelor","No","(3000-inf]","No","No","Yes","Yes","No","No","No","No","No","No","No","Yes","No",313,0,47,36.4,9.133,"52"
+"213",31.75,"No",0.75,"Male","No","No","Yes",101.131,24.3,"No",-0.123612645556907,0,0,0,1,8,0,"Yes","Yes","Active","Yes","Bachelor","Past","(1000-2000]","No","No","No","No","No","No","No","No","No","Yes","No","No","No",315,0,62,36,9.183,"52"
+"214",36.5,"No",1,"Male","Yes","Yes","No",91.5988,20.14,"No",0.24216333644316,0,0,3,2,7.5,3,"No","No","Ex","Yes","PhD","No","(3000-inf]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","No",316,2,60,36.6,10.2,"52"
+"215",35.67,"No",6,"Male","Yes","No","No",102.669,27.11,"No",0.314579275971053,1,0,0,1,8,3,"No","Yes","Ex","No","Baccalaureat","Past","(2000-3000]","Yes","No","Yes","Yes","No","Yes","No","No","No","No","No","Yes","No",317,0,51,36,9.35,"52"
+"216",35.92,"No",0,"Male","Yes","No","Yes",100.353,27.75,"No",0.227470271459645,1,0,0,1,8,3,"No","No","Never","Yes","PhD","No","(3000-inf]","Yes","No","No","Yes","No","No","Yes","No","No","No","Yes","No","No",318,0,60,36.3,11.217,"52"
+"217",38.67,"No",7.5,"Male","Yes","Yes","Yes",81.2247,22.22,"No",0.50404946838449,0,0,0,2,7,3,"No","No","Never","Yes","Bachelor","Current","(3000-inf]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","No","No",319,0,73,36.7,9,"53"
+"218",34.5,"Yes",0.25,"Male","Yes","Yes","Yes",72.5283,22.53,"No",0.273001272063738,0,0,0,0,7,3,"No","No","Never","Yes","Bachelor","Past","(2000-3000]","No","No","Yes","No","No","Yes","No","No","No","Yes","No","Yes","No",320,1,69,36.3,9.033,"53"
+"219",34,"No",0,"Male","Yes","Yes","Yes",88.8661,27.73,"No",0.29175645153502,1,0,0,2,7,3,"No","Yes","Ex","No","UpToPrimary","No","(2000-3000]","No","No","Yes","No","Yes","Yes","No","No","No","No","No","No","No",321,3,58,36.4,9.133,"53"
+"220",37.83,"Yes",0,"Male","No","No","No",88.2355,19.07,"No",0.0179518334343764,0,0,0,0,7,0,"No","No","Never","No","Baccalaureat","Past","[0-1000]","Yes","Yes","Yes","No","No","No","No","No","No","No","No","Yes","No",322,0,45,36.3,9.3,"54"
+"221",37.17,"No",0,"Male","Yes","Yes","Yes",83.7331,25.81,"No",-0.0989067727641318,0,0,0,1,7,0,"No","No","Never","Yes","PhD","No","(2000-3000]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","No","No",323,0,72,36.6,9.867,"73"
+"222",35,"No",1,"Male","Yes","Yes","Yes",85.0676,18.62,"No",0.405075442175681,0,0,0,1,7,0,"No","Yes","Never","No","Bachelor","Past","(1000-2000]","Yes","No","Yes","Yes","No","Yes","No","No","No","No","No","Yes","Yes",324,0,65,36.2,8.8,"108"
+"223",31.5,"Yes",0,"Male","Yes","Yes","No",110.83,23.93,"No",0.126252790506131,0,3,0,2,7,0,"Yes","Yes","Ex","Yes","Vocational","Current","(2000-3000]","Yes","No","No","Yes","No","No","No","No","No","Yes","No","Yes","No",327,0,62,36.4,9.267,"109"
+"224",38.83,"No",0.5,"Male","Yes","Yes","Yes",77.6516,24.96,"No",0.230593229232037,0,3,0,1,8,3,"No","No","Never","Yes","Bachelor","Current","(2000-3000]","Yes","No","Yes","No","No","Yes","No","No","No","No","No","Yes","No",329,2,62,36.2,9.017,"137"
+"225",31.33,"Yes",1,"Male","Yes","Yes","No",89.9607,28.34,"No",0.0707181982615568,2,0,0,0,6.5,0,"No","No","Active","Yes","Baccalaureat","No","(3000-inf]","Yes","No","Yes","No","No","No","No","Yes","No","No","No","Yes","Yes",331,0,61,36.2,8.8,"144"
+"226",39.58,"Yes",0,"Male","Yes","Yes","Yes",78.4872,25.74,"No",0.376377327321026,1,0,0,0,8,0,"No","Yes","Never","Yes","Baccalaureat","Current","(1000-2000]","No","No","No","No","No","No","No","No","No","No","No","Yes","No",333,0,72,36.7,9.317,"150"
+"227",31.17,"Yes",7.5,"Male","No","No","Yes",84.2877,25.64,"Yes",0.151068045595163,0,0,0,1,7,3,"No","No","Never","No","Baccalaureat","Past","(1000-2000]","No","No","No","No","No","Yes","Yes","No","No","No","Yes","Yes","No",334,0,53,36.2,9.167,"150"
+"228",38.08,"Yes",6.25,"Male","No","No","Yes",92.4675,22.26,"No",0.284197605661401,0,0,3,1,7,3,"No","No","Never","Yes","Bachelor","No","(1000-2000]","No","Yes","No","Yes","Yes","Yes","No","No","No","No","No","No","No",339,2,50,36.3,9.167,"159"
+"229",35.83,"No",0.167,"Male","Yes","Yes","No",80.912,25.01,"No",-0.230910364115402,1,0,0,1,8,0,"No","No","Never","Yes","Baccalaureat","Past","(3000-inf]","No","Yes","No","No","No","No","No","No","No","Yes","No","Yes","No",340,0,78,36.6,9.05,"164"
+"230",33.33,"Yes",4,"Male","No","Yes","Yes",85.7671,21.22,"No",0.133312772212074,0,0,0,2,8.5,0,"No","No","Ex","No","Vocational","Past","[0-1000]","No","Yes","Yes","No","Yes","No","No","Yes","No","No","No","Yes","No",342,0,48,36,9.233,"165"
+"231",33.25,"Yes",6,"Male","Yes","No","Yes",88.0525,31.05,"No",0.219227400918667,2,14,0,0,6,0,"No","No","Active","No","UpToPrimary","Past","(1000-2000]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","Yes","No",343,0,62,36.3,9.417,"166"
+"232",30.17,"No",4,"Male","Yes","Yes","Yes",43.727,24.93,"No",0.330736922497012,1,3,0,0,8,0,"No","No","Ex","Yes","Baccalaureat","Current","(1000-2000]","No","No","Yes","No","No","No","No","Yes","No","Yes","No","Yes","No",344,0,50,36.2,9.25,"166"
+"233",36,"No",2,"Male","Yes","Yes","Yes",98.0226,21.3,"No",-0.147067051140066,0,0,0,2,8,0,"No","No","Active","Yes","Bachelor","No","(3000-inf]","Yes","No","Yes","No","No","No","No","No","No","No","No","Yes","Yes",345,0,58,36.6,9.533,"171"
+"234",37.08,"No",6,"Male","Yes","No","No",110.441,26.09,"No",0.285486983611797,0,0,0,0,8,0,"No","No","Ex","No","Bachelor","Past","(3000-inf]","No","No","No","No","No","No","No","Yes","No","Yes","No","Yes","No",346,0,50,36.1,9.283,"171"
+"235",38.92,"No",1,"Male","Yes","Yes","Yes",86.2136,24.46,"No",0.423309886683906,0,0,0,1,7,3,"No","No","Never","Yes","Baccalaureat","No","(2000-3000]","Yes","No","Yes","No","No","Yes","No","No","No","No","No","No","No",347,3,52,36.3,8.8,"178"
+"236",38.92,"No",1.5,"Male","Yes","Yes","Yes",90.0815,22.95,"No",0.531029621026882,0,0,0,1,8,0,"No","No","Ex","Yes","Baccalaureat","No","(2000-3000]","No","No","No","No","No","No","No","No","No","No","No","Yes","No",348,0,53,36.2,9.05,"178"
+"237",36.92,"No",1,"Male","Yes","No","Yes",98.1553,23.58,"No",0.379928405829318,0,0,0,2,9,3,"No","Yes","Ex","Yes","Baccalaureat","No","(3000-inf]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","Yes","No",349,2,46,36,9.55,"179"
+"238",38.08,"Yes",0,"Male","No","No","No",84.2757,25.51,"No",0.483142765142603,0,0,3,0,6.5,3,"Yes","Yes","Ex","Yes","Baccalaureat","Past","(1000-2000]","Yes","No","Yes","No","No","Yes","No","No","No","Yes","No","Yes","Yes",352,3,45,36,9.083,"192"
+"239",39,"No",1.5,"Male","Yes","Yes","No",97.549,20.66,"No",0.358950880793861,0,0,0,1,8.5,3,"No","No","Never","Yes","PhD","No","(2000-3000]","Yes","No","No","No","No","No","No","Yes","No","Yes","No","No","No",353,0,53,36.1,8.883,"193"
+"240",38.75,"Yes",0.75,"Male","No","Yes","No",93.2959,30.61,"Yes",0.469414940041841,2,0,0,2,8,0,"No","No","Ex","Yes","Baccalaureat","No","(1000-2000]","No","No","Yes","No","No","No","Yes","No","No","No","No","No","No",354,0,52,36.1,9.883,"201"
+"241",37.92,"Yes",3,"Male","Yes","Yes","No",76.3225,25.05,"No",0.306200229130071,0,0,3,1,8,0,"No","Yes","Ex","No","Baccalaureat","No","(1000-2000]","No","No","Yes","No","No","Yes","No","No","No","No","No","Yes","No",355,2,55,36.3,9.117,"208"
+"242",31.58,"No",0.5,"Male","Yes","No","Yes",98.1211,22.72,"Yes",0.496803591576998,0,0,0,3,6.5,3,"Yes","Yes","Active","No","PhD","No","(3000-inf]","No","No","Yes","Yes","No","No","No","Yes","No","Yes","No","Yes","No",356,2,62,36.2,8.55,"214"
+"243",38,"Yes",1.5,"Male","No","Yes","Yes",68.5361,23.45,"No",0.352066783405307,0,0,0,3,6,3,"No","Yes","Never","Yes","Baccalaureat","No","(2000-3000]","No","No","No","Yes","No","No","No","No","No","Yes","No","Yes","No",357,1,56,36.2,9.417,"214"
+"244",39.42,"No",2,"Male","Yes","Yes","Yes",91.1811,22.47,"No",0.383324477135749,0,0,0,1,7,0,"No","No","Never","Yes","PhD","No","(3000-inf]","No","No","Yes","No","No","No","Yes","Yes","Yes","No","Yes","Yes","No",359,0,59,36,9.05,"220"
+"245",38.83,"Yes",1,"Male","Yes","Yes","Yes",97.716,25.35,"No",0.40469560937311,0,3,0,2,7,0,"No","No","Active","Yes","Bachelor","No","(3000-inf]","Yes","No","Yes","No","No","Yes","Yes","No","No","No","Yes","Yes","No",361,0,67,36.4,8.55,"221"
+"246",35.92,"Yes",3,"Male","No","No","No",78.5163,23.18,"No",0.127275752912666,0,0,0,1,7,3,"No","No","Active","No","Baccalaureat","No","(1000-2000]","No","No","No","No","No","No","No","Yes","No","No","No","Yes","No",362,0,55,36.1,8.8,"221"
+"247",30.25,"No",2,"Male","Yes","Yes","No",100.742,24.3,"No",0.571314959491138,0,0,0,1,6,0,"No","No","Never","Yes","Baccalaureat","Past","(2000-3000]","No","No","No","No","No","No","No","Yes","No","Yes","No","Yes","Yes",363,0,60,36.4,9.55,"221"
+"248",37.33,"No",2,"Male","No","Yes","Yes",94.9646,25.9,"Yes",0.474015440659029,1,0,0,1,7,3,"No","Yes","Active","No","Bachelor","Past","(1000-2000]","No","No","No","No","No","No","No","No","No","No","No","Yes","No",364,3,69,36.1,9.8,"222"
+"249",35.75,"No",2,"Male","Yes","Yes","No",96.6076,22.78,"Yes",0.380469059755333,0,0,0,3,6,0,"No","No","Active","Yes","Vocational","No","(3000-inf]","No","No","Yes","No","No","No","No","Yes","No","Yes","No","No","Yes",367,0,65,36,9.8,"222"
+"250",32.83,"Yes",3,"Male","No","No","Yes",88.1328,25.97,"No",0.533476790211195,0,3,0,2,6,3,"Yes","No","Never","No","PhD","No","(1000-2000]","No","No","No","No","No","No","No","Yes","No","No","No","No","No",368,2,49,36,8.7,"227"
+"251",36,"Yes",0,"Male","No","No","No",85.4433,22.44,"Yes",0.331405654477838,0,0,0,3,7,0,"No","No","Never","Yes","PhD","No","(2000-3000]","No","No","Yes","No","No","No","No","Yes","No","No","No","Yes","No",369,0,55,36.4,9.3,"228"
+"252",39,"No",10,"Male","Yes","Yes","No",82.7215,21.53,"No",0.293223413716878,0,0,0,1,7,0,"No","No","Ex","Yes","Vocational","Current","(3000-inf]","Yes","Yes","Yes","No","No","No","No","Yes","No","No","No","Yes","No",370,0,50,36,9.55,"228"
+"253",35.5,"No",1.5,"Male","No","No","Yes",97.2308,25.14,"Yes",0.189298892732524,0,0,0,1,8.33333333333333,0,"No","No","Never","No","Bachelor","Past","[0-1000]","No","No","Yes","No","No","Yes","No","Yes","No","No","No","Yes","No",371,0,66,36.3,9.8,"228"
+"254",33.33,"No",4,"Male","Yes","Yes","Yes",97.4764,21.91,"No",0.452917989538233,1,0,0,2,8,3,"No","Yes","Never","Yes","PhD","Current","(3000-inf]","Yes","Yes","Yes","Yes","Yes","No","No","No","No","Yes","No","Yes","No",372,0,53,37,9.55,"241"
+"255",34.08,"No",0,"Male","Yes","Yes","No",101.42,22.14,"No",0.37379072060721,0,0,0,1,8,0,"Yes","No","Active","Yes","Baccalaureat","Past","(1000-2000]","No","No","Yes","Yes","No","No","No","No","No","Yes","No","Yes","No",373,0,47,36.2,9.25,"255"
+"256",35.83,"No",3,"Male","No","No","Yes",114.431,31.69,"No",0.246922640613044,4,0,3,1,8,3,"No","Yes","Never","Yes","Bachelor","Past","(1000-2000]","No","No","No","No","Yes","No","No","No","No","Yes","No","No","No",374,0,65,36.6,9.05,"257"
+"257",35.67,"Yes",0,"Male","Yes","Yes","No",95.4103,22.64,"No",0.30205306912156,0,0,0,2,7.5,0,"No","No","Ex","Yes","Baccalaureat","Current","(1000-2000]","Yes","No","Yes","Yes","No","No","Yes","No","Yes","Yes","Yes","Yes","No",375,1,53,36.1,9.8,"257"
+"258",36.75,"No",1.665,"Male","No","No","Yes",117.989,23.56,"No",0.302806253689784,0,8,3,3,6,8,"No","Yes","Ex","Yes","Vocational","No","(1000-2000]","Yes","No","No","No","No","No","No","No","No","Yes","No","No","No",376,6.33333333333333,70,36.4,9.6,"264"
+"259",37.75,"No",2.001,"Male","Yes","Yes","Yes",86.8618,22.98,"Yes",0.270939618287122,1,0,0,1,8.5,3,"No","Yes","Never","No","Vocational","No","(2000-3000]","No","No","Yes","Yes","No","No","No","No","No","No","No","Yes","No",377,1,49,36.8,9.3,"269"
+"260",30.58,"Yes",0,"Male","Yes","Yes","Yes",83.0789,21.26,"No",0.169716179712159,0,0,0,2,8,3,"No","Yes","Active","Yes","Baccalaureat","Current","(1000-2000]","No","No","No","No","No","No","No","No","No","No","No","Yes","No",379,0,51,36.4,9.8,"271"
+"261",30.58,"No",3,"Male","No","Yes","Yes",96.6677,21.38,"Yes",0.305221610332897,0,0,0,1,8,0,"No","No","Never","Yes","Baccalaureat","Current","(1000-2000]","No","No","Yes","No","No","Yes","No","Yes","No","No","No","Yes","No",380,0,55,36.4,8.8,"276"
+"262",36.83,"No",3,"Male","Yes","Yes","Yes",103.884,28.4,"Yes",0.328238964032747,0,0,0,3,7.5,8,"No","Yes","Ex","No","Baccalaureat","Past","(2000-3000]","No","No","No","No","No","No","No","No","No","Yes","No","No","No",381,0,61,36.7,9.3,"277"
+"263",38.17,"No",1,"Male","Yes","Yes","No",82.9306,28.71,"No",0.322219294733919,2,0,0,2,7,0,"No","No","Ex","Yes","Vocational","Past","(2000-3000]","Yes","No","Yes","Yes","No","No","No","Yes","No","Yes","No","No","No",382,0,55,36.1,9.3,"284"
+"264",36.25,"No",1.334,"Male","Yes","Yes","No",74.503,25.79,"No",0.390069547311331,1,0,0,2,7,0,"No","Yes","Never","No","Baccalaureat","Current","(2000-3000]","Yes","No","Yes","Yes","No","No","No","No","No","Yes","No","Yes","Yes",384,0,56,36.3,9.5,"285"
+"265",39.25,"Yes",1,"Male","Yes","Yes","Yes",109.072,22.59,"Yes",-0.119653140146616,2,3,0,1,8,3,"Yes","Yes","Active","No","UpToPrimary","Past","(1000-2000]","Yes","No","Yes","No","No","No","No","No","No","Yes","No","Yes","No",385,3,51,36,9.3,"290"
+"266",33.67,"Yes",0,"Male","No","No","Yes",113.223,29.4,"Yes",0.194779956401781,1,8,0,3,6,3,"No","No","Ex","No","Vocational","Past","[0-1000]","No","No","Yes","No","No","Yes","No","Yes","No","Yes","No","Yes","No",387,1,71,36.8,9.8,"292"
+"267",32,"No",3,"Male","Yes","Yes","No",73.388,21.97,"No",0.089077955220014,1,0,0,0,7,0,"No","No","Never","Yes","Baccalaureat","No","(3000-inf]","No","No","Yes","No","No","No","No","Yes","No","No","No","Yes","No",388,0,45,36.3,8.8,"297"
+"268",33.33,"Yes",0,"Male","Yes","Yes","No",87.531,23.56,"No",0.269047121999698,1,3,3,2,7,3,"Yes","Yes","Active","Yes","PhD","No","[0-1000]","No","No","No","Yes","No","No","No","Yes","No","Yes","No","Yes","No",389,3,54,36.2,9.35,"297"
+"269",30.67,"No",4,"Male","Yes","Yes","Yes",114.903,25.18,"No",0.318391228131907,0,0,0,0,7,0,"No","Yes","Active","Yes","Bachelor","Current","(3000-inf]","Yes","No","Yes","Yes","No","No","No","No","No","Yes","No","Yes","No",390,0,68,36.1,8.567,"298"
+"270",38.33,"Yes",0,"Male","No","Yes","No",106.782,21.29,"No",0.0784105369156287,1,0,0,2,7,0,"No","Yes","Active","Yes","Baccalaureat","No","(1000-2000]","Yes","No","No","Yes","No","No","No","Yes","No","No","No","Yes","No",391,3,52,36.3,9.567,"298"
+"271",33.83,"Yes",1,"Male","No","No","Yes",80.4093,22.46,"No",0.278131649961477,2,0,0,1,8,3,"No","Yes","Active","No","Baccalaureat","Past","[0-1000]","Yes","No","Yes","No","No","No","No","No","No","Yes","No","Yes","No",392,2,71,36.6,9.25,"304"
+"272",36.92,"No",4.5,"Male","Yes","Yes","Yes",85.7473,24.16,"No",0.372823040101582,1,0,0,1,7,3,"No","No","Never","Yes","PhD","No","(1000-2000]","Yes","No","Yes","Yes","No","No","No","No","Yes","Yes","No","Yes","No",393,4.66666666666667,41,36.2,9.117,"304"
+"273",38.67,"No",3,"Male","Yes","Yes","No",109.511,28.08,"Yes",0.18432252306408,2,0,0,0,5.5,0,"No","Yes","Ex","Yes","Vocational","No","(3000-inf]","No","No","Yes","Yes","No","Yes","No","No","No","Yes","No","No","Yes",394,0,75,36,9.45,"305"
+"274",30.75,"No",2,"Male","Yes","Yes","Yes",96.7708,23.3,"No",0.128300012750764,1,3,0,3,6,3,"Yes","Yes","Active","Yes","Baccalaureat","No","(2000-3000]","No","No","Yes","No","No","No","No","Yes","No","Yes","No","No","No",395,3,65,36.2,8.55,"312"
+"275",37.5,"No",0,"Male","Yes","Yes","Yes",71.2919,27.28,"Yes",-0.159348116365358,2,0,0,0,5.5,0,"No","No","Ex","Yes","Vocational","No","(2000-3000]","Yes","No","Yes","Yes","No","No","No","No","No","Yes","No","Yes","No",397,0,51,36,9.833,"313"
+"276",33,"Yes",3,"Male","No","No","Yes",92.7879,23.99,"No",-0.109874990172424,0,0,14,0,7,0,"No","No","Ex","Yes","Bachelor","No","(1000-2000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",398,0,53,36.6,8.567,"318"
+"277",44.42,"No",0.5,"Female","Yes","Yes","No",98.3825,22.1,"Yes",0.263949043048277,0,0,0,0,6,0,"No","No","Ex","Yes","Bachelor","No","(2000-3000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",401,0,74,36.8,8.583,"25"
+"278",42.42,"Yes",3,"Female","No","Yes","Yes",110.974,20.42,"Yes",0.290184393906477,1,0,0,1,7,3,"No","Yes","Never","No","Bachelor","No","[0-1000]","No","No","No","No","No","No","No","No","No","No","No","No","No",402,1,70,37.3,9.333,"25"
+"279",49.08,"No",0,"Female","Yes","No","Yes",96.0635,26.83,"No",0.29465401636163,1,3,0,2,8,3,"No","Yes","Ex","Yes","Vocational","No","(2000-3000]","Yes","Yes","Yes","No","No","No","No","No","No","No","No","Yes","No",403,0,59,36.6,8.567,"26"
+"280",43.42,"No",0,"Female","Yes","Yes","Yes",69.6931,19.92,"Yes",0.194520563911019,1,0,3,2,8,3,"No","No","Never","No","PhD","No","(3000-inf]","No","No","Yes","No","No","No","No","No","No","Yes","No","No","No",405,1,61,36.7,9.233,"26"
+"281",48.5,"No",3,"Female","Yes","Yes","No",108.058,19.91,"No",-0.205290062794066,1,0,3,0,8,0,"No","No","Active","No","Baccalaureat","No","(3000-inf]","Yes","No","No","No","No","No","No","No","No","No","No","No","No",406,3,63,36.8,9.55,"26"
+"282",40.25,"No",9.75,"Female","Yes","Yes","No",91.9938,18.67,"No",0.183812253200643,0,3,0,1,9,3,"No","Yes","Ex","Yes","Vocational","No","(2000-3000]","No","Yes","No","Yes","Yes","No","No","No","No","No","No","No","No",407,3,63,36.9,9.033,"26"
+"283",48.08,"No",2.5,"Female","Yes","Yes","Yes",91.2934,21.07,"No",0.317276127969792,0,0,0,2,8,0,"No","No","Never","No","PhD","No","(3000-inf]","No","Yes","Yes","No","Yes","Yes","No","No","No","No","No","No","No",408,0,51,36.8,9.383,"26"
+"284",42.92,"Yes",1,"Female","No","Yes","Yes",127.454,21.48,"No",0.119303242535473,1,3,0,1,6,3,"No","Yes","Active","No","Vocational","No","[0-1000]","Yes","Yes","Yes","Yes","No","No","No","No","No","Yes","No","Yes","No",409,0,95,36.6,9.683,"26"
+"285",48.5,"No",0.167,"Female","Yes","No","No",111.852,28.98,"Yes",0.184449515944337,1,3,0,3,7,3,"No","Yes","Ex","Yes","Bachelor","No","(3000-inf]","No","Yes","Yes","No","No","No","No","No","No","No","No","No","No",410,3,61,36.4,8.7,"26"
+"286",49.17,"Yes",6,"Female","Yes","Yes","Yes",96.0924,18.92,"Yes",0.265967027264643,0,0,0,2,8,0,"No","No","Never","Yes","PhD","No","(2000-3000]","Yes","No","Yes","No","No","No","No","No","No","Yes","No","Yes","No",411,0,52,36.3,8.55,"74"
+"287",44.25,"No",1.5,"Female","Yes","Yes","Yes",92.127,21.9,"Yes",-0.27647383465793,1,0,0,2,8,0,"No","Yes","Ex","Yes","Vocational","No","(2000-3000]","No","No","Yes","No","No","No","No","No","No","No","Yes","No","Yes",412,0,59,36.4,8.883,"74"
+"288",47.58,"No",2,"Female","No","Yes","Yes",85.2912,31.55,"No",-0.371398822092453,1,0,0,1,8,14,"No","Yes","Never","Yes","Vocational","Current","(1000-2000]","No","No","No","No","No","No","No","No","No","No","No","No","No",413,3,67,36.9,9.217,"74"
+"289",45.5,"No",3,"Female","Yes","Yes","Yes",97.0173,20.07,"No",0.205171361821778,1,0,0,3,8,0,"No","Yes","Never","No","PhD","No","(3000-inf]","Yes","No","Yes","No","No","No","No","No","No","No","No","Yes","No",414,0,77,37.3,9.583,"74"
+"290",48.42,"No",0,"Female","Yes","No","No",100.396,24.24,"No",0.513453713895276,2,0,0,0,7,0,"No","No","Never","Yes","Vocational","Past","(1000-2000]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","No",416,1,56,36.2,8.55,"75"
+"291",43.92,"No",0,"Female","Yes","Yes","Yes",91.175,21.33,"No",0.312017860951569,0,0,0,1,8,0,"No","No","Never","No","Baccalaureat","No","(1000-2000]","Yes","Yes","Yes","Yes","No","No","No","No","No","No","No","No","No",417,0,69,37.1,9.217,"75"
+"292",44.83,"No",1,"Female","Yes","Yes","No",94.8556,20.68,"Yes",-0.0898990963220246,0,0,0,2,9,3,"No","Yes","Ex","Yes","Vocational","No","(3000-inf]","No","No","Yes","No","No","No","No","No","No","Yes","No","Yes","No",418,0,73,36.7,9.267,"75"
+"293",42.5,"No",1.5,"Female","Yes","Yes","No",73.7716,25.46,"Yes",-0.121344554864902,1,0,0,1,7,0,"No","No","Never","Yes","Baccalaureat","Past","(3000-inf]","Yes","No","Yes","No","No","Yes","No","No","No","No","No","Yes","No",419,0,66,36.7,9.583,"75"
+"294",47.33,"Yes",0.167,"Female","No","Yes","No",92.9235,25.39,"No",0.304671899453678,1,0,0,2,8,0,"No","No","Never","Yes","Vocational","Current","(1000-2000]","Yes","No","Yes","No","No","No","No","No","No","No","No","Yes","Yes",421,0,51,36.3,9.117,"82"
+"295",46.17,"No",1.5,"Female","Yes","Yes","Yes",84.735,21.13,"No",0.020994154388199,0,0,0,0,9,0,"No","No","Ex","Yes","Vocational","No","(3000-inf]","No","No","No","No","No","No","No","No","No","No","No","No","No",422,0,56,36.4,8.883,"108"
+"296",42.5,"Yes",1,"Female","Yes","No","Yes",96.2878,20.06,"Yes",0.500740859414851,1,0,0,1,9,3,"No","No","Active","Yes","Vocational","No","(1000-2000]","No","No","No","No","No","No","No","No","No","No","No","No","Yes",423,0,64,36.5,9.517,"109"
+"297",48.08,"Yes",1,"Female","No","No","No",78.0401,20.93,"No",-0.158046756362039,0,0,0,0,8,0,"No","No","Ex","Yes","Vocational","No","(1000-2000]","Yes","Yes","Yes","Yes","No","No","No","No","No","No","No","Yes","Yes",424,4.66666666666667,63,36.2,8.767,"110"
+"298",44.25,"No",2,"Female","Yes","No","Yes",102.281,24.09,"Yes",0.586731705393194,1,0,0,2,9,0,"No","No","Never","Yes","Vocational","No","[0-1000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",425,0,65,36.4,9.55,"111"
+"299",41.42,"No",0,"Female","Yes","Yes","No",93.9467,23.59,"No",0.208703903125788,1,0,0,1,8,0,"No","No","Never","Yes","Vocational","No","(2000-3000]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","Yes","No",426,0,67,37.1,8.567,"131"
+"300",46.08,"No",3,"Female","Yes","Yes","Yes",107.018,19.13,"No",0.210368931932926,0,0,0,2,8,3,"No","Yes","Ex","Yes","PhD","No","(3000-inf]","No","No","Yes","Yes","No","No","No","No","No","No","No","Yes","Yes",427,1,61,36.5,8.9,"131"
+"301",45.33,"No",1,"Female","Yes","Yes","Yes",110.855,27.43,"No",0.627087997029893,1,0,0,0,7,0,"No","No","Ex","Yes","Vocational","No","(3000-inf]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","No","Yes",428,0,58,36.4,9.067,"136"
+"302",44.83,"No",1,"Female","No","Yes","No",101.106,21.56,"No",0.122478138060643,1,0,0,0,7,0,"No","No","Never","Yes","Baccalaureat","No","(2000-3000]","No","No","Yes","No","No","Yes","No","No","No","No","No","No","No",430,0,76,36.5,8.583,"136"
+"303",47.83,"No",0,"Female","No","No","No",108.526,20.7,"No",-0.0567086043914689,0,0,0,2,7,0,"No","No","Ex","Yes","Bachelor","No","(1000-2000]","No","No","No","No","No","No","No","No","No","No","No","No","No",431,0,52,36.4,8.817,"136"
+"304",46.42,"No",3,"Female","Yes","Yes","Yes",102.16,23.22,"No",-0.398758660152718,1,0,0,1,7,3,"No","No","Never","Yes","Baccalaureat","No","(3000-inf]","Yes","Yes","No","No","No","No","No","No","No","No","No","No","No",432,0,50,36.2,8.933,"136"
+"305",48.08,"Yes",1.5,"Female","Yes","No","No",132.919,23.73,"No",0.0325763513509642,1,0,0,2,8.5,3,"No","No","Never","No","PhD","No","(3000-inf]","Yes","No","Yes","Yes","No","No","No","No","No","Yes","No","No","No",433,1,59,36.4,9.133,"137"
+"306",44.42,"No",3.5,"Female","No","Yes","Yes",87.1657,20.13,"Yes",0.206363349607536,0,0,0,1,8,0,"No","No","Active","Yes","Baccalaureat","No","(1000-2000]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","Yes",434,0,69,36.2,8.683,"137"
+"307",40.67,"No",2,"Female","No","Yes","Yes",103.687,23.22,"No",0.120003518932788,0,0,0,2,8,0,"No","No","Never","Yes","PhD","No","(1000-2000]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","No",435,0,73,36.7,9.283,"137"
+"308",48.5,"No",2,"Female","Yes","Yes","Yes",111.105,25.96,"Yes",-0.0651783210116188,2,0,0,1,9,0,"No","Yes","Never","Yes","Baccalaureat","No","(2000-3000]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","No",436,0,74,36.8,8.55,"138"
+"309",41.67,"No",4.5,"Female","No","No","Yes",95.4712,29.41,"Yes",0.153427274419737,1,0,0,0,8,0,"No","No","Never","Yes","Baccalaureat","No","(1000-2000]","Yes","No","Yes","Yes","No","Yes","No","Yes","No","Yes","No","Yes","Yes",437,0,72,36.7,8.8,"138"
+"310",42.08,"No",3,"Female","Yes","No","Yes",86.6782,20.95,"No",0.187127535450946,0,0,0,1,8,0,"No","No","Never","Yes","PhD","No","(3000-inf]","No","No","Yes","No","No","No","No","Yes","No","No","No","Yes","Yes",438,0,55,36,9.3,"138"
+"311",43,"No",0.666,"Female","Yes","Yes","Yes",94.2426,23.53,"Yes",0.0516066629069418,1,0,3,1,8,3,"No","Yes","Never","Yes","Vocational","No","(2000-3000]","No","Yes","No","No","No","No","No","No","No","No","No","No","No",439,5.66666666666667,69,37.4,9.55,"138"
+"312",46.17,"Yes",0,"Female","No","Yes","No",93.6392,19.97,"Yes",-0.0829295936007884,0,0,0,2,9,3,"No","No","Active","Yes","Vocational","No","(1000-2000]","No","No","No","No","Yes","No","No","No","No","No","No","Yes","No",440,1,55,37,9.433,"144"
+"313",48,"No",1.5,"Female","Yes","Yes","No",106.436,30.12,"No",0.237649547494574,1,0,0,0,8,3,"No","No","Never","Yes","Baccalaureat","No","(3000-inf]","No","No","Yes","Yes","Yes","No","No","Yes","No","No","No","No","No",441,0,52,36.3,9.517,"144"
+"314",47.33,"No",0,"Female","Yes","Yes","Yes",93.9618,19.06,"Yes",0.188906522521846,0,0,0,0,8,0,"No","No","Never","Yes","UpToPrimary","No","(2000-3000]","No","No","No","No","No","No","No","No","No","No","No","Yes","No",443,0,74,36.7,8.8,"150"
+"315",42.5,"Yes",0.666,"Female","Yes","No","Yes",95.4551,20.17,"Yes",0.0456138984013564,0,0,0,0,7,0,"No","No","Active","No","Vocational","No","(3000-inf]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","No",444,0,68,36.2,9.8,"150"
+"316",45.58,"No",5.332,"Female","Yes","No","Yes",78.1995,24.74,"No",-0.252903927846788,1,0,3,1,5,0,"No","No","Never","Yes","Bachelor","No","(3000-inf]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","No",445,0,65,36.9,8.95,"150"
+"317",44.5,"No",0,"Female","Yes","Yes","Yes",91.6597,22.95,"No",0.51448549268141,1,0,0,1,7,0,"No","No","Never","Yes","Baccalaureat","No","(3000-inf]","No","No","No","No","No","No","No","Yes","No","No","Yes","No","Yes",446,0,64,36.5,8.55,"151"
+"318",43.75,"No",2.5,"Female","Yes","Yes","No",92.5966,25.07,"No",0.474284572643031,2,0,0,1,7,3,"No","Yes","Active","Yes","Bachelor","Past","(3000-inf]","No","No","Yes","No","No","No","No","Yes","No","No","Yes","Yes","Yes",447,1,69,37.1,9.55,"151"
+"319",44.42,"No",0,"Female","Yes","Yes","Yes",82.7065,26.77,"No",0.311505527217727,0,0,0,1,7,0,"No","Yes","Never","Yes","PhD","No","(3000-inf]","Yes","No","Yes","Yes","No","No","No","No","Yes","Yes","No","Yes","No",448,0,55,37.1,9.317,"151"
+"320",45.08,"No",3,"Female","No","No","No",85.7001,21.41,"No",0.561874356973248,0,0,0,1,6,0,"No","No","Never","Yes","PhD","No","(1000-2000]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","Yes","No",449,0,66,37.2,9.05,"152"
+"321",46.33,"Yes",4,"Female","Yes","Yes","Yes",85.1165,23.63,"No",0.174413055822894,1,3,0,3,7,3,"No","Yes","Ex","No","Bachelor","No","(2000-3000]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","Yes",450,0,58,36.6,9.683,"157"
+"322",49.5,"No",0,"Female","No","No","Yes",96.3272,22.76,"Yes",-0.233980669264646,1,0,3,3,7,3,"No","Yes","Ex","Yes","Baccalaureat","No","(1000-2000]","Yes","No","No","No","No","No","No","No","No","No","No","No","No",451,2,57,36.7,9.8,"158"
+"323",42.08,"No",1.5,"Female","Yes","Yes","No",92.6879,25.55,"No",0.521008333820513,2,0,3,0,8.5,0,"No","No","Never","Yes","Baccalaureat","No","(3000-inf]","Yes","Yes","No","No","No","No","No","No","No","Yes","No","No","No",452,0,55,36.7,9.183,"158"
+"324",49.92,"Yes",3.5,"Female","Yes","No","No",107.931,23.3,"No",-0.25412547378113,0,0,0,1,8,0,"No","No","Ex","Yes","Vocational","No","(2000-3000]","Yes","No","No","Yes","No","No","No","No","No","Yes","No","Yes","No",453,0,54,36,9.183,"158"
+"325",41.58,"No",1,"Female","Yes","Yes","Yes",85.148,22.86,"No",-0.0377186880742055,2,3,0,1,6,3,"No","No","Active","Yes","Bachelor","No","(3000-inf]","Yes","No","Yes","No","No","No","No","Yes","No","No","No","No","No",454,1,61,36.3,8.717,"158"
+"326",46.08,"Yes",0,"Female","No","Yes","No",108.387,19.33,"No",0.151731913196237,1,3,0,1,8,3,"No","Yes","Active","No","Baccalaureat","No","[0-1000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",455,1,73,36.6,9.05,"159"
+"327",40.5,"No",1,"Female","Yes","Yes","No",62.924,23.53,"No",-0.229087158540276,1,0,14,0,10,3,"No","No","Ex","Yes","UpToPrimary","Current","(3000-inf]","No","No","Yes","Yes","No","No","No","Yes","No","No","No","No","No",456,1,55,36.8,9.8,"159"
+"328",47.08,"Yes",1.5,"Female","Yes","No","No",101.87,27.23,"No",-0.0152734678860167,3,0,0,1,8,3,"No","No","Never","Yes","Vocational","No","(2000-3000]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","No",457,0,57,36,9.567,"164"
+"329",43.25,"No",2,"Female","No","Yes","No",92.8975,21.15,"Yes",0.122433369880028,0,0,0,1,7.5,3,"No","Yes","Never","Yes","PhD","No","(2000-3000]","Yes","No","Yes","Yes","No","Yes","No","Yes","No","No","No","Yes","No",459,0,63,36.3,8.55,"165"
+"330",49.83,"No",1,"Female","Yes","Yes","No",101.123,26.72,"Yes",0.491733468274356,1,0,0,0,8,0,"No","No","Ex","Yes","Vocational","No","(3000-inf]","Yes","No","Yes","No","No","No","No","No","No","No","No","Yes","Yes",460,0,54,36.8,9.067,"166"
+"331",48.67,"No",5.25,"Female","Yes","Yes","No",128.021,26.12,"No",-0.300093006127053,1,0,0,1,9,0,"No","No","Never","Yes","Vocational","No","(2000-3000]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","No",462,0,62,36.7,9.05,"171"
+"332",40.25,"No",3,"Female","Yes","Yes","Yes",66.6326,25.65,"Yes",0.32254231035454,2,0,0,1,8,3,"No","No","Ex","No","Vocational","No","(1000-2000]","No","Yes","Yes","No","No","No","No","No","No","No","No","Yes","No",463,0,56,36.6,9.8,"171"
+"333",47.67,"Yes",0.333,"Female","No","No","Yes",88.6273,20.69,"Yes",0.397260892846551,1,0,0,0,8,0,"No","No","Ex","Yes","Vocational","No","[0-1000]","No","No","Yes","No","No","Yes","No","No","No","No","No","Yes","No",464,0,48,36.3,9.583,"178"
+"334",48.25,"No",0,"Female","No","No","Yes",104.635,25.71,"No",0.424588164227504,2,0,0,0,7.5,0,"No","No","Active","Yes","Baccalaureat","No","(1000-2000]","Yes","Yes","Yes","No","No","Yes","No","No","No","No","No","Yes","No",465,0,54,36.9,9.8,"178"
+"335",40.08,"No",0.5,"Female","Yes","Yes","Yes",77.3856,20.19,"No",0.33330555146436,0,3,3,1.366,7,14,"No","No","Ex","Yes","Vocational","No","[0-1000]","No","No","Yes","Yes","No","Yes","No","Yes","No","No","No","Yes","No",466,0,65,36.5,9.8,"179"
+"336",47.75,"Yes",0,"Female","No","Yes","Yes",76.6988,21.77,"Yes",0.193302937686057,0,0,0,1,7,3,"No","No","Active","Yes","Vocational","No","(1000-2000]","Yes","No","Yes","Yes","No","Yes","No","No","No","Yes","No","Yes","No",467,0,65,36.5,9.6,"185"
+"337",47.33,"Yes",0.666,"Female","No","No","No",96.0505,24.24,"Yes",0.315686993504941,1,0,0,0,7.5,3,"No","Yes","Active","Yes","Bachelor","No","(1000-2000]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","No",468,2,54,36.4,8.9,"187"
+"338",44.33,"Yes",4,"Female","No","Yes","No",93.8662,23.62,"No",0.412693581675919,1,0,0,1,7,0,"No","No","Active","Yes","Vocational","No","(1000-2000]","Yes","No","No","No","No","No","No","Yes","No","No","No","Yes","No",469,0,60,36.2,8.8,"193"
+"339",46.67,"No",0.5,"Female","No","Yes","Yes",84.7322,23.12,"No",0.476687610667754,1,0,0,1,8,0,"No","Yes","Ex","Yes","Baccalaureat","No","(1000-2000]","Yes","No","No","Yes","No","No","No","No","No","No","No","No","No",470,0,62,36.4,9.217,"206"
+"340",45.92,"No",4,"Female","Yes","Yes","Yes",85.2712,22.2,"No",0.432902112393639,0,0,0,0,7,0,"No","No","Never","Yes","Bachelor","No","(3000-inf]","Yes","Yes","Yes","No","No","No","No","Yes","No","No","Yes","Yes","No",471,0,62,36.6,9.4,"206"
+"341",41.42,"No",2,"Female","Yes","Yes","Yes",78.3365,27.77,"Yes",0.516460160763146,1,0,0,0,8,0,"No","No","Never","Yes","Vocational","Current","(1000-2000]","No","No","No","No","No","No","No","Yes","Yes","No","No","Yes","Yes",472,0,55,36.9,9.067,"207"
+"342",48,"No",2,"Female","No","Yes","Yes",100.39,21.96,"Yes",0.570025314687165,1,0,0,3,6.5,3,"No","No","Never","Yes","PhD","No","(1000-2000]","No","No","Yes","No","No","No","No","No","No","Yes","No","Yes","Yes",473,2,43,36.4,9.783,"208"
+"343",40.83,"No",0.5,"Female","Yes","Yes","Yes",103.85,19.03,"No",0.298942037402316,0,0,0,0,8,0,"No","No","Active","Yes","Bachelor","No","(3000-inf]","Yes","Yes","Yes","Yes","No","No","No","Yes","No","No","No","Yes","Yes",474,0,65,36.5,9.1,"220"
+"344",40.58,"No",4,"Female","No","No","No",136.358,19.47,"Yes",0.416093489112537,0,3,0,2,8,3,"No","Yes","Never","Yes","PhD","No","[0-1000]","Yes","No","Yes","No","Yes","No","No","No","No","No","No","Yes","No",475,0,49,36.8,8.883,"221"
+"345",47,"Yes",3,"Female","Yes","Yes","Yes",84.9024,22.32,"No",0.139894036554662,0,0,0,0,8,0,"No","No","Ex","Yes","Vocational","No","(2000-3000]","Yes","Yes","Yes","No","No","No","No","No","No","Yes","No","Yes","No",476,0,54,36.1,9.25,"227"
+"346",43.17,"No",6,"Female","Yes","No","Yes",88.3462,30.86,"Yes",0.357083413242876,1,0,0,0,9,0,"No","No","Never","No","Baccalaureat","Past","(1000-2000]","Yes","No","Yes","No","No","No","No","Yes","No","No","No","Yes","No",477,0,57,36.7,9.4,"228"
+"347",47.67,"Yes",3.5,"Female","No","No","No",102.164,27.47,"No",0.46562301560373,2,0,0,2,7,3,"No","No","Active","No","Bachelor","Past","(1000-2000]","No","No","Yes","No","No","No","No","Yes","No","No","No","No","No",478,2,70,36.6,9.517,"228"
+"348",42.5,"No",0,"Female","Yes","Yes","Yes",99.8165,27.88,"No",0.278539925926672,2,0,0,1,6,3,"No","No","Never","Yes","PhD","No","(2000-3000]","No","No","No","No","No","Yes","No","No","No","No","No","Yes","No",479,0,74,36.6,9.05,"229"
+"349",41.5,"No",2,"Female","Yes","Yes","Yes",76.4519,20.93,"No",0.226371008957835,0,0,0,0,8,0,"No","No","Never","No","Baccalaureat","No","(1000-2000]","No","Yes","Yes","No","No","No","No","Yes","No","Yes","No","Yes","No",480,0,65,37,9.083,"241"
+"350",47.67,"No",2,"Female","Yes","Yes","No",81.7741,21.33,"No",0.0654366026695902,0,0,0,1,7.64151666666667,0,"No","No","Never","Yes","Vocational","No","(3000-inf]","Yes","Yes","Yes","Yes","No","Yes","No","No","No","Yes","No","Yes","No",481,0,72,37,9.5,"248"
+"351",47.58,"No",4,"Female","Yes","Yes","Yes",88.085,21.21,"Yes",0.198502926928464,1,0,0,1,8,0,"No","No","Never","Yes","PhD","No","(3000-inf]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","Yes",482,0,49,36.6,9.133,"255"
+"352",41.67,"No",2,"Female","No","No","Yes",75.4135,20.43,"No",0.288209841947271,0,0,0,0,7.5,0,"No","No","Never","Yes","Vocational","No","[0-1000]","No","No","Yes","Yes","No","No","No","No","No","No","No","Yes","No",484,0,70,37.2,9.3,"257"
+"353",48.67,"Yes",1,"Female","Yes","No","No",90.4046,25.35,"No",-0.0744026720102051,1,3,0,1,8.5,3,"No","No","Ex","Yes","Baccalaureat","No","(1000-2000]","No","No","No","No","Yes","No","No","No","No","No","No","Yes","No",485,0,55,36.3,8.967,"290"
+"354",47.83,"No",1,"Female","No","No","No",95.4982,31.86,"No",-0.0121816578658672,1,3,0,1,7,3,"No","No","Ex","Yes","Vocational","No","(1000-2000]","Yes","No","Yes","No","No","Yes","No","No","No","Yes","No","Yes","Yes",486,0,56,36,9.8,"291"
+"355",42.42,"No",0,"Female","Yes","Yes","Yes",87.0904,22.83,"No",-0.321849839601555,1,0,0,0,7,0,"No","Yes","Ex","Yes","Vocational","No","(1000-2000]","No","No","Yes","No","No","Yes","No","No","No","No","No","Yes","No",488,0,55,36.8,9.583,"292"
+"356",40.5,"No",2,"Female","Yes","Yes","No",72.7935,20.2,"No",0.455654657897256,1,0,0,1,8,0,"No","Yes","Never","Yes","Vocational","No","(2000-3000]","No","No","Yes","Yes","No","No","No","Yes","No","No","No","Yes","No",489,0,38,36.4,9.8,"297"
+"357",42.83,"No",1.5,"Female","No","No","Yes",108.128,20.44,"No",0.344089383182142,0,3,0,2,7,3,"No","Yes","Never","Yes","Vocational","No","(1000-2000]","Yes","No","Yes","No","No","Yes","No","Yes","Yes","Yes","Yes","Yes","No",490,1,47,36.4,8.9,"297"
+"358",43.08,"No",3,"Female","Yes","Yes","Yes",80.5147,24.69,"No",0.165490580299794,0,0,0,0,6.5,0,"No","No","Never","Yes","Vocational","No","(2000-3000]","Yes","No","No","No","No","Yes","No","No","No","No","No","Yes","No",492,0,47,36.5,9.3,"297"
+"359",43.42,"Yes",1.5,"Female","No","Yes","Yes",101.278,21.48,"Yes",0.397677515776828,0,0,0,0,8,3,"No","No","Active","Yes","Bachelor","No","(1000-2000]","Yes","No","No","No","No","No","No","No","No","No","No","No","No",495,2,58,36.5,8.883,"304"
+"360",44.83,"No",0,"Female","Yes","Yes","Yes",78.1967,20.02,"No",0.365533226255793,0,0,0,1,9,3,"No","Yes","Never","Yes","Vocational","No","(3000-inf]","Yes","No","Yes","Yes","No","No","No","No","No","Yes","No","Yes","No",496,0,54,36.3,9.867,"304"
+"361",47.75,"No",1,"Female","Yes","No","Yes",58.667,20.93,"No",0.425640591356101,1,0,0,2,8,0,"No","No","Ex","Yes","UpToPrimary","No","(3000-inf]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","No",497,0,67,36.8,8.9,"304"
+"362",43.83,"No",49,"Female","Yes","Yes","No",103.672,21.25,"No",0.304194268182335,1,0,0,1,8,0,"No","Yes","Never","Yes","Vocational","Past","(2000-3000]","Yes","No","No","No","No","No","No","No","No","No","No","Yes","No",498,0,65,36.4,8.967,"305"
+"363",45.75,"No",6,"Female","No","Yes","No",105.646,22.86,"No",0.769840511809315,1,0,0,0,7,3,"No","No","Ex","Yes","Vocational","No","(1000-2000]","No","No","Yes","Yes","No","Yes","No","No","No","No","No","No","Yes",499,0,64,36.7,9.333,"319"
+"364",48.83,"Yes",0,"Female","No","Yes","Yes",107.19,25.28,"Yes",-0.249688279363944,1,0,0,1,7,0,"No","No","Ex","Yes","Baccalaureat","No","(1000-2000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",500,0,59,36.4,8.833,"319"
+"365",46.75,"No",0.5,"Male","Yes","No","Yes",94.0426,23.18,"No",0.384490835241168,0,0,0,2,7,3,"No","Yes","Never","No","Baccalaureat","No","(2000-3000]","Yes","No","No","No","No","No","No","No","No","No","No","No","No",501,4.66666666666667,64,36.4,8.567,"24"
+"366",48.42,"No",2.967863,"Male","Yes","Yes","Yes",103.223,25.94,"No",0.348924479711557,0,0,0,0,7,0,"No","Yes","Never","Yes","Bachelor","No","(2000-3000]","Yes","No","Yes","No","No","Yes","No","No","No","No","No","No","No",502,0,58,36.2,8.917,"24"
+"367",44.17,"No",3,"Male","Yes","Yes","Yes",94.8686,23.24,"Yes",0.152754399169591,0,0,0,0,6,0,"No","No","Never","Yes","Vocational","Current","(3000-inf]","Yes","Yes","Yes","Yes","No","Yes","No","No","No","No","No","Yes","No",505,0,56,36.2,8.467,"24"
+"368",43.33,"No",3,"Male","Yes","Yes","No",84.8827,21.06,"No",0.626437041452789,0,0,0,1,7,0,"No","No","Ex","Yes","Bachelor","No","(3000-inf]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","No",506,0,56,36,8.583,"24"
+"369",44.83,"No",6,"Male","Yes","No","Yes",89.5019,30.36,"Yes",0.662842497727637,3,0,0,1,8,3,"No","No","Ex","Yes","Vocational","No","(2000-3000]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","No","No",507,0,80,36.4,8.75,"24"
+"370",45.33,"Yes",6,"Male","Yes","Yes","Yes",76.8713,24.67,"No",0.290184393906477,0,0,0,1,7,0,"No","No","Ex","No","Vocational","Past","(1000-2000]","Yes","No","Yes","Yes","No","Yes","No","No","No","No","No","No","No",508,0,63,36.3,8.883,"24"
+"371",46.17,"No",1,"Male","No","No","Yes",86.5028,25.71,"No",0.162240147158451,1,0,0,1,7,0,"Yes","Yes","Active","Yes","PhD","No","(3000-inf]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","No","No",509,0,72,36.9,9.45,"24"
+"372",44,"No",6,"Male","No","No","Yes",86.2144,28.73,"No",0.291181626220425,3,3,8,3,8,3,"No","No","Never","No","PhD","No","(2000-3000]","No","No","No","No","No","No","No","No","No","No","No","No","No",510,1,45,36.1,9.75,"24"
+"373",45.42,"No",4,"Male","Yes","Yes","Yes",89.4895,27.77,"Yes",0.515909467413169,1,0,0,1,8,3,"No","Yes","Never","Yes","PhD","No","(3000-inf]","No","No","Yes","No","Yes","Yes","No","No","No","No","No","No","No",513,0,49,36.4,9.583,"25"
+"374",48.58,"No",1,"Male","Yes","Yes","Yes",85.4486,26.47,"No",0.406930627715404,1,0,3,0,7,3,"No","Yes","Active","No","Baccalaureat","Past","(2000-3000]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","No","Yes",514,0,50,36.2,8.55,"67"
+"375",48.08,"No",1,"Male","Yes","Yes","Yes",106.263,23.4,"No",0.171014858497944,0,0,0,0,8,0,"No","No","Never","Yes","Vocational","No","(3000-inf]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","Yes",515,0,46,36.3,8.55,"73"
+"376",41.92,"No",4.5,"Male","Yes","Yes","No",92.3415,28.69,"Yes",0.19046020667305,3,0,0,0,7,0,"No","No","Ex","Yes","PhD","Past","(3000-inf]","No","No","Yes","Yes","No","Yes","No","No","No","No","No","Yes","No",516,0,43,36.4,8.883,"73"
+"377",43.92,"No",0,"Male","Yes","No","No",85.5062,25.3,"Yes",0.120935994154626,1,0,0,1,8,3,"No","No","Never","Yes","Baccalaureat","Past","(3000-inf]","Yes","Yes","Yes","Yes","No","No","No","No","Yes","Yes","Yes","Yes","Yes",517,0,57,36.3,9.217,"73"
+"378",45.5,"No",0,"Male","Yes","Yes","Yes",82.0191,21.29,"No",0.39650326766784,1,0,0,2,8,0,"No","No","Never","Yes","Vocational","Current","(3000-inf]","No","No","No","Yes","No","No","No","No","No","No","No","Yes","Yes",518,0,57,36.1,9.567,"73"
+"379",45.58,"No",0,"Male","No","Yes","No",119.504,23.24,"Yes",0.423471344815924,0,0,0,1.201,6,3,"No","Yes","Active","Yes","Vocational","No","(2000-3000]","Yes","Yes","Yes","Yes","No","No","No","No","No","No","No","Yes","No",520,0,56,36.6,9.467,"73"
+"380",46.5,"No",1,"Male","Yes","Yes","Yes",72.9082,26.19,"No",-0.0988693528800086,0,0,0,0,9,0,"No","No","Active","Yes","PhD","No","(3000-inf]","Yes","No","Yes","Yes","No","Yes","No","No","No","No","No","Yes","No",522,0,54,36.4,9.167,"73"
+"381",45.58,"No",3,"Male","Yes","Yes","No",114.478,25.72,"No",0.338467530453407,2,0,0,0,6,3,"No","No","Active","Yes","PhD","No","(3000-inf]","No","No","Yes","No","No","Yes","No","No","No","No","No","No","No",524,0,66,36.1,9.6,"74"
+"382",40.5,"No",3,"Male","Yes","Yes","No",97.3337,22.89,"Yes",0.319576054744993,0,0,0,1,7,0,"No","No","Ex","Yes","Vocational","No","(2000-3000]","No","No","Yes","Yes","No","No","No","No","No","No","No","Yes","Yes",526,0,52,36.3,9.133,"74"
+"383",44.25,"Yes",6,"Male","No","Yes","Yes",89.2713,24.53,"No",0.250863386198251,0,0,0,1,6,3,"No","Yes","Never","Yes","Bachelor","No","(2000-3000]","Yes","No","Yes","Yes","No","No","No","No","No","Yes","No","Yes","No",528,0,55,36.1,8.55,"108"
+"384",40.17,"No",0,"Male","No","No","Yes",103.695,21.79,"No",-0.0925452076056063,2,0,0,1,8,3,"No","No","Never","No","PhD","No","(1000-2000]","No","No","No","No","No","No","No","No","No","No","No","Yes","No",529,0,70,36.7,8.533,"110"
+"385",45.25,"No",2,"Male","Yes","No","Yes",92.4112,27.13,"Yes",0.344412123063843,2,0,0,1,7,3,"No","No","Ex","Yes","Vocational","No","(2000-3000]","No","No","Yes","No","No","Yes","No","No","No","Yes","No","No","No",531,0,67,36.1,9.15,"111"
+"386",44.92,"No",0,"Male","Yes","Yes","No",86.4462,21.87,"No",-0.00180205437768037,0,0,0,0,7,0,"No","Yes","Active","No","Vocational","Past","[0-1000]","Yes","No","No","Yes","No","No","No","No","No","No","No","No","No",532,0,54,36.6,9.617,"131"
+"387",48.17,"No",0,"Male","Yes","Yes","Yes",104.413,24.09,"No",0.232033676595344,1,0,0,0,8.5,0,"No","No","Never","Yes","Vocational","Past","(1000-2000]","No","No","No","No","Yes","Yes","No","No","No","No","No","No","Yes",533,0,59,36.4,8.8,"136"
+"388",40.67,"Yes",3,"Male","Yes","Yes","Yes",97.9878,22.98,"No",0.397776401782966,0,0,0,0,8,0,"No","No","Never","Yes","Baccalaureat","No","(3000-inf]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","No",535,1,48,36.3,9.4,"138"
+"389",41.58,"Yes",1.5,"Male","No","No","Yes",109.626,21.3,"No",-0.0541315261644486,1,0,0,1,6,0,"No","Yes","Active","Yes","Vocational","No","(1000-2000]","No","No","No","No","No","Yes","No","No","No","No","No","Yes","Yes",536,3,66,36.5,9.3,"143"
+"390",41.33,"Yes",2,"Male","No","No","Yes",106.468,25.28,"No",0.624336386039115,2,0,0,0,8,0,"No","No","Ex","Yes","Vocational","No","(1000-2000]","Yes","No","Yes","No","Yes","No","No","No","No","No","No","No","No",537,0,59,36.5,9.8,"143"
+"391",47.33,"No",0,"Male","Yes","Yes","Yes",96.3585,26.17,"No",0.0867343839380707,1,0,0,0,7,3,"No","No","Ex","Yes","Vocational","Current","(2000-3000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",538,0,55,36.7,9.383,"143"
+"392",49.92,"No",4,"Male","No","No","No",90.0067,22.53,"No",0.328057545966134,0,0,0,1,6,3,"No","No","Never","No","UpToPrimary","Past","[0-1000]","No","No","No","No","No","No","No","No","No","Yes","No","No","No",539,2,82,36.7,9.8,"144"
+"393",47.42,"Yes",2.166,"Male","No","No","Yes",90.7939,26.7,"No",-0.332693003919319,1,0,0,3,6,0,"No","No","Ex","No","Vocational","Past","[0-1000]","No","No","No","No","No","No","No","No","No","No","No","No","No",540,0,57,36.3,9.417,"150"
+"394",44.92,"No",0.333,"Male","Yes","Yes","Yes",104.236,24.89,"Yes",-0.138727021093933,0,3,0,1,8,3,"No","No","Active","Yes","PhD","No","(3000-inf]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","No",541,0,53,36.7,9.8,"152"
+"395",44.33,"No",10.5,"Male","Yes","Yes","Yes",81.4738,25.5,"No",0.527235654347695,0,0,0,1,5,0,"No","Yes","Never","Yes","Vocational","No","(1000-2000]","Yes","Yes","No","No","No","No","No","Yes","No","No","No","Yes","Yes",542,0,55,36,8.55,"157"
+"396",43.08,"No",0.5,"Male","Yes","Yes","No",100.673,18.64,"No",-0.10232747804035,0,0,0,0,8,0,"No","Yes","Active","No","Baccalaureat","No","(1000-2000]","No","Yes","No","No","No","No","No","No","No","Yes","No","No","No",543,0,58,36.5,9.05,"158"
+"397",48.75,"No",3,"Male","Yes","No","No",92.7538,23.83,"Yes",-0.0574432488858698,0,0,0,0,5,0,"No","Yes","Never","No","Baccalaureat","No","(1000-2000]","No","No","No","No","No","Yes","No","No","No","No","No","No","No",544,0,59,36.8,9.517,"159"
+"398",42.83,"No",0.5,"Male","Yes","Yes","Yes",101.931,21.63,"No",0.0619602660106032,2,0,0,1,8,3,"No","No","Ex","Yes","Vocational","No","(1000-2000]","No","No","No","No","No","No","No","Yes","No","No","No","No","No",545,0,62,36.1,8.833,"164"
+"399",48.42,"Yes",4,"Male","Yes","Yes","No",94.4042,20.51,"No",-0.123659517769127,1,0,0,1,8,0,"No","No","Active","Yes","Vocational","No","(1000-2000]","Yes","No","Yes","No","No","Yes","No","No","No","No","No","Yes","No",547,0,76,36,9.5,"165"
+"400",43.5,"Yes",1,"Male","No","No","Yes",67.1555,24.11,"No",-0.12263884871672,1,0,0,1.413,5,3,"No","No","Active","No","UpToPrimary","No","[0-1000]","No","No","No","No","No","No","No","No","No","No","No","No","No",548,1,62,36,9.7,"165"
+"401",42,"No",0.75,"Male","Yes","Yes","Yes",85.3759,23.09,"No",0.243439863193203,1,0,0,0,8,0,"No","No","Never","Yes","UpToPrimary","No","(3000-inf]","Yes","Yes","Yes","No","Yes","No","No","No","No","No","No","Yes","Yes",549,0,63,36.5,9.8,"172"
+"402",49.83,"Yes",0,"Male","Yes","Yes","Yes",73.9113,24.44,"No",0.0818308168684702,1,3,3,0,7,0,"No","Yes","Ex","No","Vocational","Past","(1000-2000]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","No",550,3,65,36.1,9.467,"172"
+"403",44.42,"No",3,"Male","Yes","Yes","No",81.1591,26.95,"No",0.180756121111852,2,0,0,1,8,0,"Yes","No","Ex","No","Baccalaureat","No","(3000-inf]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",551,0,69,36.2,8.95,"173"
+"404",43.08,"No",0,"Male","Yes","Yes","Yes",74.3001,30.05,"Yes",0.144651526977131,2,0,0,1,8,0,"No","No","Never","No","Vocational","Past","(2000-3000]","No","Yes","Yes","No","No","No","No","No","No","Yes","No","Yes","Yes",552,0,65,36.7,9.267,"173"
+"405",47.92,"No",3,"Male","Yes","No","Yes",80.6479,25.28,"Yes",0.136448056990828,1,0,0,1,7,0,"No","No","Never","Yes","Vocational","No","(1000-2000]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","No",553,0,60,36.2,8.55,"178"
+"406",48.58,"Yes",4,"Male","No","No","No",81.5202,24.75,"No",0.540661795658364,3,0,0,0,8,0,"No","No","Active","Yes","Baccalaureat","No","(2000-3000]","No","No","Yes","No","Yes","Yes","No","No","Yes","No","Yes","No","Yes",554,0,68,36.5,9.3,"179"
+"407",42.92,"No",2,"Male","Yes","No","No",86.4508,23.24,"No",0.411813552029502,1,0,0,0,8.5,0,"No","Yes","Never","Yes","PhD","No","(2000-3000]","No","No","No","No","No","No","No","No","No","No","No","No","No",555,0,54,36.4,9.067,"187"
+"408",48.5,"No",0,"Male","Yes","Yes","Yes",67.5983,24.11,"Yes",0.461609088541415,0,3,0,0,6,8,"No","No","Never","Yes","Vocational","Past","(1000-2000]","Yes","No","Yes","No","No","No","No","No","No","No","No","Yes","No",556,0,54,36.5,9.35,"187"
+"409",41.75,"No",0.666,"Male","No","No","Yes",98.2291,28.4,"No",0.393368445597554,4,0,0,1,7,3,"No","No","Never","Yes","Bachelor","No","(1000-2000]","No","No","Yes","Yes","Yes","No","Yes","No","No","No","Yes","Yes","No",557,0,56,36,9.333,"192"
+"410",48.5,"Yes",2,"Male","No","No","Yes",103.464,27.75,"No",0.194604974585482,1,0,0,0,7,0,"No","No","Never","Yes","UpToPrimary","No","(1000-2000]","No","No","No","No","No","No","No","No","No","No","No","No","No",558,0,55,36.3,9.8,"201"
+"411",49,"Yes",3.5,"Male","Yes","Yes","Yes",78.5321,24.91,"No",0.318671458476586,2,0,0,1.394,5,3,"No","No","Never","No","Vocational","No","(2000-3000]","Yes","No","Yes","No","No","No","No","No","No","Yes","No","No","Yes",559,2,55,36.4,8.717,"201"
+"412",43.08,"No",4.5,"Male","Yes","Yes","Yes",77.3939,21.5,"No",0.419748049094538,0,0,0,1,7,0,"No","No","Never","Yes","PhD","No","(3000-inf]","No","No","Yes","No","No","Yes","No","No","No","No","No","No","No",560,0,45,36.1,9.55,"206"
+"413",41.25,"No",0.666,"Male","Yes","Yes","No",81.6276,31.48,"No",0.256081785617885,1,0,0,0,10,0,"No","No","Ex","Yes","Vocational","No","(2000-3000]","No","No","No","No","No","No","No","Yes","No","No","No","No","No",563,0,50,36.5,8.8,"215"
+"414",47,"No",2,"Male","No","Yes","No",82.6234,26.88,"No",0.494474929258416,1,0,0,0,7,0,"No","No","Never","Yes","Vocational","No","(2000-3000]","Yes","No","Yes","No","No","Yes","No","Yes","Yes","Yes","Yes","Yes","Yes",564,0,47,36.3,9.333,"215"
+"415",40.67,"No",2,"Male","Yes","Yes","No",72.0315,22.98,"No",0.593381702022547,0,0,0,0,6,0,"No","No","Never","Yes","Bachelor","Current","(3000-inf]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","Yes",565,0,47,36.9,9.367,"215"
+"416",41.5,"No",4,"Male","Yes","Yes","No",100.782,26.19,"No",0.181267655043598,1,0,0,3,7,8,"No","No","Active","Yes","Baccalaureat","No","(2000-3000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",566,0,54,36.3,9.8,"220"
+"417",49.58,"No",2,"Male","Yes","Yes","Yes",106.181,25.97,"No",0.325107910809244,1,0,0,0,9,0,"No","No","Active","Yes","Vocational","Current","(2000-3000]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","No","No",567,0,74,36.3,9.117,"222"
+"418",43.92,"No",2,"Male","Yes","Yes","No",90.2273,26.44,"No",0.337613377832182,0,0,0,3,6,0,"No","No","Ex","Yes","Baccalaureat","No","(3000-inf]","Yes","Yes","Yes","Yes","No","Yes","No","No","No","No","Yes","Yes","No",568,0,57,36.1,9.467,"222"
+"419",43.42,"No",3,"Male","Yes","Yes","No",74.9498,23.22,"No",0.317229336798735,1,0,0,0,8,0,"No","No","Never","Yes","Vocational","No","(3000-inf]","No","No","No","No","No","No","Yes","Yes","Yes","No","Yes","Yes","No",570,0,47,36.5,9.05,"227"
+"420",48.92,"Yes",10,"Male","Yes","Yes","Yes",97.3772,24.16,"No",0.400613864271817,1,0,0,1,6.5,0,"No","No","Ex","Yes","Baccalaureat","No","(2000-3000]","No","No","No","No","No","No","No","No","No","No","No","No","No",571,0,66,36.6,9.3,"227"
+"421",49.58,"Yes",10,"Male","Yes","Yes","Yes",97.3301,25,"No",0.286875512904308,1,0,0,0,7.20446666666667,0,"No","No","Ex","Yes","Vocational","Current","(2000-3000]","Yes","Yes","Yes","No","No","Yes","No","No","No","Yes","No","Yes","No",572,0,71,36.4,9.45,"227"
+"422",42.92,"No",10,"Male","Yes","Yes","No",84.3686,23.76,"No",0.471584357642874,0,0,0,0,7.5,0,"No","No","Never","Yes","Bachelor","No","(3000-inf]","No","No","Yes","Yes","No","No","Yes","No","No","No","No","No","No",573,0,46,36.1,8.8,"228"
+"423",49.17,"No",0,"Male","Yes","Yes","Yes",67.3899,23.59,"No",0.195408178807472,2,0,0,2,7,0,"No","No","Active","Yes","PhD","No","(2000-3000]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","No",575,0,55,36.3,8.683,"229"
+"424",41.5,"No",3,"Male","Yes","Yes","Yes",88.1675,22.79,"Yes",0.215140733884874,0,0,0,1,7,0,"No","No","Ex","Yes","PhD","No","(3000-inf]","No","No","Yes","Yes","Yes","No","No","No","No","No","Yes","No","No",576,0,50,36.2,8.55,"241"
+"425",41.92,"Yes",3,"Male","No","No","Yes",91.8261,26.77,"No",0.250739118617098,0,0,0,1,7,0,"No","No","Ex","Yes","Vocational","Current","(1000-2000]","No","No","Yes","No","No","Yes","No","No","No","No","No","No","No",577,0,55,36.3,8.8,"241"
+"426",44.17,"Yes",0,"Male","No","No","Yes",86.6058,22.99,"No",0.291177902510027,1,0,0,1,6.5,3,"No","No","Active","Yes","Vocational","Current","(1000-2000]","Yes","No","Yes","No","No","Yes","No","No","No","No","No","No","No",578,0,62,36,9.05,"241"
+"427",40.58,"No",2,"Male","Yes","Yes","Yes",92.3762585,26.06,"No",0.185989375098212,2,0,0,1,8,0,"No","No","Never","Yes","Baccalaureat","No","(1000-2000]","Yes","No","No","No","No","No","No","No","No","Yes","No","No","Yes",579,0,70,36.1,9.317,"241"
+"428",43.83,"No",3.5,"Male","Yes","Yes","Yes",83.7601,22.54,"Yes",0.0818787359738557,1,0,0,0,8.5,0,"No","No","Ex","Yes","Baccalaureat","No","(2000-3000]","No","No","No","No","Yes","No","No","No","Yes","No","Yes","Yes","Yes",580,0,49,36.2,9.817,"241"
+"429",42.75,"Yes",1.5,"Male","Yes","Yes","No",100.92,23.45,"Yes",0.401658167650676,1,0,0,0,7.5,0,"No","No","Ex","Yes","UpToPrimary","No","(3000-inf]","Yes","No","Yes","Yes","No","No","No","No","No","Yes","No","Yes","Yes",581,0,44,36.5,8.8,"248"
+"430",49.08,"No",0,"Male","Yes","Yes","Yes",98.2394,21.84,"Yes",0.453489805923544,0,0,0,0,6,0,"No","No","Ex","Yes","Bachelor","Current","(3000-inf]","No","No","Yes","No","No","Yes","No","No","No","Yes","No","No","No",582,0,70,36.3,9.05,"248"
+"431",45.5,"No",0,"Male","Yes","Yes","Yes",70.6028,30.48,"Yes",0.262428909781909,2,0,0,0,7,0,"No","Yes","Never","Yes","Vocational","Past","(1000-2000]","Yes","No","Yes","No","No","Yes","No","Yes","Yes","No","No","Yes","Yes",583,1,60,36.4,8.917,"248"
+"432",46.75,"Yes",2,"Male","No","No","No",108.764,22.75,"No",0.306274674604092,0,0,0,1,7,0,"No","No","Never","Yes","Baccalaureat","Current","(1000-2000]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","No",584,0,40,36.2,8.55,"255"
+"433",40.33,"Yes",7,"Male","No","Yes","Yes",102.249,23.22,"Yes",0.226099626770015,0,0,0,1,6,3,"No","Yes","Active","No","UpToPrimary","No","[0-1000]","No","No","No","Yes","No","No","No","No","No","Yes","No","Yes","No",586,2,50,36.3,9.3,"264"
+"434",44.67,"Yes",4.5,"Male","No","Yes","No",94.9263,23.24,"Yes",0.276311099050919,1,3,0,3,5,3,"No","Yes","Active","No","Vocational","Past","[0-1000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",587,1,73,36.3,9.05,"269"
+"435",49.92,"Yes",0.5,"Male","Yes","Yes","No",98.8051,24.15,"No",0.184740368164194,0,0,0,2,7,0,"No","No","Ex","No","Vocational","No","(1000-2000]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","No",588,0,58,36,8.8,"278"
+"436",42.25,"No",1,"Male","Yes","No","Yes",105.779,22.14,"Yes",0.118014892895708,0,3,0,1,8,8,"No","Yes","Never","Yes","Baccalaureat","Past","(1000-2000]","No","No","No","Yes","No","No","No","No","No","Yes","No","Yes","No",589,1,49,36.4,8.8,"284"
+"437",46.83,"Yes",0,"Male","No","No","Yes",73.2526,29.58,"No",0.126575732447351,2,0,0,1,8,0,"No","No","Ex","Yes","Vocational","No","(1000-2000]","Yes","No","Yes","No","Yes","No","Yes","No","No","No","Yes","Yes","No",590,0,70,36.7,9.55,"292"
+"438",41.83,"No",1,"Male","Yes","Yes","Yes",91.1456,30.79,"No",0.184026586306583,3,0,0,1,6,3,"No","No","Ex","Yes","Bachelor","No","(2000-3000]","Yes","No","Yes","No","Yes","No","No","No","No","Yes","No","No","No",592,0,65,36.5,8.817,"298"
+"439",46.75,"No",18,"Male","No","Yes","Yes",79.6461,20.97,"No",0.465149132639775,0,0,0,0,7,0,"No","No","Never","Yes","Bachelor","No","(2000-3000]","No","No","No","No","No","No","No","Yes","No","No","No","No","No",593,0,39,36,8.95,"298"
+"440",40.33,"No",4.5,"Male","Yes","Yes","Yes",114.53,28.98,"No",0.427115276922107,1,0,0,2,7,3,"No","Yes","Ex","Yes","Vocational","No","(3000-inf]","No","No","Yes","Yes","No","No","No","Yes","No","Yes","No","No","No",594,0,46,36,9.517,"298"
+"441",41.58,"No",1,"Male","Yes","Yes","Yes",93.1329,20.47,"Yes",0.532095922270388,0,0,0,1,7,0,"No","No","Never","No","PhD","No","(3000-inf]","Yes","No","Yes","No","No","No","No","No","Yes","Yes","No","Yes","No",595,0,45,36,8.667,"299"
+"442",47.08,"No",0,"Male","Yes","Yes","No",87.0428,29.72,"No",0.422180059246594,3,0,0,1,10,3,"No","No","Active","Yes","Vocational","No","(1000-2000]","No","No","No","No","No","No","No","No","No","No","No","No","No",597,0,61,36.3,9.333,"305"
+"443",48.33,"No",2,"Male","Yes","Yes","No",107.717,24.28,"No",0.108349785796374,0,0,3,1,7,3,"No","Yes","Ex","Yes","Vocational","No","(3000-inf]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","Yes","No",598,0,53,36.7,9.783,"306"
+"444",40.25,"No",2,"Male","Yes","Yes","Yes",79.2119,27.96,"No",0.40627544742856,3,0,0,3,6,3,"No","No","Ex","Yes","Bachelor","No","(3000-inf]","No","No","Yes","Yes","No","No","No","Yes","No","No","No","No","No",599,0,50,36.5,9.25,"306"
+"445",48.17,"No",4.5,"Male","No","No","Yes",89.1214,26.58,"Yes",0.541907653678207,0,0,0,0,9,3,"No","No","Never","Yes","Baccalaureat","Past","(2000-3000]","Yes","No","Yes","No","No","Yes","No","No","No","No","No","Yes","No",600,0,58,36.3,9.617,"312"
+"446",57.83,"No",2,"Female","Yes","Yes","Yes",101.503,19.36,"Yes",-0.0511525224473813,2,0,0,3,8,0,"No","No","Active","No","Bachelor","No","(2000-3000]","Yes","Yes","Yes","No","No","No","No","No","No","Yes","No","Yes","No",601,0,69,36.7,8.55,"32"
+"447",56.5,"Yes",3,"Female","No","No","Yes",82.4778,27.33,"No",-0.385350881364017,2,0,0,1.266,7,3,"No","Yes","Ex","No","Vocational","No","(1000-2000]","No","No","No","No","Yes","Yes","No","No","No","Yes","No","Yes","No",602,0,65,36.8,9.017,"32"
+"448",55.58,"Yes",0.25,"Female","No","Yes","Yes",105.545,23.87,"No",0.0796722517323771,1,0,0,1,8.5,3,"Yes","Yes","Ex","Yes","PhD","No","(2000-3000]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","No",603,0,52,36.3,9.4,"32"
+"449",58.25,"No",2,"Female","Yes","Yes","No",107.01,30.81,"No",0.45974715865024,1,14,0,0,9.5,0,"No","No","Never","No","Baccalaureat","No","(3000-inf]","No","No","No","No","Yes","No","No","No","No","No","No","No","No",604,0,55,36.6,9.733,"32"
+"450",57.33,"Yes",0,"Female","No","Yes","No",102.689,26.17,"Yes",0.618923237701001,2,0,0,0,7,0,"No","Yes","Never","Yes","UpToPrimary","Current","(1000-2000]","No","No","Yes","Yes","No","No","No","No","No","No","No","No","Yes",605,0,53,36,8.55,"33"
+"451",58.25,"No",6,"Female","Yes","Yes","No",93.4125,27.63,"No",-0.076048359734046,1,0,0,1,8,3,"No","No","Never","No","PhD","No","(1000-2000]","No","No","Yes","No","Yes","No","No","No","No","No","No","No","No",606,0,58,36.4,9,"33"
+"452",51.17,"No",1,"Female","Yes","Yes","No",90.806,20.71,"No",0.156666988532641,0,0,0,1,7.5,0,"No","No","Never","Yes","Bachelor","No","(2000-3000]","No","No","Yes","Yes","No","No","No","No","No","No","No","No","No",607,0,57,36.6,9.333,"33"
+"453",56.83,"No",0,"Female","Yes","Yes","Yes",74.4714,19.6,"Yes",-0.130874516688806,1,3,0,3,7,0,"No","Yes","Never","Yes","Bachelor","Current","(2000-3000]","Yes","Yes","No","Yes","No","Yes","No","No","No","No","No","No","No",609,2,62,36.8,8.733,"33"
+"454",50.58,"No",3,"Female","Yes","Yes","Yes",89.0153,25.09,"Yes",0.19718697026147,1,0,0,1,7,0,"No","No","Ex","Yes","Vocational","No","(3000-inf]","No","No","No","Yes","No","No","No","No","No","Yes","No","No","No",610,0,54,36.3,9.133,"33"
+"455",56.25,"No",0.25,"Female","Yes","Yes","No",90.5236,30.46,"No",0.231372706851609,2,0,0,2,8.5,0,"No","Yes","Never","No","Vocational","No","(2000-3000]","Yes","No","Yes","Yes","No","Yes","No","No","No","No","No","No","Yes",611,0,47,36.9,9.25,"33"
+"456",55.67,"No",1,"Female","No","No","Yes",110.018,18.5,"No",-0.0855156443129794,0,3,3,2,7.5,0,"No","Yes","Active","No","Bachelor","No","[0-1000]","No","No","No","No","No","No","No","No","No","No","No","Yes","No",612,1,68,36.6,9.417,"33"
+"457",53.17,"No",0.5,"Female","No","Yes","No",91.5212,25.47,"No",0.666552327067762,3,0,0,3,6,0,"No","No","Ex","Yes","Vocational","No","(2000-3000]","No","No","Yes","No","No","Yes","No","No","No","No","No","Yes","No",613,0,67,36.1,8.967,"67"
+"458",54.25,"No",3.5,"Female","Yes","No","Yes",84.0812,20.39,"No",-0.0624545036425547,0,0,0,1,7,0,"No","Yes","Ex","No","Vocational","Past","(3000-inf]","Yes","No","No","No","No","No","No","No","No","No","No","Yes","Yes",614,2,72,36.5,8.883,"67"
+"459",52.92,"No",0.167,"Female","No","No","No",104.762,22.54,"Yes",0.177946654842798,0,0,3,3,7,3,"No","Yes","Active","Yes","Baccalaureat","No","(1000-2000]","Yes","Yes","Yes","Yes","No","No","No","No","No","No","No","No","No",615,2,55,36,9.017,"67"
+"460",58.25,"No",0.5,"Female","Yes","No","Yes",89.2695,23.03,"No",0.447442534779779,1,0,0,3,5,0,"No","No","Never","Yes","Vocational","No","(3000-inf]","Yes","No","Yes","No","No","Yes","No","No","No","No","No","No","Yes",616,0,54,36.5,9.033,"68"
+"461",53.83,"No",0,"Female","Yes","Yes","No",105.387,23.91,"Yes",-0.177687931743477,2,0,0,1,9,3,"No","No","Active","Yes","Vocational","No","(3000-inf]","No","No","No","No","No","No","No","No","No","Yes","No","Yes","No",617,0,50,36.2,9.683,"68"
+"462",51.17,"No",2.499,"Female","No","Yes","Yes",84.4383,19.59,"No",-0.203398762758257,1,0,0,1,7,0,"Yes","Yes","Ex","Yes","Baccalaureat","No","(1000-2000]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","No",618,0,62,36.3,9.1,"68"
+"463",54.25,"No",0,"Female","No","No","No",97.5093,19.06,"Yes",-0.0489774829343713,0,0,0,1,7,0,"No","Yes","Never","Yes","UpToPrimary","No","[0-1000]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","No","No",619,0,55,36.4,9.4,"68"
+"464",51.58,"No",2,"Female","Yes","No","No",121.903,19.46,"No",0.43210098124639,1,0,0,1,7.5,0,"No","No","Ex","Yes","Baccalaureat","No","(2000-3000]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","No",620,0,55,36.3,9.4,"68"
+"465",53.08,"No",1.5,"Female","No","Yes","No",104.827,31.61,"No",0.640362893128237,2,0,0,1,7.79393333333333,0,"No","No","Never","Yes","Vocational","No","(1000-2000]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","Yes",621,0,52,36.2,9.55,"68"
+"466",58.67,"No",0,"Female","Yes","No","No",92.8453,20.93,"No",0.23115147394222,0,0,0,1,7,3,"No","No","Ex","Yes","Bachelor","No","(2000-3000]","Yes","No","Yes","No","No","Yes","No","No","No","No","No","No","Yes",622,0,56,36.2,9.767,"68"
+"467",57.92,"No",1,"Female","Yes","No","No",87.6723,23.91,"No",-0.250011163992445,1,0,3,3,8,3,"No","Yes","Never","Yes","Vocational","No","(3000-inf]","Yes","No","No","No","No","Yes","No","No","No","Yes","No","Yes","Yes",623,1,65,36.6,8.883,"75"
+"468",52.33,"Yes",2,"Female","No","No","Yes",111.561,26.76,"No",-0.0717857754240779,1,0,3,1,7,3,"No","No","Ex","No","Baccalaureat","No","(1000-2000]","No","No","No","No","No","No","No","No","No","No","No","No","No",624,0,66,36.5,9.55,"75"
+"469",57.75,"No",2.001,"Female","Yes","No","Yes",97.324,30.09,"No",0.375802122806551,2,0,0,1.288,5,0,"No","No","Never","No","UpToPrimary","Past","(2000-3000]","No","No","Yes","No","No","Yes","No","No","Yes","No","No","Yes","Yes",625,0,62,36.5,9.05,"108"
+"470",59,"Yes",6,"Female","No","No","Yes",98.9339,20.66,"Yes",-0.163126281891314,1,0,0,2,8,3,"No","No","Ex","Yes","Bachelor","No","(1000-2000]","Yes","No","No","No","No","Yes","No","No","No","No","No","Yes","No",626,0,49,36.2,8.717,"108"
+"471",55.25,"No",5.25,"Female","Yes","No","No",112.92,21.87,"No",-0.11254183602186,0,3,3,1,6,0,"No","No","Never","Yes","Vocational","Current","[0-1000]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","No",627,2,54,36.3,9.15,"108"
+"472",59.17,"No",2,"Female","Yes","No","No",113.228,24.88,"Yes",-0.230712209947661,1,0,0,0,8,0,"No","No","Never","No","Baccalaureat","No","(2000-3000]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","No",629,0,84,36,9.483,"110"
+"473",54.92,"Yes",2,"Female","No","No","Yes",103.636,26.37,"Yes",-0.132312334477094,1,8,3,1,8,8,"No","Yes","Ex","Yes","UpToPrimary","Current","(1000-2000]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","No","No",630,14,66,36.5,9.05,"111"
+"474",53.33,"No",4,"Female","Yes","No","No",86.6983,27.73,"No",-0.0318696347671585,1,0,0,0,6,0,"No","No","Never","Yes","UpToPrimary","No","(2000-3000]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","No",631,0,59,36,9.3,"111"
+"475",50.92,"Yes",6,"Female","Yes","No","No",90.0037,19.77,"Yes",0.441163315634254,0,0,0,2,8,3,"No","Yes","Never","No","Baccalaureat","No","[0-1000]","No","No","No","Yes","No","No","No","No","No","Yes","No","No","No",632,2,54,37,8.567,"111"
+"476",52.33,"No",0.75,"Female","Yes","Yes","Yes",92.8072,20.7,"No",-0.075421097174318,0,0,0,1,7.5,0,"No","No","Never","Yes","PhD","No","(3000-inf]","No","No","Yes","No","No","No","No","No","No","No","No","No","Yes",634,0,56,36.7,9.25,"131"
+"477",53,"No",2,"Female","No","No","No",81.9213,31.64,"No",0.313875949994213,1,0,0,1,7.5,0,"No","Yes","Never","Yes","Vocational","No","(1000-2000]","Yes","No","Yes","Yes","No","No","No","No","No","Yes","No","Yes","No",635,0,57,36.6,8.967,"131"
+"478",51,"Yes",3,"Female","Yes","Yes","Yes",89.685,26.12,"Yes",0.322946577196388,1,0,0,2,5,3,"No","Yes","Never","Yes","Bachelor","No","(1000-2000]","No","No","Yes","Yes","No","No","No","No","No","No","No","No","No",636,1,64,36.9,9.25,"131"
+"479",55.75,"No",0.25,"Female","No","Yes","No",93.5194,24.6,"Yes",-0.232334132054632,1,0,0,1,8,0,"No","No","Never","Yes","Bachelor","No","(2000-3000]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","No",637,1,61,36.6,8.55,"137"
+"480",52.67,"Yes",0,"Female","Yes","Yes","No",103.657,22.49,"Yes",0.0658939540073467,1,3,3,1,9,3,"No","Yes","Ex","No","Vocational","No","(1000-2000]","No","No","Yes","Yes","No","Yes","No","No","No","No","No","Yes","No",638,3,59,36.3,8.8,"137"
+"481",52.08,"No",2.668,"Female","Yes","Yes","No",68.3531,24.38,"No",0.0409768933773956,1,0,0,0,7,0,"No","No","Ex","Yes","Baccalaureat","No","(3000-inf]","Yes","No","No","No","No","No","No","No","No","Yes","No","Yes","No",639,0,57,36.4,9.05,"138"
+"482",56,"No",1,"Female","No","No","Yes",119.347,22.94,"Yes",-0.0703122445142615,0,0,0,0,8,0,"No","No","Never","Yes","Baccalaureat","No","(1000-2000]","Yes","Yes","Yes","Yes","No","Yes","No","No","No","No","No","No","No",640,0,68,36.5,8.55,"143"
+"483",59.92,"No",1,"Female","Yes","No","Yes",95.9948,25.39,"Yes",-0.0957686339492472,3,0,0,0,8,0,"No","No","Never","No","UpToPrimary","No","(2000-3000]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","No",642,0,59,36.8,9.15,"144"
+"484",59.42,"No",1,"Female","Yes","No","No",119.871,21.82,"No",0.000847404135985516,0,0,0,3,6.8426,0,"No","No","Never","Yes","UpToPrimary","No","[0-1000]","No","No","No","No","No","Yes","No","No","No","No","No","No","No",643,0,50,36.4,9.55,"145"
+"485",57,"No",1,"Female","No","No","Yes",86.634,21.56,"Yes",-0.318758762624413,0,0,0,1,7,0,"No","No","Never","No","Baccalaureat","No","(1000-2000]","No","No","No","No","No","No","No","No","No","Yes","Yes","Yes","No",644,0,62,36.7,9.8,"145"
+"486",56.08,"No",2,"Female","Yes","No","No",80.6426,25.47,"No",-0.29262945363755,1,0,0,0,7,0,"No","No","Never","Yes","Bachelor","No","(3000-inf]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","Yes","No",645,0,62,36.4,8.55,"150"
+"487",55.83,"Yes",3,"Female","No","No","No",97.6102,24.09,"Yes",0.00357446035829814,1,0,0,1,8,0,"No","No","Never","Yes","Baccalaureat","No","(2000-3000]","No","No","No","No","No","Yes","No","No","No","No","No","Yes","Yes",646,0,54,36.6,9.05,"150"
+"488",54.42,"No",1,"Female","No","No","Yes",84.9372,22.13,"Yes",-0.0954281390997616,1,0,0,1,5,0,"No","No","Never","Yes","Vocational","No","(1000-2000]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","Yes","No",647,0,63,36.8,9.05,"151"
+"489",58.75,"No",1.5,"Female","Yes","No","Yes",77.9165,19.77,"No",0.0127326720067007,1,0,3,1,8,0,"No","No","Never","No","UpToPrimary","No","(3000-inf]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","No",648,1,53,36.4,9.55,"152"
+"490",55,"No",0,"Female","No","No","No",94.0077,20.44,"Yes",0.357055964386207,1,0,3,1,8,3,"No","No","Never","Yes","Vocational","No","(1000-2000]","Yes","No","Yes","Yes","No","Yes","No","No","No","No","No","Yes","No",650,1,64,36.2,9.45,"178"
+"491",53.17,"No",0,"Female","Yes","Yes","No",104.659,23.63,"No",0.495392550772388,2,0,0,3,6.84315,0,"No","No","Never","Yes","Baccalaureat","No","(3000-inf]","No","No","No","Yes","No","Yes","No","No","No","Yes","No","Yes","No",651,0,59,36.4,9.283,"179"
+"492",56.83,"No",1.75,"Female","Yes","Yes","No",95.0423,20.79,"No",0.418703180660949,0,0,0,2,8,3,"No","Yes","Never","No","Baccalaureat","No","(3000-inf]","No","Yes","Yes","No","No","Yes","No","No","No","Yes","No","No","No",652,0,45,36.5,8.767,"187"
+"493",55.17,"No",3,"Female","Yes","No","Yes",77.8958,23.71,"No",-0.20194306340165,1,0,0,0,9,0,"No","No","Ex","Yes","Vocational","No","(3000-inf]","No","No","No","No","No","Yes","No","No","No","No","No","Yes","No",653,0,55,36.6,8.55,"192"
+"494",53,"No",1,"Female","No","No","Yes",99.8964,22.1,"Yes",0.467542249683264,1,0,0,2,8,0,"No","No","Never","Yes","Bachelor","No","(2000-3000]","Yes","No","Yes","No","No","Yes","No","No","No","Yes","No","Yes","No",654,0,59,36.8,9.55,"192"
+"495",53,"No",1,"Female","No","Yes","Yes",99.036,21.09,"No",0.286043267727743,0,0,0,1,8,0,"No","No","Never","Yes","Vocational","Past","[0-1000]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","No","No",655,0,50,36.5,9.3,"200"
+"496",52.83,"No",0.167,"Female","No","Yes","Yes",93.2144,20.31,"Yes",0.518435127704202,0,0,3,1,7,3,"No","No","Never","Yes","Vocational","Past","[0-1000]","No","No","Yes","No","Yes","No","No","No","No","No","No","No","No",656,3,59,36.5,8.933,"206"
+"497",57.58,"No",0,"Female","Yes","No","No",80.8684,30.44,"No",0.42952986985574,1,0,0,2,7.05,3,"No","Yes","Never","Yes","Baccalaureat","No","(3000-inf]","Yes","Yes","Yes","Yes","No","Yes","Yes","No","No","No","Yes","No","No",657,0,62,36.7,8.833,"206"
+"498",52.42,"No",0.666,"Female","No","Yes","No",98.8935,28.47,"No",0.509553837225543,2,0,0,1,7,0,"No","No","Never","Yes","Baccalaureat","No","(1000-2000]","Yes","No","Yes","No","No","Yes","No","No","No","No","No","No","No",658,0,58,36.1,9.35,"220"
+"499",59.17,"No",3,"Female","No","No","No",91.6555680000001,28.54,"Yes",0.291021553766219,2,0,0,1,7,0,"No","No","Never","No","UpToPrimary","No","(1000-2000]","No","No","Yes","No","No","No","No","No","Yes","No","Yes","Yes","Yes",659,0,59,36.2,8.767,"220"
+"500",56.17,"No",4,"Female","No","No","No",90.4743,27.4,"Yes",0.13650005327209,1,0,0,1,7,0,"No","No","Active","Yes","PhD","No","(2000-3000]","Yes","Yes","Yes","Yes","No","No","No","No","No","No","Yes","No","No",660,0,55,36.2,9.583,"221"
+"501",50.83,"No",1,"Female","Yes","No","Yes",101.423,29.68,"Yes",0.430310198792761,1,0,3,2,8,0,"No","Yes","Ex","No","Baccalaureat","No","(3000-inf]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","Yes",662,0,74,37.2,9.017,"229"
+"502",52.17,"No",1,"Female","Yes","Yes","No",102.991,21.25,"Yes",0.269469298724497,1,0,0,0,6,0,"No","No","Ex","Yes","Baccalaureat","No","(2000-3000]","Yes","Yes","Yes","Yes","Yes","Yes","No","No","No","Yes","No","Yes","No",663,0,69,36.2,8.917,"241"
+"503",55.83,"No",4.5,"Female","No","No","Yes",86.9905,24.16,"Yes",0.00542875171139822,2,0,0,1,8,3,"No","No","Ex","No","Vocational","No","(1000-2000]","Yes","No","Yes","No","No","Yes","No","No","No","No","No","No","No",664,1,49,36.2,9.583,"241"
+"504",51.08,"No",0.5,"Female","Yes","Yes","No",91.5798,21.9,"Yes",0.162214855571693,2,0,0,1,6,3,"No","Yes","Active","Yes","Vocational","No","(2000-3000]","Yes","No","Yes","No","No","Yes","No","No","No","No","No","No","No",665,0,68,36.9,9.467,"256"
+"505",58.75,"No",0,"Female","No","Yes","Yes",94.4374,27.55,"Yes",-0.356299084306195,1,0,0,1,6,0,"No","Yes","Never","No","Vocational","No","(1000-2000]","No","No","No","No","No","No","No","No","No","No","No","Yes","No",666,0,58,36.3,8.85,"256"
+"506",51.67,"No",2.001,"Female","Yes","Yes","Yes",99.988,18.9,"Yes",0.478257854378882,1,0,0,0,8,0,"No","No","Never","Yes","Baccalaureat","No","(3000-inf]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","No","Yes",667,0,56,36.6,8.95,"256"
+"507",57.17,"No",20,"Female","Yes","No","No",102.425,24.65,"No",0.521442381403899,1,0,0,1.624,8,8,"No","No","Never","Yes","UpToPrimary","Past","(3000-inf]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","Yes","Yes",668,3.66666666666667,59,36.7,9.067,"256"
+"508",59.5,"No",7.5,"Female","Yes","No","No",101.3,24.74,"No",0.108764940884002,1,0,0,1,8,3,"No","Yes","Never","No","Vocational","No","(3000-inf]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","No",669,1,54,36,9.167,"257"
+"509",53,"Yes",2,"Female","No","No","No",86.2461,23.14,"No",0.0813382483005671,1,0,0,1,6,3,"No","No","Never","Yes","UpToPrimary","No","(1000-2000]","Yes","Yes","Yes","No","No","No","No","No","No","No","No","Yes","No",670,0,56,36.1,9.767,"263"
+"510",51.92,"No",0,"Female","No","No","Yes",80.9177,24.84,"Yes",0.00939051680606951,2,0,0,1,4.5,3,"No","No","Never","Yes","Vocational","Current","(1000-2000]","No","No","No","No","No","No","No","No","No","No","No","No","No",672,0,52,36.2,9.367,"264"
+"511",51.17,"No",2,"Female","Yes","Yes","Yes",92.1257,26.98,"No",0.177000776627686,1,0,0,1,7,3,"No","No","Never","Yes","Baccalaureat","No","(3000-inf]","Yes","No","No","Yes","No","Yes","No","No","No","No","No","No","No",673,0,55,36.3,9.283,"264"
+"512",54.42,"Yes",2,"Female","Yes","Yes","No",101.449,23.42,"Yes",-0.00597388348875275,1,0,0,3,7,3,"No","No","Never","Yes","UpToPrimary","Current","(2000-3000]","No","No","No","No","No","No","No","No","No","Yes","No","No","No",674,2,65,36.5,9.2,"269"
+"513",57.67,"No",4,"Female","Yes","Yes","No",74.0174,26.02,"No",0.162838526716365,0,0,0,1,8,0,"No","No","Ex","No","Bachelor","No","(3000-inf]","No","No","Yes","No","No","No","Yes","No","No","No","No","Yes","Yes",675,0,57,36.5,9.633,"269"
+"514",57.75,"Yes",6,"Female","Yes","No","No",90.6519,26.49,"No",0.437285740401076,2,0,0,2,8,8,"No","No","Ex","No","Vocational","No","(1000-2000]","No","No","Yes","No","No","No","No","No","No","No","No","No","Yes",677,5.33333333333333,66,36.3,9.483,"276"
+"515",57.92,"Yes",0.5,"Female","No","No","No",93.414,24,"No",0.486381615838867,2,0,3,3,7,3,"No","Yes","Ex","Yes","Vocational","Current","(1000-2000]","No","No","No","No","No","No","No","No","No","No","No","No","No",678,0,58,36.4,8.8,"277"
+"516",51.75,"No",1,"Female","Yes","Yes","Yes",87.8999,22.14,"Yes",0.665111737075051,1,0,0,1,7,0,"No","No","Active","Yes","Baccalaureat","No","(3000-inf]","No","No","Yes","Yes","No","Yes","No","No","No","No","No","Yes","No",679,0,54,36.4,9.3,"277"
+"517",52,"No",2,"Female","No","No","Yes",85.6499,22.83,"No",0.227243781503063,1,0,0,1,7,0,"No","Yes","Ex","No","Vocational","No","[0-1000]","Yes","No","No","Yes","No","No","No","No","No","No","No","Yes","No",680,0,59,36.6,9.5,"277"
+"518",56.67,"No",3,"Female","Yes","Yes","No",73.8957,20.83,"No",0.219972744617601,1,0,0,1,7.5,3,"No","No","Ex","No","Baccalaureat","No","(2000-3000]","No","No","No","No","No","No","No","No","Yes","No","No","No","No",681,1,57,36.6,9.533,"278"
+"519",55.42,"No",1,"Female","Yes","Yes","No",82.304,24.65,"Yes",0.605091320823951,1,0,0,2,8,0,"No","Yes","Never","Yes","Baccalaureat","No","(3000-inf]","Yes","No","Yes","Yes","No","No","No","No","No","No","Yes","No","No",683,0,62,36.5,9.75,"278"
+"520",56.42,"No",6,"Female","No","No","No",71.3147,20.02,"No",0.0824448807012805,0,0,0,3,6.5,0,"No","Yes","Ex","Yes","Bachelor","No","(1000-2000]","Yes","No","Yes","No","No","Yes","No","No","No","Yes","No","Yes","No",684,0,56,36.2,8.55,"283"
+"521",54.58,"No",2.5,"Female","Yes","Yes","No",87.8857,20.96,"Yes",0.350801612394977,0,0,0,2,7,0,"No","No","Never","Yes","PhD","No","(3000-inf]","No","No","No","No","No","No","No","No","No","No","No","Yes","No",685,0,60,36.4,9.517,"283"
+"522",55.17,"No",1,"Female","No","Yes","Yes",99.9135,20.79,"No",-0.229298237271966,1,0,0,2,8,0,"No","Yes","Ex","Yes","Bachelor","No","(2000-3000]","Yes","No","No","Yes","No","No","No","No","No","No","No","No","No",686,0,57,36.5,9.8,"284"
+"523",58.58,"Yes",2,"Female","No","No","No",91.7892,26.17,"Yes",0.367850150366768,1,0,0,0,8,0,"No","No","Never","Yes","Vocational","No","(1000-2000]","No","No","No","No","No","Yes","No","No","No","No","No","No","No",687,0,48,36.6,8.933,"284"
+"524",52.17,"No",1,"Female","No","Yes","No",85.7242,20.83,"Yes",-0.270697317154173,0,3,0,1,7.5,3,"No","No","Ex","Yes","Baccalaureat","No","(2000-3000]","No","No","Yes","Yes","No","No","No","No","No","Yes","No","Yes","No",688,2,58,36.7,8.8,"284"
+"525",57.58,"No",1,"Female","Yes","Yes","Yes",91.8119,24.69,"Yes",-0.285362363408576,1,0,0,1,7,0,"No","No","Ex","No","Baccalaureat","No","(3000-inf]","No","No","No","Yes","No","No","No","No","No","No","No","No","No",689,1,64,36.3,9.65,"285"
+"526",58.17,"No",4,"Female","Yes","Yes","No",78.2149,20.68,"No",-0.0227629992235756,2,0,0,0,9,0,"No","No","Never","Yes","Bachelor","Past","(3000-inf]","No","No","No","No","No","No","No","Yes","No","No","No","No","No",690,1,69,36.6,9.6,"290"
+"527",58.17,"No",3,"Female","Yes","No","Yes",82.8241,22.06,"No",-0.0763542581524445,0,0,0,3,7.5,0,"No","Yes","Never","No","PhD","No","(2000-3000]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","No",691,0,53,36,9.467,"290"
+"528",53.92,"No",0.5,"Female","Yes","Yes","No",91.3785,25,"No",0.363731967317111,2,0,0,0,9,0,"No","No","Never","Yes","Baccalaureat","No","(2000-3000]","No","No","No","No","No","No","No","Yes","No","No","No","Yes","Yes",692,0,56,36.9,9.55,"291"
+"529",55.92,"Yes",4.5,"Female","No","No","Yes",92.8715,23.19,"Yes",0.694885118042133,1,0,0,1,7,0,"No","Yes","Active","Yes","Vocational","No","(1000-2000]","Yes","Yes","Yes","Yes","No","No","No","No","No","No","No","Yes","No",693,1,75,36.3,9.767,"292"
+"530",56.92,"Yes",5.25,"Female","No","No","Yes",89.385,22.37,"No",0.578566061527526,0,3,3,0,9,3,"No","No","Ex","Yes","Baccalaureat","No","(2000-3000]","Yes","No","Yes","No","No","Yes","No","No","No","Yes","No","Yes","Yes",694,1,59,36.5,9.05,"297"
+"531",54.17,"No",0,"Female","Yes","Yes","No",73.6899,23.23,"No",0.602387884497108,1,0,0,1,8,3,"No","No","Active","No","Vocational","No","(3000-inf]","No","No","No","No","No","No","Yes","No","No","No","Yes","Yes","Yes",695,0,57,36,9.7,"304"
+"532",55.83,"No",2,"Female","Yes","No","No",90.8124,21.88,"Yes",0.489622902022975,1,0,0,2,7,3,"No","No","Never","No","Baccalaureat","Past","(3000-inf]","Yes","No","No","No","No","No","No","No","No","No","Yes","Yes","Yes",696,4.66666666666667,52,36.3,8.8,"304"
+"533",52.67,"No",1,"Female","Yes","Yes","Yes",93.3901,29.24,"Yes",0.100861764403824,1,3,0,3,7,0,"No","No","Never","No","PhD","No","(2000-3000]","No","No","Yes","Yes","No","Yes","No","No","No","No","No","No","No",697,0,55,36.3,9.8,"305"
+"534",50.75,"Yes",20,"Female","No","Yes","Yes",87.4289,21.79,"Yes",0.141108553166642,1,3,3,3,7,3,"No","Yes","Ex","No","UpToPrimary","No","[0-1000]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","No","No",698,2,56,36,9.033,"306"
+"535",54.92,"Yes",16,"Female","No","Yes","No",74.7935,24.02,"No",0.576722366621743,1,0,3,3,8.5,3,"No","Yes","Never","No","Vocational","No","[0-1000]","No","No","No","No","No","No","No","No","No","No","No","No","No",699,0,52,36.2,9.067,"312"
+"536",55.83,"No",0,"Female","Yes","Yes","No",83.7589,30.48,"Yes",0.248784407932814,1,0,0,2,6,0,"No","No","Active","No","Vocational","No","(3000-inf]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","No",700,0,57,36.7,9.183,"318"
+"537",52.08,"No",2,"Male","Yes","Yes","No",93.7443,23.18,"No",0.0730209373428064,0,0,0,1.421,3,3,"No","Yes","Never","No","Baccalaureat","Past","(1000-2000]","Yes","No","Yes","Yes","Yes","Yes","No","No","No","No","No","No","No",702,0,59,36.4,8.9,"31"
+"538",58.08,"No",1,"Male","Yes","No","No",76.0868,30.97,"No",0.0768813581560446,4,0,0,0,8,3,"No","Yes","Active","Yes","Bachelor","No","(2000-3000]","No","No","No","Yes","No","No","No","No","No","No","No","No","No",703,1,53,36.3,9.233,"31"
+"539",57.08,"Yes",9,"Male","No","No","No",100.701,25.55,"No",0.693830364683608,2,0,0,1,7,0,"No","No","Never","No","Baccalaureat","No","(1000-2000]","No","No","No","No","No","No","No","No","No","No","No","No","No",704,0,63,36.3,9.917,"31"
+"540",52.5,"No",0,"Male","Yes","Yes","Yes",104.96,21.56,"Yes",0.069745088499366,1,0,0,3,6,0,"No","No","Never","No","UpToPrimary","No","(1000-2000]","No","No","No","No","No","No","No","No","No","Yes","No","No","No",705,0,50,36,8.783,"32"
+"541",50.67,"No",14,"Male","Yes","Yes","Yes",80.815,23.19,"Yes",-0.158283893871905,0,0,0,1,7,3,"No","Yes","Never","Yes","Vocational","No","(2000-3000]","Yes","No","Yes","Yes","Yes","No","No","No","No","No","No","Yes","No",706,2,49,36,9.167,"32"
+"542",51.33,"Yes",0,"Male","Yes","No","Yes",83.1021,29.6,"No",-0.105092794558218,3,0,0,0,6,0,"No","No","Ex","Yes","Baccalaureat","No","(3000-inf]","No","No","No","No","No","No","No","No","No","Yes","No","No","No",707,0,66,36.4,9.5,"32"
+"543",53.42,"No",3,"Male","Yes","No","No",98.1949,26.02,"No",0.449145652577733,1,0,3,1,7,3,"No","No","Active","Yes","Bachelor","No","(3000-inf]","No","No","Yes","Yes","No","No","No","No","No","No","No","No","No",708,0,49,36.4,8.6,"66"
+"544",55.58,"No",1,"Male","Yes","Yes","No",96.2067,25.72,"Yes",0.182158028273631,1,0,0,0,7,0,"No","No","Ex","Yes","Vocational","No","(3000-inf]","Yes","No","Yes","Yes","No","Yes","No","No","No","No","No","Yes","Yes",709,0,67,36.2,8.9,"66"
+"545",54.67,"No",1,"Male","Yes","Yes","Yes",95.8122,23.73,"No",-0.11834840556455,1,0,0,1,7,0,"No","No","Never","No","Vocational","No","(2000-3000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",710,0,57,36.6,9.283,"66"
+"546",53.83,"No",0,"Male","Yes","Yes","Yes",92.5581,22.32,"Yes",0.303810125298069,0,0,0,0,9,0,"No","No","Ex","Yes","Vocational","No","(3000-inf]","No","No","No","No","No","No","No","No","No","No","No","No","No",711,0,54,36,9.6,"66"
+"547",54.08,"No",0,"Male","Yes","Yes","No",97.0596,29.76,"Yes",0.474456863038251,1,0,0,1,7,0,"No","No","Active","Yes","Vocational","Past","(2000-3000]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","Yes",712,0,55,36.2,9.55,"66"
+"548",58.67,"Yes",0,"Male","Yes","No","No",96.8047,31.4,"No",0.116693027575223,2,0,0,1,6,0,"No","No","Never","Yes","UpToPrimary","No","(2000-3000]","No","No","No","No","No","No","No","No","No","No","No","No","No",713,0,71,36.6,9.7,"66"
+"549",53,"No",1.5,"Male","No","No","Yes",92.8818987000001,24.16,"No",-0.188291344495515,0,0,0,2,8,8,"No","Yes","Never","No","Bachelor","No","[0-1000]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","No","No",714,3,64,36.3,9.3,"66"
+"550",53.17,"No",5,"Male","No","Yes","No",91.0748,25.99,"No",0.204617741428927,2,0,0,2,5.5,0,"No","Yes","Never","Yes","Vocational","No","(1000-2000]","No","No","Yes","Yes","No","No","No","No","No","No","No","Yes","No",715,0,57,36,8.883,"67"
+"551",51.25,"No",0,"Male","Yes","Yes","No",93.9261,31.95,"No",0.43210098124639,2,0,0,1,6,0,"No","No","Never","Yes","Bachelor","No","(3000-inf]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","No",717,0,70,36.1,9.55,"67"
+"552",56.67,"No",4.5,"Male","No","No","No",103.558,26.77,"No",0.0538886617565992,1,0,0,0,8.5,0,"No","No","Never","Yes","Baccalaureat","Past","(1000-2000]","No","No","Yes","No","No","Yes","No","No","No","No","No","No","No",718,0,60,36.6,9.367,"68"
+"553",50.25,"Yes",0.333,"Male","Yes","Yes","Yes",75.1298,25.4,"No",0.289471834969262,1,3,3,0,7,3,"No","Yes","Ex","Yes","Vocational","Past","(1000-2000]","No","No","No","No","No","No","No","No","No","No","No","No","No",719,2,58,36.4,9.3,"108"
+"554",59.25,"No",1.5,"Male","No","No","No",99.4844683000002,19.75,"No",-0.0807633770574996,1,0,0,0,8,0,"No","No","Never","No","Baccalaureat","No","[0-1000]","No","Yes","No","Yes","No","No","No","No","No","No","No","No","No",720,1,63,36.2,9.3,"110"
+"555",60,"No",0.5,"Male","Yes","No","No",95.6351,22.32,"Yes",-0.155529100140792,0,0,0,0,8.5,0,"No","No","Never","No","Baccalaureat","No","(1000-2000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",721,0,44,36,9.55,"110"
+"556",57.83,"No",8,"Male","Yes","No","Yes",96.7938,23.56,"No",0.143422142302313,0,0,0,1,8,0,"No","No","Never","No","Vocational","No","(3000-inf]","No","No","Yes","Yes","No","No","No","No","No","No","No","Yes","Yes",722,0,52,36,9.417,"131"
+"557",57.83,"No",30,"Male","Yes","Yes","Yes",114.49,26.21,"Yes",-0.310121173110651,2,0,0,1,9,3,"No","No","Never","No","Baccalaureat","No","(3000-inf]","Yes","Yes","Yes","Yes","No","No","No","No","No","No","No","Yes","No",723,1,37,36,9.383,"137"
+"558",58,"No",1,"Male","Yes","No","Yes",88.7102,24.39,"Yes",-0.117093203579964,3,0,3,1,7,0,"No","No","Active","No","PhD","No","(3000-inf]","No","No","No","No","No","No","No","No","No","No","No","No","No",724,0,64,36,9.567,"144"
+"559",59.67,"No",6,"Male","Yes","No","No",87.3826,27.94,"No",-0.130150946146736,1,0,0,1,8,0,"No","No","Never","Yes","Vocational","No","(3000-inf]","No","No","No","No","No","No","No","No","No","No","No","No","No",725,0,57,36.5,8.55,"145"
+"560",51.42,"Yes",2,"Male","Yes","Yes","Yes",104.051,28.68,"No",0.567583511176976,3,8,0,1,9,3,"No","No","Ex","Yes","Vocational","No","(3000-inf]","No","No","No","No","No","No","No","No","No","No","No","No","No",726,1,62,36,8.8,"145"
+"561",52.33,"No",3,"Male","Yes","Yes","No",112.977,23.12,"No",-0.105977032978384,2,0,0,2,6,0,"No","Yes","Never","Yes","Vocational","No","(2000-3000]","Yes","No","Yes","Yes","No","Yes","No","No","No","No","No","Yes","No",727,0,54,36.3,8.55,"152"
+"562",55.67,"No",8,"Male","Yes","No","No",93.3784,27.15,"No",0.00466486205617088,3,0,0,1,8,0,"No","No","Never","Yes","UpToPrimary","No","(2000-3000]","No","No","No","No","No","Yes","No","No","No","No","No","Yes","No",728,0,42,36.2,8.95,"164"
+"563",60,"Yes",5,"Male","Yes","Yes","Yes",87.7851,26.21,"No",-0.0454449360441956,0,0,0,0,7,0,"No","No","Never","No","Bachelor","No","(3000-inf]","Yes","No","Yes","Yes","No","Yes","No","No","No","No","No","No","No",729,0,62,36.5,8.95,"171"
+"564",56.33,"No",2,"Male","No","No","No",89.7231,24.81,"No",0.200820584618237,0,0,0,1,9,0,"No","No","Never","No","Vocational","Past","(1000-2000]","Yes","No","No","No","No","No","No","No","No","No","No","No","No",730,0,49,36,8.833,"173"
+"565",50.17,"No",18,"Male","Yes","Yes","Yes",112.575,31.19,"No",0.313570649900697,1,0,0,1,9,0,"No","No","Ex","Yes","Vocational","No","(3000-inf]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",731,0,46,36.2,8.817,"178"
+"566",59.75,"Yes",5,"Male","No","Yes","Yes",88.9786,25.28,"No",0.209284569574443,1,0,0,0,8,0,"No","No","Never","No","Baccalaureat","No","[0-1000]","No","No","No","No","No","No","No","No","No","No","No","No","No",732,0,57,36.1,9.033,"179"
+"567",58.08,"No",2.5,"Male","Yes","Yes","No",104.553,28.22,"No",0.25262551269202,2,0,0,1,8,0,"No","No","Never","No","UpToPrimary","No","(2000-3000]","No","No","Yes","No","No","No","No","No","No","No","No","No","Yes",733,0,57,36,8.933,"179"
+"568",50.08,"Yes",1.5,"Male","No","No","Yes",99.2751,19.65,"Yes",0.123877150936954,0,0,0,1,7,0,"No","No","Active","Yes","Vocational","No","(1000-2000]","Yes","No","No","Yes","No","No","No","No","No","Yes","No","No","No",734,0,55,36.1,9.55,"180"
+"569",54.83,"Yes",8,"Male","No","No","Yes",94.8729,22.53,"Yes",-0.228861731007192,0,0,0,1,8,0,"No","Yes","Ex","No","Bachelor","Past","(1000-2000]","No","No","Yes","No","No","Yes","No","No","No","No","No","No","No",735,0,65,36.4,8.983,"185"
+"570",59.58,"No",1.665,"Male","Yes","No","No",94.0373,20.86,"Yes",0.14980372706282,0,0,0,3,6,0,"No","No","Ex","No","Vocational","No","(1000-2000]","No","No","No","No","No","Yes","No","No","No","No","No","No","No",736,0,42,36.1,9.1,"185"
+"571",53.25,"Yes",0,"Male","Yes","No","Yes",85.3708,23.45,"Yes",0.182992792199879,0,14,0,1.497,6,3,"No","Yes","Never","No","PhD","No","(2000-3000]","No","No","Yes","No","No","Yes","No","No","No","Yes","No","No","Yes",737,1,55,36,9.583,"186"
+"572",52.67,"Yes",0,"Male","No","No","No",113.46,25.09,"No",0.224794666607109,1,0,0,3,7,8,"No","No","Never","No","Vocational","Past","[0-1000]","Yes","No","No","No","No","Yes","No","No","No","Yes","No","Yes","No",738,0,66,36.9,9.167,"192"
+"573",56.42,"No",3.999,"Male","Yes","No","Yes",84.5731,21.82,"No",0.611617666629573,0,0,0,1,9,3,"No","Yes","Never","No","Bachelor","No","(3000-inf]","No","No","No","No","No","No","No","No","No","No","No","Yes","Yes",739,0,72,36.1,9.033,"193"
+"574",57.17,"No",3,"Male","Yes","No","No",85.175,28.72,"No",0.133103994936749,1,0,0,1,8,0,"No","No","Never","Yes","Vocational","No","(2000-3000]","No","No","Yes","Yes","No","No","No","No","No","No","No","No","No",740,0,72,36.2,9.483,"194"
+"575",51.08,"No",1,"Male","No","Yes","No",98.9298,28.68,"No",0.252596921563168,4,0,0,0,7,0,"No","No","Ex","Yes","Baccalaureat","Past","[0-1000]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","No",741,0,68,36,9.533,"200"
+"576",54.42,"No",0,"Male","No","No","Yes",74.1746,22.2,"Yes",0.109386888902143,1,0,0,1,6,0,"No","No","Never","No","Vocational","Past","[0-1000]","No","No","Yes","No","No","Yes","No","No","No","No","No","Yes","No",742,0,54,36.1,9.117,"201"
+"577",56.5,"No",10,"Male","No","No","Yes",88.9204,22.83,"No",0.393553158423924,0,0,0,1.211,8,0,"No","Yes","Never","No","PhD","No","(1000-2000]","Yes","No","No","No","Yes","No","No","No","No","Yes","No","Yes","Yes",743,0,60,36.2,9.2,"201"
+"578",59.92,"No",1.5,"Male","Yes","No","Yes",75.2626,24.87,"Yes",0.278638723427519,1,0,0,0,8,0,"No","No","Never","No","Vocational","No","(1000-2000]","No","No","No","No","No","Yes","No","No","No","No","No","No","No",744,0,55,36.8,9.483,"201"
+"579",57.92,"No",4,"Male","Yes","No","No",107.206,25.35,"No",0.311933358674306,1,0,0,1,8,0,"No","No","Never","No","Baccalaureat","No","(2000-3000]","No","No","No","No","No","No","No","No","No","No","No","No","No",745,0,66,36.4,8.55,"206"
+"580",54.83,"No",4.5,"Male","No","No","Yes",84.8517,24.89,"No",0.439569044574547,0,3,0,1,6,0,"No","No","Active","Yes","Baccalaureat","No","(2000-3000]","No","No","No","No","No","No","No","No","No","No","No","No","No",746,0,40,36.3,9.217,"207"
+"581",51.5,"No",0.167,"Male","Yes","Yes","Yes",117.741,24.15,"No",0.365555235694746,0,0,0,1,6,3,"No","No","Never","Yes","Vocational","No","(2000-3000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",747,2,69,36.2,9.167,"207"
+"582",55.17,"Yes",2,"Male","No","No","Yes",84.6975,23.4,"No",0.550338222216679,0,0,0,0,8,0,"No","Yes","Never","Yes","PhD","No","[0-1000]","Yes","Yes","Yes","No","No","No","Yes","No","Yes","No","No","No","No",748,0,54,36.1,9.417,"207"
+"583",59.08,"No",3,"Male","Yes","No","Yes",75.7815,25.68,"Yes",0.377711854584548,1,0,0,1,8.5,0,"No","No","Ex","Yes","Vocational","Past","(3000-inf]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","No","No",749,0,51,36.7,9.55,"208"
+"584",53.83,"No",9,"Male","Yes","No","Yes",111.896,23.8,"No",0.446600409418529,0,3,0,3,5.5,3,"No","Yes","Ex","Yes","PhD","No","(3000-inf]","No","No","No","Yes","No","No","Yes","No","No","No","Yes","No","No",750,1,48,36.4,9.8,"208"
+"585",50.5,"Yes",6,"Male","Yes","Yes","Yes",93.8728,25.14,"Yes",0.281126951553019,1,0,0,0,5,0,"No","No","Never","Yes","Vocational","Current","(2000-3000]","No","No","No","No","No","No","No","No","No","No","No","Yes","No",751,0,65,36.1,8.783,"208"
+"586",53.33,"No",0.666,"Male","Yes","Yes","No",85.2123,21.77,"Yes",0.496139532606787,0,0,0,0,8,0,"No","No","Never","Yes","Vocational","No","(2000-3000]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","Yes",752,0,59,36.2,8.8,"214"
+"587",59.08,"Yes",0,"Male","Yes","No","Yes",91.5415,20.59,"Yes",0.489442491930629,0,0,0,1,10,3,"No","No","Active","No","PhD","Past","(2000-3000]","Yes","Yes","No","Yes","No","Yes","Yes","No","Yes","No","No","Yes","No",753,0,100,36.4,9.55,"215"
+"588",51.17,"No",2,"Male","No","Yes","Yes",108.191,25.01,"Yes",0.329741649063117,0,0,0,3,7.5,0,"No","No","Ex","Yes","Vocational","No","(2000-3000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",754,0,67,36.1,9.033,"215"
+"589",50.33,"Yes",3,"Male","No","No","No",103.794,30.12,"Yes",0.652633531578002,2,0,0,1,8,0,"No","No","Never","No","Baccalaureat","Past","[0-1000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",755,0,48,36.2,8.55,"220"
+"590",52.83,"Yes",0,"Male","No","No","Yes",103.198,19.71,"No",0.481954470538079,0,0,0,0,5,3,"No","No","Active","No","Vocational","Current","[0-1000]","No","No","No","No","Yes","No","No","No","No","No","No","No","No",756,1,91,37.4,8.8,"220"
+"591",57.67,"Yes",6,"Male","No","No","No",100.352,26.42,"Yes",0.339505731509887,0,0,0,1,8,0,"No","No","Ex","Yes","Vocational","No","(1000-2000]","No","No","No","No","No","Yes","No","No","No","No","Yes","No","No",757,0,55,36,9.05,"221"
+"592",55,"No",10,"Male","Yes","Yes","No",86.2961,22.22,"Yes",0.44129761889278,1,0,0,0,7,0,"No","No","Never","No","Bachelor","Past","(3000-inf]","No","No","No","No","No","Yes","No","No","Yes","No","Yes","No","Yes",758,0,62,36.1,9.3,"221"
+"593",59.92,"No",7.5,"Male","Yes","No","No",90.5619,27.39,"Yes",0.313235796181678,1,0,0,0,8,0,"No","No","Ex","No","Baccalaureat","No","(2000-3000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",759,0,57,36.1,9.8,"221"
+"594",52,"No",6,"Male","No","No","Yes",109.634,26.02,"Yes",0.2858084497584,1,0,0,0,6,0,"No","No","Never","Yes","UpToPrimary","No","(1000-2000]","Yes","No","No","No","No","Yes","No","No","No","No","No","No","No",760,0,57,36,9.55,"222"
+"595",59.92,"No",3,"Male","No","Yes","No",75.3283,23.05,"No",0.3579891372039,1,0,0,0,7,0,"No","No","Ex","Yes","PhD","No","(1000-2000]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","No",761,0,48,36.5,8.8,"227"
+"596",53,"No",1,"Male","Yes","Yes","Yes",100.58,24.25,"Yes",0.295318927948443,3,0,3,1,7,3,"No","No","Ex","No","Bachelor","No","(2000-3000]","No","No","No","No","No","No","No","No","Yes","No","Yes","Yes","Yes",762,0,68,36.1,8.6,"227"
+"597",50,"Yes",0.25,"Male","Yes","No","Yes",87.401,21.97,"Yes",0.166515874724024,0,0,0,0,7,0,"No","No","Active","Yes","Vocational","No","(1000-2000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",763,0,61,36.1,9.2,"241"
+"598",51,"Yes",4,"Male","No","No","Yes",86.5593,25.15,"No",0.210665994427438,0,0,0,1,6,0,"No","No","Ex","Yes","Vocational","No","(1000-2000]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","Yes","Yes",764,1,63,36,9.3,"248"
+"599",54.92,"No",0.334,"Male","No","No","No",82.3703,26.67,"Yes",0.25391745101834,1,0,0,1,6,0,"No","Yes","Never","Yes","UpToPrimary","Current","(1000-2000]","No","No","No","No","No","No","No","No","No","No","No","No","No",765,1,57,36,9.817,"248"
+"600",54.67,"No",2.5,"Male","Yes","Yes","No",90.2109,22.3,"No",0.254821290016584,0,0,0,2,7.5,0,"No","Yes","Never","Yes","Vocational","Past","(2000-3000]","Yes","Yes","Yes","No","No","No","No","No","No","Yes","No","Yes","Yes",766,0,48,36,9.083,"248"
+"601",52.67,"No",1,"Male","No","Yes","Yes",96.1049,24.11,"Yes",0.183868274511187,0,0,0,1,7,0,"No","No","Ex","Yes","Baccalaureat","No","(2000-3000]","No","No","No","No","No","No","Yes","No","No","Yes","No","No","No",767,0,50,36.4,8.8,"255"
+"602",53.67,"No",0,"Male","Yes","Yes","No",91.0622,28.39,"No",0.13852403231627,3,0,0,0,7,0,"No","No","Active","Yes","Vocational","Current","(1000-2000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",768,0,57,36.1,9.05,"255"
+"603",50.17,"No",4.5,"Male","Yes","Yes","No",107.397,23.98,"Yes",0.157489080085418,0,0,0,1,7.5,0,"No","No","Never","Yes","Vocational","No","(1000-2000]","No","No","No","No","No","No","Yes","No","No","Yes","No","No","No",769,0,51,36,9.3,"255"
+"604",55.83,"No",1,"Male","No","Yes","Yes",96.4962,23.99,"No",0.349014123262928,0,0,0,0,7.5,0,"No","No","Never","Yes","Baccalaureat","No","(3000-inf]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","No",770,0,54,36.3,9.55,"255"
+"605",50.83,"Yes",3,"Male","Yes","No","Yes",73.8157,26.86,"No",0.249369823267619,1,0,0,0,8,0,"No","Yes","Ex","Yes","Vocational","No","(2000-3000]","Yes","No","Yes","No","Yes","No","No","No","No","No","No","No","No",771,1,42,36.3,8.817,"255"
+"606",52.25,"Yes",0,"Male","No","No","Yes",75.8388,28.08,"No",-0.0651705316048101,0,0,0,1,8,0,"No","No","Active","No","Vocational","Current","(1000-2000]","No","No","No","No","Yes","Yes","No","No","No","No","No","No","No",772,0,84,36.5,8.567,"256"
+"607",59.25,"Yes",6,"Male","No","Yes","No",116.42,30.86,"No",0.41428995761438,3,0,0,1,8,0,"No","No","Ex","Yes","Vocational","No","(1000-2000]","No","No","Yes","No","No","Yes","No","No","No","No","No","Yes","No",773,0,67,36.6,9.05,"256"
+"608",51.42,"Yes",0,"Male","Yes","Yes","Yes",85.2731,22.83,"Yes",0.423657966940711,0,0,0,3,7,0,"No","No","Ex","Yes","Baccalaureat","No","(2000-3000]","No","No","Yes","Yes","No","Yes","No","No","No","Yes","Yes","No","No",774,1,61,36.3,9.3,"256"
+"609",52.67,"No",8,"Male","Yes","Yes","No",93.3943,27.15,"Yes",0.256062850147458,3,0,0,3,6.5,3,"No","No","Active","No","Vocational","No","(3000-inf]","No","No","Yes","Yes","No","No","No","No","No","No","No","No","Yes",775,0,66,36.3,8.55,"264"
+"610",52.33,"No",0,"Male","Yes","Yes","Yes",77.2961,25.76,"No",0.19353514933689,4,0,0,1,9,0,"No","No","Active","No","Vocational","Past","(1000-2000]","Yes","No","Yes","No","No","Yes","No","No","No","No","No","No","No",777,0,69,36.3,9.317,"270"
+"611",53.5,"Yes",6,"Male","No","No","Yes",98.4228,29.66,"Yes",0.089731428380933,2,0,0,0,6,0,"No","No","Ex","Yes","Vocational","No","(1000-2000]","No","No","No","No","No","No","No","No","No","No","No","No","No",778,0,54,36.2,9.533,"271"
+"612",55.42,"No",0.25,"Male","Yes","Yes","Yes",105.115,26.81,"No",0.225019477117684,1,0,0,3,7,0,"No","No","Ex","Yes","Baccalaureat","No","(3000-inf]","Yes","No","No","Yes","No","Yes","No","No","No","Yes","No","Yes","No",779,0,54,36.5,9.05,"276"
+"613",59.58,"No",2,"Male","Yes","No","Yes",96.0623,22.09,"No",0.0901181276909671,0,0,0,2,6,0,"No","No","Never","No","Baccalaureat","No","(2000-3000]","No","No","Yes","No","No","Yes","No","No","Yes","No","Yes","No","No",780,0,42,36,8.55,"278"
+"614",54.33,"Yes",2,"Male","Yes","Yes","Yes",43.906,23.95,"Yes",0.596170363746816,1,0,0,1,6.5,3,"No","No","Never","Yes","Vocational","Current","(2000-3000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",781,0,72,36.6,9.05,"283"
+"615",55.17,"Yes",6,"Male","Yes","Yes","No",102.418,24.3,"Yes",-0.169670737951285,1,0,0,1,8,3,"Yes","No","Active","No","PhD","No","(3000-inf]","No","No","No","No","No","No","No","No","No","No","Yes","No","No",782,1,70,36,9.3,"283"
+"616",57.5,"No",7,"Male","Yes","Yes","No",92.7962,27.45,"No",0.618814247089004,3,0,0,0,7,0,"No","No","Ex","No","Vocational","Past","(3000-inf]","No","No","Yes","Yes","No","No","No","No","No","No","No","No","No",783,0,67,36.7,9.8,"283"
+"617",51.08,"No",4.5,"Male","Yes","Yes","Yes",79.4043,24.48,"No",0.475048246096797,0,0,0,0,7,0,"No","No","Never","Yes","Baccalaureat","Past","(3000-inf]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","Yes","No",784,0,47,36,9.55,"285"
+"618",56.75,"No",4,"Male","Yes","Yes","No",85.8386,28.73,"Yes",0.14103361383855,3,0,0,0,7,0,"No","No","Active","Yes","Vocational","No","(2000-3000]","Yes","Yes","Yes","Yes","No","No","No","No","No","No","No","Yes","No",785,0,72,36.3,9.167,"290"
+"619",56.75,"No",4,"Male","Yes","Yes","No",90.7558,25.25,"No",0.32836112321568,2,0,0,1,8.5,0,"No","No","Ex","Yes","Vocational","Past","(2000-3000]","No","No","No","No","No","No","No","No","No","No","No","No","No",786,0,57,36.1,8.8,"291"
+"620",54.75,"Yes",0,"Male","No","Yes","No",106.366,25.18,"Yes",0.2792396608602,1,0,0,1,8,0,"No","No","Never","No","Vocational","No","[0-1000]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","No","No",787,1,48,36.2,9.7,"291"
+"621",58.42,"No",4.5,"Male","Yes","Yes","Yes",83.0795,24.74,"No",-0.113389287402552,2,0,0,1,6.5,0,"No","No","Ex","No","Bachelor","Past","(3000-inf]","No","No","No","No","No","No","No","No","No","Yes","No","Yes","Yes",788,0,58,36,9.55,"297"
+"622",58.33,"No",0.333,"Male","Yes","Yes","Yes",97.1631,28.57,"No",0.244348138614612,2,0,0,0,8,0,"No","Yes","Never","No","PhD","No","(3000-inf]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","No",789,0,54,36.4,8.75,"299"
+"623",52.58,"No",0,"Male","Yes","Yes","No",96.816,30.4,"No",0.260489318364433,2,3,3,1,5.5,3,"No","No","Never","Yes","Vocational","No","(3000-inf]","No","No","No","No","No","No","No","No","No","No","No","Yes","No",790,2,57,36.6,8.783,"305"
+"624",55.42,"No",3,"Male","Yes","Yes","No",102.412,26.88,"No",0.214971835813128,1,0,0,0,8,3,"No","No","Active","No","Bachelor","No","(3000-inf]","No","No","No","No","No","No","No","No","No","No","No","No","No",791,1,43,36,9.25,"305"
+"625",53.83,"Yes",4,"Male","No","No","No",95.9905,24.5,"No",-0.161645976127638,3,0,0,1,5.5,0,"No","Yes","Active","Yes","Vocational","No","[0-1000]","No","No","No","No","No","No","No","No","No","No","No","No","No",792,0,64,36.2,8.783,"306"
+"626",52.92,"Yes",3,"Male","No","No","Yes",99.8083,27.1,"Yes",-0.126264018326089,0,0,0,0,7,0,"No","No","Never","No","Baccalaureat","No","[0-1000]","Yes","No","No","No","No","No","No","No","No","No","No","No","No",794,0,68,36.5,8.8,"311"
+"627",59.75,"Yes",0,"Male","No","No","No",61.3759,30.64,"No",0.0762602693984894,2,0,0,3,6.5,0,"No","No","Active","No","UpToPrimary","No","(2000-3000]","No","No","No","No","No","No","No","No","No","No","No","No","No",795,0,56,36.7,9.317,"311"
+"628",51.67,"Yes",2,"Male","No","No","Yes",103.641,28.66,"No",0.415522662967407,3,0,0,2,8,3,"No","No","Active","Yes","Baccalaureat","Current","(2000-3000]","Yes","No","No","No","No","No","No","No","No","No","No","No","No",796,0,62,36.6,8.75,"311"
+"629",57.67,"Yes",10,"Male","Yes","No","Yes",89.2206,26.87,"No",0.239278886093862,1,0,0,2,5,3,"No","No","Never","No","Vocational","No","(3000-inf]","No","No","No","No","No","Yes","No","No","No","No","No","Yes","No",797,0,54,36.1,9.3,"313"
+"630",52.25,"Yes",3,"Male","No","No","No",90.1653,27.08,"Yes",0.0382850190757926,1,0,0,0,8,0,"No","No","Ex","No","Vocational","Past","[0-1000]","No","No","No","No","No","Yes","No","No","No","No","Yes","No","No",798,0,52,36,9.6,"318"
+"631",50.42,"No",6,"Male","No","No","Yes",100.436,25.39,"No",0.377623185340869,0,0,0,0,8.5,0,"No","No","Never","No","PhD","Past","(2000-3000]","Yes","No","Yes","Yes","No","Yes","No","No","No","No","No","Yes","No",799,0,51,36.1,9.85,"318"
+"632",50.58,"No",10,"Male","No","Yes","No",89.7119,19.94,"Yes",0.352749852590349,1,3,0,1,5,3,"No","Yes","Active","Yes","Vocational","Past","(1000-2000]","Yes","No","No","Yes","No","No","Yes","No","Yes","No","Yes","Yes","No",800,2,89,36.5,9.05,"319"
+"633",66.67,"No",1,"Female","Yes","No","Yes",99.4296,21.21,"No",0.302631575162782,0,0,0,3,6,3,"No","Yes","Never","No","Baccalaureat","Past","(3000-inf]","Yes","No","No","No","No","Yes","No","No","No","No","No","Yes","Yes",801,0,66,36.5,8.55,"46"
+"634",66.83,"No",1,"Female","Yes","No","No",116.841,28.62,"Yes",0.0807828255464261,2,0,0,1,8,0,"No","No","Never","No","UpToPrimary","No","(2000-3000]","No","No","No","No","No","No","No","No","No","Yes","No","No","No",802,0,56,36.3,8.917,"46"
+"635",68.08,"Yes",3.5,"Female","No","No","No",75.9857,30.99,"Yes",-0.298895866151295,1,3,0,1.573,6,0,"No","No","Never","No","Baccalaureat","No","[0-1000]","No","No","No","No","No","Yes","No","No","No","Yes","No","Yes","No",804,1,62,36.5,8.667,"47"
+"636",66.67,"No",1.5,"Female","No","Yes","No",104.186,20.56,"No",0.394071947142714,2,0,0,3,6,0,"No","Yes","Never","No","Vocational","No","(1000-2000]","Yes","No","Yes","No","No","Yes","No","No","No","No","No","No","Yes",805,0,61,36.8,8.967,"47"
+"637",67.58,"No",6,"Female","Yes","No","No",102.622,23.01,"Yes",-0.370479930448399,1,0,0,3,6,0,"No","Yes","Never","No","Baccalaureat","Past","(2000-3000]","No","No","Yes","No","Yes","No","No","No","No","No","No","No","No",806,0,86,36.5,9.167,"47"
+"638",65.5,"No",2,"Female","No","No","No",83.3162,31.64,"Yes",-0.128519090620043,1,14,0,3,5,0,"No","No","Never","Yes","UpToPrimary","Current","(3000-inf]","No","No","No","No","No","No","No","No","No","No","No","No","No",808,0,56,36,9.233,"47"
+"639",67.17,"No",3,"Female","Yes","No","Yes",93.2441,25.39,"Yes",0.0570117207716812,1,0,0,2,9,0,"No","No","Never","No","UpToPrimary","No","(3000-inf]","No","No","No","No","No","Yes","No","No","No","No","No","No","No",809,0,79,37,9.217,"102"
+"640",60.17,"No",0.5,"Female","Yes","Yes","No",84.6172,28.25,"No",0.0508623156327715,1,0,0,0,8,0,"No","No","Never","Yes","Bachelor","No","(3000-inf]","Yes","No","Yes","No","No","No","No","No","No","No","No","Yes","Yes",810,0,46,36.3,9.55,"102"
+"641",63.25,"No",0.25,"Female","No","Yes","No",82.9701,29.68,"Yes",0.085803033649345,2,0,0,1,7,0,"No","No","Never","No","PhD","No","(2000-3000]","No","No","No","Yes","No","No","No","No","No","No","No","Yes","No",811,0,64,36.3,9.233,"102"
+"642",68.08,"No",1,"Female","No","No","No",88.497,21.21,"Yes",-0.111513240951635,0,0,3,3,6,0,"No","Yes","Never","No","Vocational","No","(1000-2000]","No","No","Yes","No","No","No","No","No","No","No","Yes","Yes","No",812,0,65,37,8.817,"102"
+"643",66.75,"Yes",3,"Female","No","Yes","No",102.913,21.33,"No",0.0255541044723881,1,0,3,3,8,0,"No","No","Never","No","UpToPrimary","No","(1000-2000]","Yes","No","No","Yes","No","No","No","No","No","No","No","No","Yes",813,1,66,36.1,9.083,"102"
+"644",65.25,"No",3,"Female","Yes","No","Yes",85.5162,22.36,"No",-0.195673425638957,1,0,3,2,7.5,0,"No","Yes","Never","No","Baccalaureat","No","(3000-inf]","Yes","Yes","No","Yes","No","Yes","No","No","No","Yes","No","No","No",814,2,60,36.4,8.883,"103"
+"645",67.17,"Yes",7,"Female","No","No","No",102.463,24.65,"No",-0.0151773023214498,2,0,0,0,8,0,"No","No","Never","No","Vocational","No","[0-1000]","No","No","Yes","Yes","No","No","No","No","No","No","No","No","No",815,0,58,37.7,9.433,"103"
+"646",66.42,"No",2,"Female","Yes","No","No",85.7192,22.1,"Yes",0.562924288369007,1,0,0,1,8,0,"No","No","Never","No","Vocational","No","(3000-inf]","No","No","No","No","No","No","No","No","No","No","No","No","No",816,0,66,37,9.65,"103"
+"647",66.42,"No",8,"Female","Yes","No","No",112.619,19.04,"Yes",-0.0596112886687526,1,0,0,3,6,0,"No","No","Active","No","Vocational","No","(3000-inf]","No","No","No","No","No","No","No","No","No","No","No","No","No",817,0,79,36.5,8.833,"103"
+"648",69.5,"Yes",7,"Female","No","No","Yes",82.2758,22.86,"Yes",-0.213800706276604,1,0,0,1,7,0,"No","No","Never","No","Baccalaureat","No","(1000-2000]","Yes","No","No","Yes","No","No","No","No","No","No","No","No","No",818,0,61,36.3,9.05,"103"
+"649",64,"No",1,"Female","Yes","No","No",91.9136,23.79,"No",0.305790620613521,1,0,0,1,9,3,"No","No","Never","No","UpToPrimary","No","(3000-inf]","Yes","No","No","Yes","No","Yes","No","No","No","No","No","Yes","No",819,1,54,36,9.433,"103"
+"650",65.67,"No",1,"Female","No","No","No",84.4635,21.63,"No",-0.0717601782483476,1,0,0,1,8,0,"No","No","Ex","No","Baccalaureat","No","(2000-3000]","No","No","No","No","Yes","No","No","No","Yes","No","Yes","Yes","No",820,0,64,36.1,9.333,"103"
+"651",60.67,"No",2,"Female","No","No","Yes",91.8278,20.06,"No",0.0385920661730008,1,0,0,1,8,0,"No","No","Never","No","UpToPrimary","No","(1000-2000]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","No",821,0,52,36.4,9.017,"103"
+"652",61,"No",4,"Female","Yes","Yes","Yes",85.3228,23.24,"No",0.0520290000040101,2,0,0,1,8,3,"No","No","Never","No","PhD","No","(2000-3000]","No","No","Yes","Yes","No","No","No","No","No","No","No","Yes","Yes",822,0,79,36.5,9.6,"108"
+"653",63.83,"No",1.25,"Female","No","No","No",97.4944,24.14,"Yes",0.448097046804047,1,0,3,1,8,0,"No","No","Never","No","Vocational","No","[0-1000]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","Yes","Yes",823,1,62,36.3,9.35,"108"
+"654",64.67,"No",5,"Female","No","No","No",112.047,23.24,"No",-0.0253058652647702,2,0,3,3,7,3,"No","Yes","Ex","No","Bachelor","No","(1000-2000]","Yes","No","Yes","Yes","No","Yes","No","No","No","Yes","No","No","No",824,1,53,36.2,8.533,"109"
+"655",62.17,"No",0,"Female","Yes","Yes","No",67.2284,18.59,"No",0.25915449279966,0,0,0,1,9,0,"No","Yes","Never","No","Vocational","No","(3000-inf]","No","No","No","No","Yes","Yes","No","No","No","Yes","No","No","No",825,0,64,36.8,9.017,"110"
+"656",64.5,"No",1,"Female","Yes","No","No",83.0481,24.74,"Yes",0.320754556475646,2,0,0,1,7,0,"No","No","Never","No","Vocational","No","(2000-3000]","No","No","No","No","No","Yes","No","No","No","No","No","Yes","Yes",826,0,67,36.3,9.333,"110"
+"657",61.83,"No",0,"Female","Yes","No","No",92.2884,20.17,"Yes",0.168112231978379,1,0,0,1,7.84613333333333,0,"No","No","Never","No","UpToPrimary","No","(2000-3000]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","No",827,0,76,36.4,9.5,"136"
+"658",60.5,"Yes",0,"Female","No","No","Yes",50.9851,21.61,"Yes",0.382597481131968,2,14,0,1,7.5,0,"No","Yes","Ex","No","Baccalaureat","No","(1000-2000]","No","No","No","No","No","No","No","No","No","No","No","No","No",828,0,62,36.2,9.833,"157"
+"659",66.17,"No",1,"Female","Yes","No","No",114.174,27.29,"No",-0.236448258186645,1,0,0,1,9,0,"No","Yes","Never","No","Vocational","No","(2000-3000]","Yes","No","No","No","No","Yes","No","No","No","No","No","No","No",829,0,55,36.2,9.583,"157"
+"660",61.17,"No",4,"Female","Yes","No","Yes",88.747,22.2,"Yes",-0.0853989859191367,2,0,0,2,8.5,0,"No","Yes","Never","No","Bachelor","No","(2000-3000]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","Yes",830,1,61,36,9.217,"159"
+"661",62.25,"No",2,"Female","Yes","No","No",73.402,24.14,"No",-0.168651342944738,2,0,0,1,8,0,"No","No","Never","No","Baccalaureat","No","(3000-inf]","No","No","No","No","No","No","No","No","Yes","No","Yes","No","No",831,0,57,36.9,9.3,"171"
+"662",61.92,"No",7.5,"Female","Yes","No","No",76.52,24.38,"No",0.247702910742465,1,0,0,0,8,0,"No","No","Never","No","Bachelor","No","(3000-inf]","No","No","Yes","No","No","Yes","Yes","No","No","No","No","Yes","No",832,0,52,36,9.083,"171"
+"663",62.75,"Yes",0,"Female","Yes","No","No",92.4217,30.02,"Yes",0.477746138974093,2,0,0,0,8,0,"No","No","Never","No","Vocational","No","[0-1000]","No","No","No","Yes","No","Yes","No","No","No","No","No","No","No",833,0,62,36.6,9.417,"171"
+"664",64.17,"No",0,"Female","No","No","Yes",93.6383,30.73,"Yes",-0.103288126561478,3,3,0,2,8,0,"No","No","Never","No","PhD","No","[0-1000]","Yes","No","No","Yes","No","No","No","No","No","No","No","No","No",834,0,54,36.3,9.267,"172"
+"665",64.42,"No",2,"Female","Yes","No","No",119.323,23.23,"Yes",0.301453904415942,2,0,0,1,8.5,0,"No","No","Ex","No","Vocational","No","(2000-3000]","No","No","No","No","No","No","No","No","No","No","No","No","No",835,0,80,36.4,9.117,"179"
+"666",62.83,"No",4,"Female","No","No","No",77.5941,23.66,"Yes",0.0593562888968239,2,0,0,1,7,0,"No","Yes","Never","No","Baccalaureat","Past","(1000-2000]","Yes","Yes","Yes","Yes","No","Yes","No","No","No","No","No","No","No",836,0,49,36.6,8.8,"185"
+"667",67.5,"Yes",2,"Female","No","No","Yes",105.198,21.63,"No",0.0453024936810239,2,0,0,2,6,3,"No","No","Never","No","Bachelor","No","[0-1000]","Yes","Yes","Yes","No","No","Yes","No","No","No","No","No","No","No",837,0,54,36.4,9.267,"185"
+"668",66.33,"No",0.5,"Female","Yes","No","No",107.144,22.86,"Yes",-0.201148743140159,0,0,0,1,8,0,"No","No","Never","No","Vocational","No","(3000-inf]","Yes","No","No","Yes","No","No","No","No","No","No","No","No","No",838,0,61,36.2,8.75,"185"
+"669",63.25,"No",0.666,"Female","Yes","No","No",74.9987,23.83,"Yes",-0.187163096923384,1,0,0,1,9,3,"No","No","Never","No","Vocational","No","(3000-inf]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",839,0,57,36.6,9.533,"185"
+"670",68.08,"No",3.75,"Female","No","No","No",80.436,30.75,"Yes",0.354275507617206,3,0,0,1,8,0,"No","Yes","Never","No","Baccalaureat","No","(1000-2000]","Yes","No","Yes","Yes","No","Yes","No","No","No","No","No","No","Yes",840,0,70,36.6,8.55,"186"
+"671",64.17,"No",0,"Female","No","No","Yes",87.0103,25.47,"No",0.122197126757014,2,0,0,1,6,3,"No","Yes","Ex","No","Vocational","No","(1000-2000]","Yes","No","Yes","Yes","No","No","No","No","No","Yes","No","Yes","No",842,1,64,36.4,9.55,"186"
+"672",63.17,"No",8,"Female","No","No","No",99.2138,21.56,"No",0.126674429111759,0,0,0,1,7,0,"No","No","Ex","No","Baccalaureat","No","(1000-2000]","No","Yes","No","Yes","No","No","No","No","No","No","No","No","No",843,1,62,36.6,9.8,"186"
+"673",63.17,"No",9,"Female","No","No","No",93.9457,19.11,"No",0.413132928685471,1,0,3,3,7.5,3,"No","No","Never","No","UpToPrimary","No","(1000-2000]","No","No","No","No","No","No","No","No","No","No","No","No","No",844,0,37,36,9.55,"187"
+"674",65.67,"Yes",8,"Female","No","No","No",97.859,27.99,"No",0.362912545500339,1,0,0,1,7,0,"No","No","Never","No","UpToPrimary","No","(2000-3000]","Yes","No","No","No","No","No","No","No","No","No","No","No","No",845,0,59,36,8.8,"192"
+"675",63.08,"No",4,"Female","Yes","No","Yes",94.9255,21.51,"Yes",0.479011960718083,1,0,0,1,8,0,"No","Yes","Never","No","Vocational","No","(2000-3000]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","Yes",846,0,47,36.3,9.05,"192"
+"676",62.92,"No",6,"Female","No","No","No",103.295,29.17,"Yes",0.554657204244698,3,0,3,0,8,0,"No","No","Never","No","Vocational","Past","(1000-2000]","Yes","Yes","No","No","No","Yes","No","No","No","No","Yes","No","No",847,0,62,36.7,9.3,"192"
+"677",68.92,"Yes",0,"Female","No","No","No",84.6294,28.08,"Yes",0.349902751816464,3,0,0,3,6.5,3,"No","No","Ex","No","Vocational","No","(1000-2000]","No","No","No","No","No","Yes","No","No","No","No","No","Yes","No",848,2,57,36,9.8,"192"
+"678",63.5,"Yes",3,"Female","No","No","No",80.6118,28.04,"Yes",0.326957491299447,3,0,0,1,7,0,"No","No","Ex","No","Baccalaureat","No","(1000-2000]","No","No","Yes","Yes","No","Yes","No","No","No","Yes","No","Yes","Yes",849,0,56,36.2,8.883,"192"
+"679",63.83,"Yes",3,"Female","No","No","Yes",86.8938,23.95,"Yes",0.299891608427892,0,0,0,0,8,3,"No","No","Never","No","Baccalaureat","No","(1000-2000]","Yes","No","Yes","No","No","Yes","No","No","No","No","No","No","No",850,0,62,36.3,9.05,"193"
+"680",63.58,"No",6,"Female","Yes","Yes","No",96.924,26.44,"Yes",0.238138096573931,1,0,0,1,6,0,"No","Yes","Ex","No","UpToPrimary","No","(2000-3000]","No","Yes","No","No","No","No","No","No","Yes","No","Yes","No","No",852,0,57,37,9.55,"193"
+"681",69.25,"Yes",14,"Female","Yes","No","No",92.1090465000002,29.55,"No",-0.0933780396688158,1,3,0,1,8,0,"No","Yes","Never","No","Baccalaureat","No","(2000-3000]","No","No","No","Yes","No","Yes","No","No","No","No","No","No","No",853,1,65,36.1,9.8,"193"
+"682",61.58,"No",2.25,"Female","Yes","No","No",99.4079,24.91,"No",0.369274155884209,1,0,0,1,7.72778333333333,3,"No","Yes","Never","No","UpToPrimary","No","(2000-3000]","No","No","Yes","Yes","No","No","No","No","No","No","No","No","Yes",855,0,47,36.1,8.583,"194"
+"683",62.08,"No",4.5,"Female","No","No","No",105.094,22.31,"Yes",0.308065449538584,1,0,0,1,8,0,"No","No","Never","No","UpToPrimary","No","[0-1000]","No","No","No","No","No","Yes","No","No","No","No","No","No","No",856,0,55,36,8.55,"199"
+"684",66.17,"Yes",4,"Female","No","Yes","Yes",88.6081,27.33,"No",0.306990462648383,1,3,0,1,6,3,"No","Yes","Never","No","Bachelor","No","(1000-2000]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","Yes","No",860,5.66666666666667,55,36.2,8.883,"199"
+"685",60.5,"No",3,"Female","No","No","Yes",107.974,19.57,"No",0.347060198624138,1,0,0,2,6,0,"No","No","Never","No","Vocational","No","(1000-2000]","Yes","No","Yes","No","No","No","Yes","No","No","No","No","Yes","No",861,0,65,36.2,9.1,"199"
+"686",62.17,"Yes",3,"Female","No","No","No",103.991,20.32,"No",0.504604039238707,1,0,3,2,9.5,3,"No","No","Never","No","Vocational","No","(1000-2000]","Yes","No","Yes","Yes","No","Yes","No","No","No","No","No","No","Yes",862,0,49,36.6,9.75,"199"
+"687",61.33,"Yes",1.25,"Female","No","No","No",83.8143,31.16,"Yes",0.375088922224381,3,0,0,1,8,0,"No","No","Never","No","UpToPrimary","No","(1000-2000]","No","No","Yes","No","No","No","No","Yes","No","No","No","Yes","No",864,0,66,36.9,8.867,"200"
+"688",69.75,"Yes",1.75,"Female","No","No","Yes",80.1346,23.24,"Yes",0.155229194321383,1,0,0,1,8,0,"No","No","Never","No","Baccalaureat","No","(1000-2000]","No","No","Yes","No","Yes","Yes","No","No","No","No","No","No","No",865,0,60,36.1,9.083,"200"
+"689",68.75,"No",1.334,"Female","Yes","No","Yes",81.4182,29.47,"No",0.15675303617216,2,3,0,0,8,3,"No","No","Active","No","Vocational","No","(3000-inf]","No","No","No","No","Yes","No","Yes","No","Yes","Yes","Yes","Yes","No",867,0,61,36.5,9.4,"200"
+"690",65.25,"No",4,"Female","No","No","No",89.658,21.6,"Yes",0.26486354062439,1,0,0,1,7,0,"No","Yes","Never","No","Vocational","No","(2000-3000]","No","No","No","No","Yes","No","No","No","No","No","No","Yes","No",868,0,59,37,9.683,"207"
+"691",63.67,"No",3,"Female","No","No","No",94.5827,24.16,"Yes",0.327511881907511,1,0,0,1,7.5,0,"No","No","Ex","No","Baccalaureat","Current","(1000-2000]","Yes","Yes","Yes","Yes","No","No","No","No","No","No","No","No","Yes",870,0,70,36.3,9.317,"208"
+"692",62.92,"No",1,"Female","Yes","No","Yes",104.824,21.09,"No",0.206871593646704,0,0,0,1,8,0,"No","Yes","Never","No","Vocational","No","(3000-inf]","Yes","No","No","No","No","No","No","No","No","No","No","No","Yes",871,1,55,36.8,8.917,"208"
+"693",62,"No",4,"Female","Yes","No","Yes",73.2233,29.33,"Yes",0.688428358587481,3,0,0,2,8.5,0,"No","Yes","Ex","No","Vocational","Past","(1000-2000]","No","No","Yes","No","No","Yes","No","No","No","No","No","Yes","Yes",873,0,52,36.9,9.317,"214"
+"694",64.67,"No",3,"Female","Yes","No","No",81.2663,29.27,"No",0.414893227228611,2,0,0,1,7,0,"No","No","Never","No","Vocational","No","(3000-inf]","No","No","No","No","No","No","No","No","No","No","No","No","No",874,0,62,36,9.617,"214"
+"695",66.17,"Yes",6,"Female","No","No","Yes",103.521,22.67,"Yes",0.527849265710048,2,0,0,1,7,0,"No","No","Ex","No","Baccalaureat","No","[0-1000]","Yes","No","Yes","Yes","Yes","No","No","No","No","No","No","Yes","Yes",875,2,55,36.4,9.8,"215"
+"696",60,"No",3,"Female","Yes","No","Yes",97.9789,24.16,"No",0.557688916890924,1,0,0,1,8,0,"No","No","Never","No","Baccalaureat","No","(3000-inf]","No","Yes","Yes","No","Yes","No","Yes","No","Yes","No","No","Yes","Yes",876,0,58,36.9,8.917,"215"
+"697",61.08,"Yes",4,"Female","No","No","Yes",108.991,25.72,"Yes",0.188074917950465,2,3,0,3,5,0,"No","Yes","Ex","No","Baccalaureat","No","[0-1000]","Yes","No","No","Yes","No","No","Yes","No","No","No","No","No","No",877,0,65,36.4,8.783,"220"
+"698",61.75,"No",4.5,"Female","Yes","No","Yes",79.7577,23.5,"No",0.356629841941175,2,0,0,1,7,0,"No","No","Never","No","Vocational","No","(2000-3000]","Yes","Yes","Yes","No","No","Yes","No","No","No","No","No","Yes","No",878,0,63,36.2,8.55,"228"
+"699",64.5,"Yes",1,"Female","No","No","No",89.1415,26.29,"Yes",0.276826730482552,1,0,0,1,6,0,"No","Yes","Ex","No","UpToPrimary","No","(1000-2000]","No","No","Yes","Yes","No","No","No","No","No","Yes","No","No","No",879,0,58,36.4,8.55,"229"
+"700",69.5,"No",1,"Female","No","No","Yes",110.274,28.04,"No",-0.408207495910174,1,0,0,3,6,0,"No","No","Never","No","Baccalaureat","No","(1000-2000]","Yes","No","Yes","No","No","No","No","No","No","No","No","Yes","No",880,2,52,35.9,8.8,"229"
+"701",64.25,"No",4,"Female","No","No","No",97.8166,27.53,"Yes",0.205639381810014,2,0,0,1,7,3,"No","Yes","Ex","No","Vocational","No","(1000-2000]","No","No","Yes","Yes","No","Yes","No","No","Yes","No","Yes","Yes","No",881,2,80,36.6,9.3,"229"
+"702",61.42,"No",1.834,"Female","Yes","No","No",97.2832,28.51,"Yes",0.171466720405868,1,3,0,0,8,3,"No","Yes","Never","No","Vocational","No","(1000-2000]","Yes","No","Yes","No","No","No","No","No","No","No","No","Yes","Yes",882,1,57,36.3,9.383,"248"
+"703",61,"No",4,"Female","No","No","No",105.925,25.1,"No",0.17289286335486,1,0,0,1,7.5,0,"No","Yes","Never","No","Vocational","No","(1000-2000]","Yes","No","No","No","No","Yes","No","No","No","No","No","No","No",884,0,55,36.4,9.567,"257"
+"704",65.17,"No",4,"Female","No","No","Yes",106.385,23.3,"Yes",0.089731428380933,1,0,0,2,8,0,"No","No","Active","No","UpToPrimary","No","(2000-3000]","No","No","No","No","No","No","No","No","No","No","No","No","No",885,0,57,36.4,9.567,"270"
+"705",64.67,"No",2.331,"Female","Yes","No","No",88.9417,22.94,"Yes",0.0824321896394336,0,0,0,2,7,0,"No","No","Ex","No","Vocational","No","(3000-inf]","Yes","Yes","Yes","No","No","No","No","No","No","No","No","No","No",887,0,62,36.3,9.317,"270"
+"706",61,"No",3,"Female","Yes","No","No",84.1529,23.83,"Yes",0.0916366414125091,1,0,0,1,9,0,"No","Yes","Ex","No","Vocational","No","(2000-3000]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","Yes","No",888,0,54,36.1,9.167,"278"
+"707",65.08,"No",2,"Female","No","No","Yes",80.8219,21.71,"Yes",0.1500702214323,2,0,0,0,5,0,"No","Yes","Ex","No","PhD","No","(2000-3000]","No","No","No","No","No","No","No","No","No","No","No","Yes","No",889,2,61,36,9.283,"292"
+"708",60.58,"Yes",7,"Female","No","No","No",80.2174,24.14,"No",-0.164241986239886,1,3,0,2,5,3,"No","Yes","Active","No","Vocational","No","[0-1000]","Yes","No","No","No","No","No","No","No","No","No","No","Yes","No",890,3,49,36.9,9.267,"292"
+"709",68.75,"No",4,"Female","No","No","No",111.509,26.98,"No",0.300104980443347,2,0,0,1,7,8,"No","No","Never","No","UpToPrimary","No","[0-1000]","No","No","No","Yes","No","No","No","No","No","No","No","No","No",891,5.33333333333333,64,36.1,9.167,"297"
+"710",66.5,"Yes",2,"Female","No","No","No",114.024,24.77,"Yes",-0.29369995698758,1,0,0,2,7,0,"No","No","Ex","No","Vocational","No","(1000-2000]","No","No","No","No","No","No","No","No","No","No","No","No","Yes",892,0,63,36.3,9.033,"298"
+"711",65.83,"No",3,"Female","No","No","No",150.107,23.3,"Yes",0.346459345308476,1,0,0,1,9,0,"No","No","Never","No","Baccalaureat","No","(2000-3000]","Yes","No","Yes","No","No","No","No","No","No","No","Yes","No","No",893,0,61,36.2,9.133,"299"
+"712",61.67,"No",3,"Female","No","No","No",89.1538,22.06,"No",0.238326628191671,0,0,8,2,6,0,"No","Yes","Never","No","Vocational","No","(1000-2000]","No","No","No","No","No","No","No","No","No","Yes","No","Yes","No",894,0,50,36.4,9.55,"305"
+"713",68.25,"No",1.169,"Female","No","No","No",94.8343,21.64,"Yes",-0.101526702455973,1,0,0,2,7,3,"No","No","Ex","No","PhD","No","(3000-inf]","Yes","Yes","Yes","No","No","No","No","No","No","No","No","No","No",895,0,50,36.4,9.133,"305"
+"714",66.58,"No",6,"Female","No","No","Yes",94.0836,25,"Yes",-0.123090110300296,2,3,0,3,8,3,"No","No","Ex","No","UpToPrimary","No","[0-1000]","Yes","No","Yes","Yes","No","Yes","No","No","No","No","No","No","No",896,1,52,36.3,9.05,"311"
+"715",66.75,"No",12,"Female","No","No","Yes",85.3768,26.5,"Yes",0.147373893698081,2,3,3,1,8,3,"No","No","Active","No","Baccalaureat","No","(2000-3000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",898,3,67,36.2,8.9,"313"
+"716",63.67,"No",2.5,"Female","Yes","No","No",99.0572,21.5,"No",0.157435219705977,1,0,0,1,7.5,0,"No","No","Never","No","Vocational","No","(1000-2000]","No","No","Yes","No","No","No","No","No","No","Yes","No","No","No",899,0,68,36.9,9.717,"318"
+"717",65.17,"No",5,"Female","Yes","No","Yes",81.9168,25.97,"No",0.252795365469707,0,0,0,0,9,0,"No","No","Never","No","Vocational","No","(2000-3000]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","No","Yes",900,0,62,36,9.583,"318"
+"718",62.33,"No",10,"Male","Yes","No","No",108.685,31.67,"No",0.00682747744471257,2,3,0,1,8,0,"No","Yes","Ex","No","Baccalaureat","No","(2000-3000]","No","No","No","No","No","No","No","No","No","Yes","No","Yes","No",901,0,55,36.4,8.55,"45"
+"719",68.17,"No",8,"Male","Yes","No","No",98.8235,27.33,"No",-0.0536446185659995,1,0,0,0,9,3,"No","No","Never","No","UpToPrimary","Past","(2000-3000]","No","No","No","No","No","Yes","No","No","No","Yes","No","No","No",902,0,55,36.1,8.883,"45"
+"720",66.83,"No",2,"Male","Yes","Yes","No",85.6364,21.79,"No",0.0572266701595745,0,0,0,0,8,0,"No","No","Never","No","Vocational","Current","(2000-3000]","No","No","Yes","No","No","Yes","No","No","No","No","No","No","No",903,0,50,36.3,9.217,"45"
+"721",63.5,"Yes",5.25,"Male","No","No","Yes",93.7845,23.92,"Yes",0.225258341079285,1,3,3,2,8,3,"Yes","Yes","Active","No","UpToPrimary","Current","(1000-2000]","Yes","No","No","No","No","No","No","No","No","No","No","No","No",904,3,47,36.3,9.55,"45"
+"722",66.92,"No",1.5,"Male","Yes","Yes","No",96.2489,26.36,"No",0.249409231142235,2,0,0,3,6.5,0,"No","No","Ex","No","Vocational","Past","(2000-3000]","Yes","No","No","No","No","No","No","No","No","Yes","No","Yes","No",905,0,57,36.5,9.7,"46"
+"723",68.25,"No",0,"Male","Yes","Yes","No",96.623,24.96,"No",0.251212532619953,3,0,0,0,8,0,"No","No","Never","No","Bachelor","No","(3000-inf]","No","No","No","No","No","Yes","No","No","No","No","No","No","No",906,0,50,36.4,9.783,"46"
+"724",67.33,"No",7.5,"Male","Yes","No","No",72.2535,21.15,"No",0.760688336087455,1,0,0,3,8,0,"No","No","Never","No","UpToPrimary","No","(2000-3000]","No","No","Yes","No","No","Yes","No","No","No","No","No","No","No",907,0,43,36.2,8.55,"101"
+"725",62.75,"Yes",4,"Male","No","No","Yes",92.8905,25.18,"No",0.0582112322547026,2,0,0,1,7,0,"No","No","Never","No","Vocational","No","(1000-2000]","Yes","No","Yes","No","No","No","No","No","No","No","No","Yes","No",908,0,60,36.2,8.883,"101"
+"726",62.92,"Yes",3,"Male","Yes","No","No",96.0626,32,"Yes",0.271315366730591,2,0,0,0,7.5,0,"No","Yes","Active","No","Baccalaureat","No","(2000-3000]","No","No","Yes","No","No","Yes","No","No","No","No","No","Yes","Yes",909,0,76,37,9.217,"101"
+"727",61.75,"No",0,"Male","Yes","No","Yes",96.2382,28.08,"Yes",0.524875904270001,3,0,0,0,8,14,"No","No","Active","Yes","PhD","No","(3000-inf]","Yes","No","Yes","No","No","No","No","No","No","No","Yes","No","No",910,5.33333333333333,67,36.4,9.55,"101"
+"728",67.25,"No",0,"Male","Yes","No","No",82.7914,27.06,"No",-0.0727880946617161,4,0,0,0,8,0,"No","No","Ex","No","Vocational","Past","(1000-2000]","Yes","No","No","No","No","No","No","No","No","No","No","No","No",912,0,54,36,9.167,"101"
+"729",65.25,"No",4,"Male","Yes","Yes","No",90.8429,22.06,"No",-0.192950567303484,0,0,0,1,6,0,"No","No","Never","No","Vocational","No","(3000-inf]","No","No","No","No","No","No","No","No","No","No","No","Yes","No",913,0,64,36.5,9.417,"101"
+"730",67.5,"No",2,"Male","Yes","No","No",92.6319,28.99,"Yes",0.329249062151367,1,0,3,1,7,0,"No","No","Ex","No","Baccalaureat","No","(3000-inf]","No","No","No","Yes","No","No","Yes","No","No","No","Yes","No","Yes",914,0,54,35.7,9.567,"101"
+"731",68.33,"No",9,"Male","Yes","No","No",96.7304,24.28,"No",-0.325188542653283,1,0,0,0,7,0,"No","No","Never","No","Vocational","Past","(1000-2000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",915,0,52,36,9.733,"101"
+"732",66.83,"Yes",1,"Male","Yes","No","No",82.3991,26.75,"Yes",0.0984864012430115,2,0,3,3,6,0,"No","No","Never","No","UpToPrimary","No","(2000-3000]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","No","No",916,0,74,36.6,8.55,"102"
+"733",68.58,"No",3,"Male","Yes","No","No",91.5034,24.15,"Yes",0.751223547475337,0,0,0,0,7,0,"No","No","Never","No","Baccalaureat","Past","(3000-inf]","No","No","No","No","No","Yes","No","No","No","Yes","No","Yes","Yes",917,0,56,36.4,8.883,"102"
+"734",63.33,"No",3,"Male","Yes","No","Yes",138.352,23.73,"No",0.545694383069144,0,0,0,0,6.5,0,"No","Yes","Ex","No","UpToPrimary","No","(1000-2000]","No","No","No","No","No","No","No","No","No","No","No","No","Yes",918,1,48,36.2,9.05,"110"
+"735",65.58,"No",0,"Male","Yes","No","Yes",80.6773,27.33,"No",-0.0544795866585713,1,0,0,1,8,0,"No","No","Ex","No","PhD","No","(3000-inf]","No","No","No","No","No","No","No","No","No","Yes","No","No","No",919,4.66666666666667,53,36.4,9.583,"143"
+"736",65.17,"No",9,"Male","Yes","No","No",102.237,26.21,"No",0.160263127434684,3,0,0,0,6,0,"No","No","Never","No","Baccalaureat","No","(2000-3000]","No","No","No","No","No","No","No","No","No","No","No","No","No",920,0,56,36.5,9.067,"144"
+"737",68.58,"No",7,"Male","Yes","No","No",92.747,29.76,"No",-0.219462510195994,2,0,0,2,8.5,0,"No","No","Never","No","Vocational","No","(2000-3000]","No","No","No","No","No","No","No","No","No","No","No","No","No",921,0,56,36.4,8.55,"158"
+"738",63.33,"No",6,"Male","Yes","No","No",66.2607,22.22,"No",0.0880628333268593,0,0,0,3,6.90955,0,"No","No","Never","No","Vocational","Past","(1000-2000]","Yes","No","No","No","No","No","No","No","No","No","No","No","No",922,0,44,36,9.45,"159"
+"739",61.33,"No",2,"Male","Yes","Yes","Yes",104.745,25.3,"Yes",0.361768616756803,1,0,0,1,9,3,"No","No","Never","No","Vocational","No","(3000-inf]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","Yes",923,0,44,36.4,9.017,"172"
+"740",64.33,"No",5,"Male","Yes","No","Yes",81.3964,25.05,"Yes",0.177784417075126,2,0,0,1,7,0,"No","No","Ex","No","UpToPrimary","No","(3000-inf]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","No","No",924,0,61,36,9.85,"180"
+"741",66.33,"No",10,"Male","Yes","No","No",100.333,21.63,"No",0.109615453618179,0,0,0,1,8,0,"No","No","Never","No","Vocational","Past","(1000-2000]","No","No","Yes","No","No","No","No","No","No","No","No","No","Yes",925,1,60,36,9.283,"180"
+"742",64.75,"No",0,"Male","Yes","No","Yes",105.511,26.6,"Yes",0.417834837388977,1,0,0,1,8,0,"No","No","Ex","No","Vocational","No","(2000-3000]","No","No","No","No","No","Yes","No","No","No","No","No","No","No",926,0,55,36,9,"180"
+"743",62.67,"No",4,"Male","Yes","No","No",82.5038,23.03,"Yes",0.167053591098431,1,0,0,0,9,0,"No","No","Ex","No","Baccalaureat","No","(3000-inf]","Yes","Yes","No","Yes","No","No","No","No","No","No","No","No","No",927,0,40,36,9.083,"186"
+"744",64.58,"No",2,"Male","Yes","No","No",88.5674,30.4,"No",0.526540358819835,2,0,0,2,8,0,"No","Yes","Never","No","UpToPrimary","No","(2000-3000]","No","No","Yes","No","No","Yes","No","No","No","No","No","No","Yes",928,0,61,36.6,9.433,"186"
+"745",60.83,"No",0.5,"Male","Yes","No","Yes",94.1921,23.04,"No",0.384078369827324,2,0,0,0,8.5,0,"No","No","Ex","No","Vocational","No","(2000-3000]","No","No","Yes","No","No","No","No","No","No","Yes","No","No","Yes",929,0,56,36.4,9.3,"186"
+"746",63.17,"No",2.331,"Male","No","No","Yes",82.4933,25.61,"Yes",0.459544293137441,1,0,0,1,7.5,0,"No","No","Ex","No","PhD","No","(2000-3000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",930,0,52,36.6,9.7,"186"
+"747",64.17,"Yes",4.5,"Male","Yes","No","No",142.418,23.35,"No",0.551475545458509,1,0,0,1,8,0,"No","No","Ex","No","Bachelor","No","(3000-inf]","Yes","No","Yes","No","No","Yes","No","No","Yes","Yes","No","Yes","No",931,0,56,36.2,9.483,"192"
+"748",62.08,"No",6,"Male","No","No","No",63.0584,22.49,"No",0.621513412066264,1,0,0,0,8,3,"No","No","Active","No","Vocational","Past","(1000-2000]","Yes","No","No","No","No","No","No","No","No","No","Yes","Yes","No",932,0,58,36,9.3,"192"
+"749",66.08,"No",2,"Male","Yes","No","Yes",83.0803,26.07,"No",0.100081713462123,0,0,0,1,8,0,"No","No","Active","No","UpToPrimary","Past","(1000-2000]","No","No","No","No","No","Yes","No","No","No","No","No","No","No",933,0,52,36.5,9.5,"193"
+"750",62.42,"No",0.333,"Male","Yes","No","Yes",102.374,26.17,"No",0.394744974426357,3,0,0,0,7,0,"No","No","Ex","Yes","PhD","No","(3000-inf]","Yes","Yes","Yes","Yes","No","No","No","No","Yes","No","No","Yes","Yes",934,0,55,36,10.1,"193"
+"751",60.5,"Yes",1,"Male","No","No","Yes",102.649,21.77,"No",0.551475545458509,0,0,0,2,8.5,0,"No","No","Ex","No","PhD","No","(2000-3000]","No","No","No","No","No","No","No","No","Yes","No","Yes","No","No",935,1,50,36.2,9.333,"193"
+"752",65.75,"No",3,"Male","Yes","No","No",106.885,21.46,"No",-0.0595535972828141,0,0,0,2,6,0,"No","No","Ex","No","Vocational","No","(3000-inf]","Yes","No","Yes","Yes","No","Yes","No","No","No","No","Yes","No","No",936,0,58,36.3,9.233,"193"
+"753",68.25,"No",10,"Male","No","No","No",100.977,22.4,"Yes",0.243362754856114,1,0,0,0,7.5,0,"No","No","Never","No","PhD","No","(2000-3000]","Yes","No","Yes","No","Yes","No","No","No","No","No","No","No","No",937,3,46,36.4,8.8,"194"
+"754",65.58,"No",2,"Male","Yes","No","No",81.0381,25.1,"No",0.3300464880109,2,0,0,1,8,0,"No","No","Never","Yes","Baccalaureat","No","(2000-3000]","No","No","No","Yes","No","No","No","No","No","No","No","No","No",940,1,47,36,9.3,"199"
+"755",62.67,"No",5,"Male","Yes","No","No",88.9609,20.28,"No",0.174633893654862,0,0,0,0,8.5,0,"No","Yes","Never","No","UpToPrimary","No","(1000-2000]","Yes","No","No","No","No","Yes","No","No","No","No","No","No","No",941,0,42,36.5,9.55,"199"
+"756",63.83,"No",3,"Male","No","Yes","No",88.9022,22.2,"Yes",0.354359437365637,0,0,0,1,7,0,"No","Yes","Ex","No","Baccalaureat","Past","(1000-2000]","No","No","Yes","Yes","No","No","No","No","No","No","No","No","No",942,0,62,36.4,9.55,"200"
+"757",67.67,"No",0.5,"Male","Yes","No","No",75.3639,29.98,"No",0.251375276645387,2,0,0,1,8.5,0,"No","Yes","Active","No","Vocational","No","(3000-inf]","No","No","No","Yes","No","No","Yes","No","Yes","Yes","Yes","Yes","No",943,0,55,36.5,9.833,"200"
+"758",62.67,"Yes",14,"Male","Yes","No","Yes",85.5287,26.86,"No",0.167272794008493,3,0,0,0,11,3,"No","No","Ex","No","PhD","No","(3000-inf]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",944,0,52,36.4,9.55,"201"
+"759",63.75,"No",6,"Male","No","No","No",90.423,26.47,"No",0.271689863472191,2,0,0,1,6,0,"No","No","Ex","No","Vocational","No","(2000-3000]","No","No","No","No","No","No","No","No","No","No","No","No","Yes",945,1,62,36.5,8.933,"201"
+"760",65.5,"No",8,"Male","Yes","Yes","Yes",99.2159,24.67,"No",0.386344078782504,1,0,0,1,9,0,"No","No","Never","No","Baccalaureat","No","(3000-inf]","No","No","No","No","No","No","No","No","No","No","Yes","No","No",946,0,54,36.6,9.8,"206"
+"761",61.92,"No",7,"Male","Yes","No","Yes",99.3111,27.17,"No",0.279684447453339,3,0,0,0,8,0,"No","No","Ex","No","Vocational","No","(3000-inf]","Yes","No","No","No","No","No","No","No","No","No","No","No","No",947,0,64,36.2,9.05,"214"
+"762",62.08,"No",0.5,"Male","No","No","No",86.365,25.3,"No",0.469415827912697,1,3,0,1,8,3,"No","No","Never","No","Vocational","Past","(1000-2000]","No","No","No","No","No","Yes","No","No","No","No","No","No","No",948,3,52,36.4,9.3,"214"
+"763",60.67,"No",4,"Male","Yes","No","Yes",106.484,31.57,"No",0.28349646111048,2,0,0,2,6.5,0,"No","No","Ex","No","Vocational","Past","(1000-2000]","No","No","Yes","No","No","Yes","No","No","No","No","Yes","Yes","No",950,0,74,36.7,9.55,"220"
+"764",64.42,"No",2.499,"Male","Yes","No","No",71.1987,27.21,"Yes",0.392279319788675,2,0,0,0,6.5,0,"No","No","Ex","No","UpToPrimary","Current","(3000-inf]","No","No","No","No","No","No","No","No","No","No","No","No","No",951,0,47,36.2,8.983,"220"
+"765",63.67,"No",1,"Male","No","No","Yes",94.4179,25.34,"No",0.347920742543396,0,0,0,2,8,0,"No","No","Never","No","UpToPrimary","Past","(1000-2000]","Yes","No","No","No","No","No","No","No","No","No","Yes","Yes","No",952,0,70,36.5,9.55,"227"
+"766",64.08,"No",3,"Male","Yes","No","No",87.898,26.72,"Yes",0.266138922965246,3,0,0,0,5.5,0,"No","No","Ex","No","Baccalaureat","No","(2000-3000]","Yes","No","No","Yes","No","Yes","No","No","No","No","Yes","No","Yes",953,0,57,36.6,9.05,"228"
+"767",65.92,"No",5,"Male","Yes","No","Yes",101.238,25.59,"No",0.302574613114024,0,0,0,2,8,0,"No","No","Never","No","Bachelor","No","(1000-2000]","Yes","Yes","Yes","No","No","No","No","No","No","No","No","Yes","No",954,0,54,36.6,9.017,"228"
+"768",63.17,"No",6.665,"Male","Yes","Yes","No",90.7789,22.2,"No",0.19281226861651,0,0,0,0,9,0,"No","No","Ex","No","UpToPrimary","No","(2000-3000]","Yes","No","Yes","Yes","Yes","No","No","No","No","No","No","No","No",955,0,54,36.1,8.883,"229"
+"769",65.83,"No",9,"Male","Yes","No","No",94,25.25,"No",0.282546589969968,1,0,0,1,7,0,"No","No","Never","No","Vocational","No","(2000-3000]","No","No","Yes","No","No","Yes","No","No","No","No","No","No","No",956,0,58,36.1,9.183,"256"
+"770",60.17,"No",7.5,"Male","Yes","No","No",92.3469,24.22,"Yes",-0.114148256524794,0,0,3,3,6.43955,3,"No","No","Ex","No","UpToPrimary","Past","(2000-3000]","No","No","No","No","No","No","No","No","No","No","No","No","No",957,2,50,36.1,8.717,"256"
+"771",69.17,"No",0.666,"Male","Yes","No","No",117.088,26.36,"No",0.472544874313636,2,0,0,2,7.5,0,"No","Yes","Ex","No","Vocational","Past","(2000-3000]","Yes","No","Yes","Yes","No","Yes","No","No","No","No","No","No","Yes",958,0,64,36.1,8.55,"257"
+"772",61.42,"No",0,"Male","Yes","No","No",84.0653,28.4,"No",0.261000873578505,2,0,0,1,8,0,"No","No","Ex","No","Vocational","No","(3000-inf]","No","No","No","Yes","No","No","No","No","No","No","No","No","No",959,0,54,36.2,8.8,"257"
+"773",62.33,"No",6,"Male","Yes","No","No",102.375,23.51,"No",0.336736562930217,1,0,0,0,7,0,"No","No","Never","No","UpToPrimary","No","(2000-3000]","No","No","No","Yes","No","No","Yes","No","Yes","No","Yes","No","Yes",961,0,61,36.4,9.55,"257"
+"774",67.58,"No",4,"Male","Yes","No","No",85.8427,26.56,"Yes",-0.0908074140212025,2,0,0,0,6,0,"No","No","Ex","No","UpToPrimary","No","(3000-inf]","No","No","No","No","No","No","No","No","No","No","No","No","No",962,0,67,36.1,9.45,"257"
+"775",63.92,"Yes",2.5,"Male","No","No","No",101.209,28.08,"Yes",0.197410605882813,2,0,3,2,7,3,"No","No","Never","No","Vocational","Past","(1000-2000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",963,4.66666666666667,62,36.9,9.05,"263"
+"776",64.75,"No",2,"Male","Yes","No","No",106.877,27.33,"No",0.0532717747344687,2,0,0,1,7,0,"No","No","Ex","No","Baccalaureat","Past","(3000-inf]","No","No","No","No","No","No","No","No","No","No","No","No","Yes",964,0,46,36.1,9.55,"263"
+"777",65.42,"No",6,"Male","Yes","No","Yes",81.6531,26.67,"Yes",0.376094675516774,1,0,0,1,8,3,"No","No","Never","No","Vocational","Past","(2000-3000]","Yes","No","Yes","No","No","No","No","No","No","No","No","Yes","No",965,0,59,36.3,9.217,"263"
+"778",64.25,"No",4.5,"Male","Yes","No","No",99.771,25.45,"Yes",0.250433334654193,1,0,0,1,7.5,0,"No","No","Never","No","Bachelor","No","(3000-inf]","Yes","No","No","No","No","No","No","No","No","No","No","No","No",966,0,62,36.7,9.467,"264"
+"779",60.83,"No",0,"Male","Yes","No","No",86.5582,28.05,"No",0.219707605680847,1,0,0,3,6,0,"No","No","Ex","No","Vocational","No","(3000-inf]","No","No","No","No","No","No","No","No","No","No","Yes","Yes","Yes",967,0,62,36.2,8.8,"269"
+"780",61.83,"No",4,"Male","Yes","No","No",96.4777,27.08,"Yes",0.259666974416283,1,0,0,1,8.33333333333333,0,"No","No","Never","No","PhD","Past","(3000-inf]","No","No","No","No","No","No","No","No","No","No","No","No","Yes",968,0,66,36.2,9.017,"269"
+"781",61.25,"No",1.5,"Male","Yes","Yes","No",81.3956,27.68,"No",0.107998985173669,0,0,0,2,8,0,"No","No","Never","No","Baccalaureat","Past","(3000-inf]","Yes","No","No","Yes","No","No","No","No","No","No","No","No","No",969,0,50,36,9.583,"271"
+"782",69.75,"Yes",6,"Male","No","No","No",115.165,28.08,"No",0.683536113024149,1,0,0,0,7,0,"No","No","Never","No","UpToPrimary","No","(1000-2000]","Yes","No","No","No","No","No","No","No","No","No","No","Yes","Yes",970,0,55,36,9.3,"276"
+"783",61,"No",3,"Male","Yes","No","No",113.121,22.65,"Yes",0.260644748522138,0,0,0,0,7.5,0,"No","No","Ex","No","Baccalaureat","No","(2000-3000]","No","No","No","No","No","No","No","No","No","No","No","Yes","No",971,0,43,36.2,9.25,"276"
+"784",65.33,"No",3,"Male","Yes","No","No",98.5571,22.27,"Yes",0.228904565484527,1,0,0,0,9,0,"No","No","Ex","No","Vocational","Past","(1000-2000]","No","No","No","No","No","No","No","No","No","Yes","No","No","No",972,0,57,36.2,9.05,"277"
+"785",60.58,"No",5,"Male","Yes","No","No",114.695,26.49,"No",0.20738361730958,2,0,0,1,7.5,0,"No","No","Ex","No","Vocational","No","(1000-2000]","No","No","No","Yes","No","Yes","No","No","No","No","No","No","No",973,0,55,36.2,9.8,"277"
+"786",62.33,"No",6,"Male","Yes","No","No",92.0425,24.02,"No",0.250987528997666,2,0,0,0,9,0,"No","No","Ex","No","Vocational","Past","(2000-3000]","No","No","No","Yes","No","No","No","No","No","No","No","No","No",975,0,46,36.5,9.817,"277"
+"787",61.75,"No",2.001,"Male","Yes","No","No",87.4625,31.97,"Yes",0.0769597860536667,3,0,0,1,7,0,"No","No","Ex","No","Baccalaureat","No","(3000-inf]","No","No","No","No","No","No","No","No","No","No","No","No","No",976,0,68,36.7,9.6,"278"
+"788",62.08,"No",4,"Male","Yes","No","Yes",85.604,29.33,"No",-0.214524891704084,1,0,0,3,7,0,"No","No","Never","No","Baccalaureat","No","(3000-inf]","No","No","No","No","No","No","Yes","No","Yes","No","Yes","Yes","Yes",977,0,41,36.3,8.8,"283"
+"789",64.67,"Yes",8,"Male","Yes","No","No",77.7701,24.03,"No",0.128029813585442,1,0,0,1,7,0,"No","Yes","Ex","No","UpToPrimary","No","(2000-3000]","No","No","No","No","No","No","No","No","No","No","No","No","No",978,0,59,36.4,9.683,"283"
+"790",64.17,"No",2.5,"Male","Yes","No","Yes",83.2369,23.73,"No",0.420056837324889,0,0,0,2,7,0,"No","No","Never","Yes","Vocational","Past","(2000-3000]","No","No","No","No","No","Yes","No","No","No","No","No","No","Yes",979,0,65,36.2,9.767,"283"
+"791",60.5,"No",12,"Male","Yes","Yes","Yes",81.7561,31.8,"No",-0.0914055732653986,3,0,0,0,8,3,"No","No","Ex","No","Vocational","Past","(3000-inf]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","No","No",980,0,50,36.4,8.567,"284"
+"792",63.25,"No",3,"Male","Yes","Yes","Yes",94.0127,26.06,"Yes",0.331406635999728,1,3,0,0,7.5,0,"No","No","Ex","Yes","Baccalaureat","No","(3000-inf]","Yes","No","Yes","Yes","No","No","Yes","No","No","No","Yes","Yes","Yes",982,0,74,36.2,9.25,"284"
+"793",63.25,"No",1,"Male","Yes","No","Yes",92.1677,27.35,"Yes",-0.0208198439375734,3,0,0,0,8,0,"No","No","Ex","Yes","Bachelor","No","(3000-inf]","No","No","Yes","No","No","No","No","No","No","No","Yes","Yes","No",983,0,56,36.1,9.667,"285"
+"794",60.33,"No",28,"Male","Yes","Yes","No",86.5848,24.53,"No",0.564110252302772,0,0,0,1,7,0,"No","Yes","Never","No","Vocational","Past","(2000-3000]","No","No","No","Yes","Yes","Yes","Yes","No","No","No","No","No","Yes",984,1,56,36.5,8.7,"290"
+"795",61.5,"No",4,"Male","Yes","No","No",85.6737,22.79,"No",0.0513578140994683,0,0,0,0,8,0,"No","No","Ex","No","Baccalaureat","Past","(3000-inf]","No","No","No","Yes","No","No","No","No","No","No","No","No","No",985,0,41,36.5,9.383,"290"
+"796",65.75,"No",2.5,"Male","No","No","No",105.881,28.51,"No",0.585341434223613,0,0,0,1,10,0,"No","No","Never","No","Vocational","No","(1000-2000]","Yes","No","Yes","Yes","Yes","Yes","No","No","No","No","No","Yes","No",986,1,50,36.3,9.3,"299"
+"797",60.92,"No",9,"Male","Yes","Yes","No",82.4382,19.59,"No",0.157778958944774,0,0,0,0,8,0,"No","No","Never","Yes","PhD","No","(3000-inf]","Yes","No","Yes","No","No","No","No","No","No","No","Yes","No","No",987,0,40,36.4,8.8,"299"
+"798",64.08,"Yes",4,"Male","Yes","No","No",75.8166,28.72,"Yes",0.278131649961477,1,3,0,1,7,0,"No","Yes","Ex","No","PhD","Past","(3000-inf]","Yes","No","Yes","No","No","No","No","No","No","No","No","No","No",988,0,50,36,9.133,"304"
+"799",60.67,"No",8,"Male","Yes","Yes","No",108.883,21.14,"Yes",0.33750450265555,1,0,0,0,7,0,"No","No","Never","Yes","Vocational","Current","(3000-inf]","No","No","No","No","Yes","No","No","No","No","No","No","No","Yes",989,0,47,36.3,9.417,"304"
+"800",63.33,"No",1,"Male","No","No","No",82.5901,23.14,"Yes",0.00507952552927497,1,0,0,1,10,0,"No","No","Never","Yes","Vocational","No","(2000-3000]","No","No","Yes","No","No","No","No","No","No","No","No","No","No",991,0,59,36,9.3,"305"
+"801",64.67,"No",0,"Male","Yes","No","Yes",64.1644,25.05,"No",-0.430491288420218,1,0,0,3,7,3,"No","No","Never","No","UpToPrimary","No","(2000-3000]","No","No","No","No","No","No","No","No","No","No","No","No","No",992,0,51,36.3,9.333,"305"
+"802",64.25,"Yes",8,"Male","Yes","No","No",85.42,26.17,"No",-0.0290517970578225,1,0,0,0,7.11666666666667,0,"No","No","Ex","No","Vocational","Past","[0-1000]","Yes","No","Yes","Yes","No","Yes","No","No","No","No","No","No","No",993,0,52,36.2,8.917,"306"
+"803",66.75,"No",0,"Male","Yes","No","Yes",83.1704,24.5,"No",0.103372144121424,1,0,0,2,8,0,"No","No","Ex","No","Baccalaureat","No","(1000-2000]","Yes","No","Yes","No","No","No","No","No","No","No","No","Yes","No",994,0,64,36.2,9.55,"311"
+"804",61.5,"No",6,"Male","Yes","No","No",80.4239,28.25,"Yes",0.580076008629331,1,0,0,1,8,0,"No","No","Ex","No","Baccalaureat","Past","(2000-3000]","No","No","No","No","No","No","Yes","No","No","Yes","Yes","Yes","Yes",995,0,43,36.3,9.8,"311"
+"805",60.75,"No",5.25,"Male","Yes","No","No",92.1147,26.12,"No",0.193470544355574,1,0,0,1,7,0,"No","No","Never","No","Vocational","Past","(1000-2000]","Yes","No","Yes","Yes","No","No","No","No","No","No","No","No","No",996,0,47,36.2,9.083,"311"
+"806",63.08,"No",4.5,"Male","Yes","Yes","No",97.8815,22.86,"No",0.0280287236002435,0,0,0,1,7,0,"No","Yes","Never","No","Vocational","No","(3000-inf]","Yes","No","Yes","Yes","No","No","No","No","No","Yes","Yes","Yes","No",997,0,50,36.4,9.3,"312"
+"807",65.67,"No",3,"Male","Yes","No","No",106.747,25.95,"No",-0.174815797105439,1,0,0,3,8,0,"No","No","Ex","No","Vocational","No","(1000-2000]","Yes","No","Yes","Yes","No","Yes","No","No","No","No","No","No","No",998,0,68,36.2,9.3,"318"
+"808",68.5,"Yes",0,"Male","Yes","No","Yes",87.3355,22.57,"No",0.294595885658571,1,0,3,1,7,0,"No","No","Never","No","Vocational","No","(3000-inf]","No","No","No","No","No","Yes","No","No","No","No","No","No","No",999,0,47,36.1,8.8,"319"
+"809",62.67,"No",5,"Male","Yes","No","No",84.0211,26.39,"Yes",0.198225704269932,2,0,0,1,7,0,"No","No","Ex","No","PhD","Past","(3000-inf]","No","No","No","Yes","Yes","No","No","No","No","No","No","No","No",1000,0,77,36.2,8.717,"319"
+"810",20.67,"Yes",0,"Female","No","No","Yes",68.1998,18.51,"No",0.0640173047833189,1,0,0,1,7,3,"No","Yes","Active","No","Bachelor","No","[0-1000]","No","No","No","No","No","No","No","No","No","No","No","No","No",5096,0,70,36.6,8.567,"335"
+"811",25,"Yes",2.5,"Male","No","No","Yes",97.0202,24.69,"No",0.345599547910832,1,0,0,1,10,3,"No","No","Never","Yes","PhD","No","(1000-2000]","No","No","Yes","No","No","No","No","Yes","No","No","No","Yes","Yes",5122,0,68,36.7,8.8,"227"
+"812",21.42,"Yes",6,"Male","No","No","Yes",73.0073,24.75,"No",0.2106707735603,0,0,0,3,7.5,0,"No","No","Never","Yes","PhD","Current","(3000-inf]","No","No","Yes","No","No","No","No","No","No","No","No","Yes","No",5167,0,44,36.6,8.55,"270"
+"813",38.33,"No",1.5,"Female","Yes","Yes","No",79.7187,23.53,"No",0.354790361121824,1,0,0,2,9,0,"No","Yes","Ex","Yes","Baccalaureat","No","(3000-inf]","Yes","Yes","Yes","No","No","No","No","No","No","No","No","Yes","No",5219,0,54,36.7,9.217,"229"
+"814",32.75,"Yes",2.5,"Female","No","No","No",86.6744,20.07,"No",0.252036549995393,0,0,0,1,8,3,"No","Yes","Never","No","Baccalaureat","No","(1000-2000]","No","No","No","Yes","No","No","No","No","No","No","No","Yes","No",5279,3,62,36.3,9.8,"278"
+"815",39.17,"No",4,"Male","No","Yes","Yes",98.9744,22.77,"Yes",0.264939890134124,0,0,0,2,7.5,0,"No","No","Never","Yes","PhD","No","(2000-3000]","No","No","No","Yes","No","No","No","Yes","No","No","No","No","No",5303,0,39,36.3,9.583,"277"
+"816",59,"No",0,"Male","Yes","Yes","Yes",84.6433,27.39,"Yes",0.281521851690932,1,0,0,0,8,0,"No","No","Never","No","Baccalaureat","No","(2000-3000]","No","No","No","No","Yes","No","No","No","No","No","No","No","No",5701,0,61,36.1,9.317,"241"
diff --git a/notebooks/SciPy.ipynb b/notebooks/SciPy.ipynb
index acc0383e3634202c3aad312bdfc59916f613ad00..ea9b18328c6c1b921aa1f146ebb97d4aa84fd5f0 100644
--- a/notebooks/SciPy.ipynb
+++ b/notebooks/SciPy.ipynb
@@ -79,12 +79,12 @@
    "source": [
     "Reminder about module loading:\n",
     "\n",
-    "how to access the example function `ttest_ind` (Student t test for independent samples)?"
+    "Example: how to access the `ttest_ind` function defined in the `scipy.stats` module?"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 78,
    "id": "898957c8",
    "metadata": {},
    "outputs": [
@@ -123,51 +123,107 @@
     "* [Statistical tests](https://docs.scipy.org/doc/scipy/reference/reference/stats.html#statistical-tests)\n",
     "* ...\n",
     "\n",
-    "`scipy.stats` features basic functionalities and we will occasionally mention the <img src=\"img/statsmodels-logo-v2-horizontal.svg\" width=\"7%\" /> library as we will hit `scipy.stats` limitations."
+    "`scipy.stats` features basic functionalities and we will occasionally mention the `statsmodels` and `pingouin` libraries as we will hit `scipy.stats` limitations."
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "91a5c5fe",
+   "id": "0d715671-e4ad-4d4d-b60f-9397e2b80b90",
    "metadata": {
+    "heading_collapsed": true,
     "tags": []
    },
    "source": [
-    "## Overview\n",
+    "## Overview"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5162d7b2-625a-4699-922e-92c5c2bfa769",
+   "metadata": {
+    "hidden": true,
+    "tags": []
+   },
+   "source": [
+    "We will merely review statistical tests:\n",
     "\n",
-    "* We will merely review statistical tests\n",
-    "    * Student $t$ tests\n",
-    "        * compare a sample against the population mean\n",
-    "        * compare two independent samples\n",
-    "        * compare paired samples\n",
-    "    * analyses of variance (one-way)\n",
-    "        * compare more than two groups\n",
-    "    * tests for other tests' assumptions\n",
-    "        * normality/sphericity tests\n",
-    "        * variance equality tests\n",
-    "    * $\\chi^2$ tests for discrete variables\n",
-    "        * goodness-of-fit test\n",
-    "        * homogeneity and independence tests\n",
-    "        \n",
-    "* Beforehands, we will have quick look at convenience functions for data exploration\n",
-    "    * fitting a normal distribution\n",
-    "    * kernel density estimation"
+    "* Student $t$ tests\n",
+    "    * compare a sample against the population mean\n",
+    "    * compare two independent samples\n",
+    "    * compare paired samples\n",
+    "* analyses of variance (one-way)\n",
+    "    * compare more than two groups\n",
+    "* tests for other tests' assumptions\n",
+    "    * normality tests\n",
+    "    * homoscedasticity tests\n",
+    "* $\\chi^2$ tests for discrete variables\n",
+    "    * goodness-of-fit test\n",
+    "    * homogeneity and independence tests\n",
+    "* correlation coefficients"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "35bcd5a9-fd6f-4914-96a7-734d240efd8e",
-   "metadata": {},
+   "id": "f1be90cf",
+   "metadata": {
+    "heading_collapsed": true
+   },
+   "source": [
+    "## What Python can do -- What Python cannot"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "01c6c854",
+   "metadata": {
+    "hidden": true
+   },
    "source": [
-    "## Workflows\n",
+    "### Experimental design\n",
+    "\n",
+    "Some vocabulary:\n",
     "\n",
-    "To find out whether an experimental condition (*treatment*) has an effect on a measurement, we collect *observations* for various groups that differ from one another in these experimental conditions, and we use a *statistical test* to determine whether there is *sufficient evidence* to conclude the treatment indeed has an effect.\n",
+    "| term  | description |\n",
+    "| --: | :-- |\n",
+    "| **treatment** | every procedure or experimental condition<br />that departs from a control condition<br />(and the control itself is a special-case treatment) |\n",
+    "| **population** | a set of individuals we want our conclusions to apply to |\n",
+    "| **sample** | a finite set of selected individuals<br />assumed to be representative of a population |\n",
+    "\n",
+    "Always good to get a reminder about [general considerations](https://www.coursera.org/learn/stanford-statistics/home/welcome), __prior to data collection__ and analysis.\n",
+    "\n",
+    "* Sampling from the population,\n",
+    "* identifying the sources of variability..."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "23c92344",
+   "metadata": {
+    "heading_collapsed": true,
+    "hidden": true
+   },
+   "source": [
+    "### Workflow"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "35bcd5a9-fd6f-4914-96a7-734d240efd8e",
+   "metadata": {
+    "hidden": true
+   },
+   "source": [
+    "To determine whether there is *sufficient evidence* to conclude the treatment has an effect, we use *statistical tests*.\n",
     "\n",
-    "However, because experimental designs are often complex and involve multiple treatments, many studies also involve multiple tests, that are usually carried out after a so-called *omnibus* test.\n",
+    "However, because experimental designs are often complex and involve multiple treatments and additional sources of variability, most studies also involve multiple tests, that are usually carried out after a so-called *omnibus* test.\n",
     "\n",
     "In addition, every statistical test makes various assumptions that in turn needs to be checked. As a consequence, every statistical analysis involves a series of tests and procedures.\n",
     "\n",
-    "<table style=\"text-align:center\"><tr><th>Example worflow: </th></tr><tr><td><img src=\"img/example_anova_workflow.png\" width=\"70%\" /></td></tr></table>\n",
+    "<table style=\"text-align:left;\"><tr><th>\n",
+    "Example worflow adapted from...?\n",
+    "</th></tr><tr><td>\n",
+    "<img src=\"img/example_anova_workflow.png\" width=\"70%\" />\n",
+    "</td></tr></table>\n",
     "\n",
     "Contrary to statistical software with a GUI, the tools featured in programming languages such as Python do not offer much guidance in following such a workflow.\n",
     "\n",
@@ -188,9 +244,12 @@
     "  }\n",
     "\n",
     "  subgraph cluster1 {\n",
-    "    color=none;\n",
-    "    node [style=filled];\n",
+    "    style=filled;\n",
+    "    color=lightgrey;\n",
+    "    node [style=filled,color=pink];\n",
     "    anova; robust_f; nonparam;\n",
+    "    label = \"*Omnibus test                              *\";\n",
+    "    fontsize = 20;\n",
     "  }\n",
     "\n",
     "  n0 -> nonparam [label=\"no\"];\n",
@@ -207,7 +266,7 @@
     "  robust_f -> H0_2;\n",
     "  nonparam -> H0_2;\n",
     "\n",
-    "  n0 [shape=diamond, label=<n<SUB>i</SUB>&ge;8>];\n",
+    "  n0 [shape=diamond, label=<n<SUB>i</SUB>&ge;20>];\n",
     "  normality [label=\"Normality test\"];\n",
     "  nonparam [label=\"Non-parametric\\nomnibus test;\\nK-W, Friedman\"];\n",
     "  H0_0 [shape=diamond, label=<H<SUB>0</SUB>>];\n",
@@ -225,19 +284,58 @@
   },
   {
    "cell_type": "markdown",
-   "id": "057c9475",
-   "metadata": {},
+   "id": "e4db04ef",
+   "metadata": {
+    "heading_collapsed": true,
+    "hidden": true
+   },
+   "source": [
+    "### Replicability"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "05a435dd",
+   "metadata": {
+    "hidden": true
+   },
+   "source": [
+    "Not covered: tools and resources to support code and data management practices, some of which are provided by the Python ecosystem."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d6b0c2ee-4f6b-49db-8c26-dd64aede72fb",
+   "metadata": {
+    "heading_collapsed": true
+   },
    "source": [
-    "## Data exploration\n",
+    "## Data exploration"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f911c720-5dbd-4e00-bb2b-329c4a3cd48e",
+   "metadata": {
+    "hidden": true
+   },
+   "source": [
+    "Each measurements or variables should be checked for undesirable properties, among others:\n",
+    "\n",
+    "* completeness (undefined values?)\n",
+    "* extreme values (outliers?)\n",
+    "* modes (multiple?)\n",
     "\n",
-    "Let us first load some data:"
+    "Let us import a few more libraries and load some example data:"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 4,
    "id": "65104f3d",
-   "metadata": {},
+   "metadata": {
+    "hidden": true
+   },
    "outputs": [
     {
      "data": {
@@ -957,1411 +1055,604 @@
   },
   {
    "cell_type": "markdown",
-   "id": "066f85d9",
+   "id": "ae8b5f34",
    "metadata": {
-    "jupyter": {
-     "source_hidden": true
-    },
-    "tags": []
+    "hidden": true
    },
    "source": [
-    "<div class=\"alert alert-block alert-info\">\n",
-    "[TODO] dataset curation to be moved to the practical session\n",
+    "<div class=\"alert alert-block alert-success\">\n",
+    "The most important datum in a dataset is the sample size $n$. Here $n=816$.\n",
     "</div>"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "52848e98",
+   "metadata": {
+    "heading_collapsed": true,
+    "hidden": true
+   },
+   "source": [
+    "### Outliers"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e1a2ea78-087a-4cd1-bdf1-ba67db7067de",
+   "metadata": {
+    "hidden": true
+   },
+   "source": [
+    "For example, undefined values are sometimes encoded as an otherwise-meaningless value:"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "911d3a75",
+   "id": "69922361-f828-44ad-bb36-402f355dd0cb",
    "metadata": {
-    "collapsed": true,
-    "jupyter": {
-     "outputs_hidden": true,
-     "source_hidden": true
-    },
-    "tags": []
+    "hidden": true
    },
    "outputs": [
     {
      "data": {
+      "image/png": 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\n",
       "text/plain": [
-       "{'OwnsHouse': ['No', 'Yes'],\n",
-       " 'Sex': ['Female', 'Male'],\n",
-       " 'LivesWithPartner': ['No', 'Yes'],\n",
-       " 'LivesWithKids': ['No', 'Yes'],\n",
-       " 'BornInCity': ['No', 'Yes'],\n",
-       " 'CMVPositiveSerology': ['No', 'Yes'],\n",
-       " 'UsesCannabis': ['No', 'Yes'],\n",
-       " 'RecentPersonalCrisis': ['No', 'Yes'],\n",
-       " 'Smoking': ['Active', 'Ex', 'Never'],\n",
-       " 'Employed': ['No', 'Yes'],\n",
-       " 'Education': ['Baccalaureat', 'Bachelor', 'PhD', 'UpToPrimary', 'Vocational'],\n",
-       " 'DustExposure': ['Current', 'No', 'Past'],\n",
-       " 'Income': ['(1000-2000]', '(2000-3000]', '(3000-inf]', '[0-1000]'],\n",
-       " 'HadMeasles': ['No', 'Yes'],\n",
-       " 'HadRubella': ['No', 'Yes'],\n",
-       " 'HadChickenPox': ['No', 'Yes'],\n",
-       " 'HadMumps': ['No', 'Yes'],\n",
-       " 'HadTonsillectomy': ['No', 'Yes'],\n",
-       " 'HadAppendicectomy': ['No', 'Yes'],\n",
-       " 'VaccineHepA': ['No', 'Yes'],\n",
-       " 'VaccineMMR': ['No', 'Yes'],\n",
-       " 'VaccineTyphoid': ['No', 'Yes'],\n",
-       " 'VaccineWhoopingCough': ['No', 'Yes'],\n",
-       " 'VaccineYellowFever': ['No', 'Yes'],\n",
-       " 'VaccineHepB': ['No', 'Yes'],\n",
-       " 'VaccineFlu': ['No', 'Yes']}"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "{ col: list(np.unique(dataframe[col])) for col in dataframe.columns if dataframe.dtypes[col].hasobject }"
+    "X = 'Age'\n",
+    "\n",
+    "x = dataframe[X]\n",
+    "x_noisy = x.copy()\n",
+    "x_noisy.name = f'{X} [corrupted]'\n",
+    "x_noisy.iloc[[\n",
+    "    29, 30, 73, 76, 82, 97, 112, 117, 136, 166, 196,\n",
+    "    209, 253, 260, 266, 339, 345, 355, 414, 446, 453,\n",
+    "    469, 486, 502, 505, 517, 579, 592, 614, 618, 623,\n",
+    "    630, 664, 669, 683, 718, 786, 797, 804, 810,\n",
+    "]] = 0\n",
+    "\n",
+    "sns.histplot(x=x_noisy)\n",
+    "sns.rugplot(x=x_noisy, color='r');"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "d49b3a46",
+   "id": "ac5a7020-b903-4196-8db6-31b90070d22b",
    "metadata": {
-    "collapsed": true,
-    "jupyter": {
-     "outputs_hidden": true,
-     "source_hidden": true
-    },
-    "tags": []
+    "hidden": 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",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Age</th>\n",
-       "      <th>OwnsHouse</th>\n",
-       "      <th>PhysicalActivity</th>\n",
-       "      <th>Sex</th>\n",
-       "      <th>LivesWithPartner</th>\n",
-       "      <th>LivesWithKids</th>\n",
-       "      <th>BornInCity</th>\n",
-       "      <th>Inbreeding</th>\n",
-       "      <th>BMI</th>\n",
-       "      <th>CMVPositiveSerology</th>\n",
-       "      <th>FluIgG</th>\n",
-       "      <th>MetabolicScore</th>\n",
-       "      <th>LowAppetite</th>\n",
-       "      <th>TroubleConcentrating</th>\n",
-       "      <th>TroubleSleeping</th>\n",
-       "      <th>HoursOfSleep</th>\n",
-       "      <th>Listless</th>\n",
-       "      <th>UsesCannabis</th>\n",
-       "      <th>RecentPersonalCrisis</th>\n",
-       "      <th>Smoking</th>\n",
-       "      <th>Employed</th>\n",
-       "      <th>Education</th>\n",
-       "      <th>DustExposure</th>\n",
-       "      <th>Income</th>\n",
-       "      <th>HadMeasles</th>\n",
-       "      <th>HadRubella</th>\n",
-       "      <th>HadChickenPox</th>\n",
-       "      <th>HadMumps</th>\n",
-       "      <th>HadTonsillectomy</th>\n",
-       "      <th>HadAppendicectomy</th>\n",
-       "      <th>VaccineHepA</th>\n",
-       "      <th>VaccineMMR</th>\n",
-       "      <th>VaccineTyphoid</th>\n",
-       "      <th>VaccineWhoopingCough</th>\n",
-       "      <th>VaccineYellowFever</th>\n",
-       "      <th>VaccineHepB</th>\n",
-       "      <th>VaccineFlu</th>\n",
-       "      <th>SUBJID</th>\n",
-       "      <th>DepressionScore</th>\n",
-       "      <th>HeartRate</th>\n",
-       "      <th>Temperature</th>\n",
-       "      <th>HourOfSampling</th>\n",
-       "      <th>DayOfSampling</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>22.33</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>94.9627</td>\n",
-       "      <td>20.13</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.464319</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>9.00</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>4</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>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>66</td>\n",
-       "      <td>36.8</td>\n",
-       "      <td>8.883</td>\n",
-       "      <td>40</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>28.83</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>79.1024</td>\n",
-       "      <td>21.33</td>\n",
-       "      <td>1</td>\n",
-       "      <td>-0.049817</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>7.05</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</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>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>66</td>\n",
-       "      <td>37.4</td>\n",
-       "      <td>9.350</td>\n",
-       "      <td>40</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>23.67</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>117.2540</td>\n",
-       "      <td>22.18</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.332944</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>6.50</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</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>4</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>62</td>\n",
-       "      <td>36.9</td>\n",
-       "      <td>8.667</td>\n",
-       "      <td>40</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>21.17</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.5</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>94.1796</td>\n",
-       "      <td>18.68</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.404886</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>10.00</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</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>5</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>64</td>\n",
-       "      <td>36.0</td>\n",
-       "      <td>9.883</td>\n",
-       "      <td>40</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>26.17</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.5</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>105.1250</td>\n",
-       "      <td>29.01</td>\n",
-       "      <td>0</td>\n",
-       "      <td>-0.303782</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>9.00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>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>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>67</td>\n",
-       "      <td>36.7</td>\n",
-       "      <td>8.550</td>\n",
-       "      <td>81</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>812</th>\n",
-       "      <td>21.42</td>\n",
-       "      <td>1</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>73.0073</td>\n",
-       "      <td>24.75</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.210671</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>7.50</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</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>5167</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>44</td>\n",
-       "      <td>36.6</td>\n",
-       "      <td>8.550</td>\n",
-       "      <td>270</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>813</th>\n",
-       "      <td>38.33</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1.5</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>79.7187</td>\n",
-       "      <td>23.53</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.354790</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>9.00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</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>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>5219</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>54</td>\n",
-       "      <td>36.7</td>\n",
-       "      <td>9.217</td>\n",
-       "      <td>229</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>814</th>\n",
-       "      <td>32.75</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2.5</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>86.6744</td>\n",
-       "      <td>20.07</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.252037</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>8.00</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</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>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>5279</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>62</td>\n",
-       "      <td>36.3</td>\n",
-       "      <td>9.800</td>\n",
-       "      <td>278</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>815</th>\n",
-       "      <td>39.17</td>\n",
-       "      <td>0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>98.9744</td>\n",
-       "      <td>22.77</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.264940</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>7.50</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</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>5303</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>39</td>\n",
-       "      <td>36.3</td>\n",
-       "      <td>9.583</td>\n",
-       "      <td>277</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>816</th>\n",
-       "      <td>59.00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>84.6433</td>\n",
-       "      <td>27.39</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.281522</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>8.00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</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>5701</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>61</td>\n",
-       "      <td>36.1</td>\n",
-       "      <td>9.317</td>\n",
-       "      <td>241</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>816 rows × 43 columns</p>\n",
-       "</div>"
-      ],
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 957.6x295.2 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Y = 'PhysicalActivity'\n",
+    "y = dataframe[Y].copy()\n",
+    "y[:] = np.log(1+y)\n",
+    "y.name = f'log( {Y} )'\n",
+    "_, axes = plt.subplots(1, 2, figsize=(13.3,4.1))\n",
+    "ax = axes[0]\n",
+    "sns.regplot(x=x_noisy, y=y, line_kws=dict(color='r'), ax=ax)\n",
+    "ax = axes[1]\n",
+    "sns.regplot(x=x, y=y, line_kws=dict(color='r'), ax=ax);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b4f4e471-ec89-46ef-8984-fbf7b5afe84f",
+   "metadata": {
+    "hidden": true
+   },
+   "source": [
+    "Outliers may incur large biases and strongly impact the outcome of the analyses."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "91a55884-2ca8-4cb0-9190-6c42bea7047b",
+   "metadata": {
+    "heading_collapsed": true,
+    "hidden": true
+   },
+   "source": [
+    "### Modes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4c483874-e9db-440a-b1c8-7dd47a06008a",
+   "metadata": {
+    "hidden": true
+   },
+   "source": [
+    "In many cases, we want the values for variables of interest to exhibit a single *mode*.\n",
+    "Otherwise, estimates of central tendency (=average, mean or median) may not be representative of the overall sample."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "578edd4a-bcb1-4f9e-a8ba-d3e63bbabb71",
+   "metadata": {
+    "hidden": true
+   },
+   "outputs": [
+    {
+     "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": [
+    "X = 'HoursOfSleep'\n",
+    "Y = 'Age'\n",
+    "\n",
+    "y = dataframe[Y][dataframe[X] > 8]\n",
+    "\n",
+    "sns.histplot(y, bins=20)\n",
+    "plt.axvline(y.mean(), linestyle=':', color='red');\n",
+    "plt.axvline(y.median(), linestyle=':', color='green');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c101eeb7-5580-4a75-889d-0fd2e965c7d6",
+   "metadata": {
+    "heading_collapsed": true,
+    "hidden": true
+   },
+   "source": [
+    "###  Another example"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "72a790bd",
+   "metadata": {
+    "hidden": true
+   },
+   "outputs": [],
+   "source": [
+    "X = 'HoursOfSleep' # variable\n",
+    "\n",
+    "x = dataframe[X] # measurements"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "d6ab1d43",
+   "metadata": {
+    "hidden": true
+   },
+   "outputs": [
+    {
+     "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": [
+    "sns.histplot(x=x, bins=10)\n",
+    "sns.rugplot(x=x, color='r');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "994df34d",
+   "metadata": {
+    "hidden": true
+   },
+   "source": [
+    "#### Fitting a normal distribution\n",
+    "\n",
+    "If $X$ follows a normal distribution:\n",
+    "\n",
+    "$X \\sim \\mathcal{N}(\\mu, \\sigma^2)$\n",
+    "\n",
+    "then we can use the **empirical mean** and **unbiased variance** as estimators for $\\mu$ and $\\sigma^2$ respectively.\n",
+    "\n",
+    "`scipy.stats` exposes the `norm` function to define a normal distribution:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "92b00d5d",
+   "metadata": {
+    "hidden": true
+   },
+   "outputs": [],
+   "source": [
+    "normal_distribution = stats.norm(x.mean(), x.var())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5eefc50c-44fa-403b-92c6-16aec1204d26",
+   "metadata": {
+    "hidden": true
+   },
+   "source": [
+    "If unsure about how to fit the distribution parameters to the data, you can alternatively use `fit`:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "4f114ad2-9cd2-431a-8b3e-2283006ef970",
+   "metadata": {
+    "hidden": true
+   },
+   "outputs": [],
+   "source": [
+    "normal_distribution = stats.norm(*stats.norm.fit(x))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cef7bb4e-38b9-4abc-97e4-419a9650173b",
+   "metadata": {
+    "hidden": true
+   },
+   "source": [
+    "The object returned by `norm` features several distribution-related functions, *e.g.* `pdf`:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "8e114e17-8edb-4674-9309-c6f566885c0a",
+   "metadata": {
+    "hidden": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
       "text/plain": [
-       "       Age  OwnsHouse  PhysicalActivity  Sex  LivesWithPartner  LivesWithKids  \\\n",
-       "1    22.33          1               3.0    1                 0              0   \n",
-       "2    28.83          1               0.0    1                 1              0   \n",
-       "3    23.67          1               0.0    1                 1              0   \n",
-       "4    21.17          0               0.5    1                 0              0   \n",
-       "5    26.17          1               1.5    1                 0              0   \n",
-       "..     ...        ...               ...  ...               ...            ...   \n",
-       "812  21.42          1               6.0    0                 0              0   \n",
-       "813  38.33          0               1.5    1                 1              1   \n",
-       "814  32.75          1               2.5    1                 0              0   \n",
-       "815  39.17          0               4.0    0                 0              1   \n",
-       "816  59.00          0               0.0    0                 1              1   \n",
-       "\n",
-       "     BornInCity  Inbreeding    BMI  CMVPositiveSerology    FluIgG  \\\n",
-       "1             1     94.9627  20.13                    0  0.464319   \n",
-       "2             1     79.1024  21.33                    1 -0.049817   \n",
-       "3             1    117.2540  22.18                    0  0.332944   \n",
-       "4             0     94.1796  18.68                    0  0.404886   \n",
-       "5             1    105.1250  29.01                    0 -0.303782   \n",
-       "..          ...         ...    ...                  ...       ...   \n",
-       "812           1     73.0073  24.75                    0  0.210671   \n",
-       "813           0     79.7187  23.53                    0  0.354790   \n",
-       "814           0     86.6744  20.07                    0  0.252037   \n",
-       "815           1     98.9744  22.77                    1  0.264940   \n",
-       "816           1     84.6433  27.39                    1  0.281522   \n",
-       "\n",
-       "     MetabolicScore  LowAppetite  TroubleConcentrating  TroubleSleeping  \\\n",
-       "1                 0            0                     0              1.0   \n",
-       "2                 1            0                     0              1.0   \n",
-       "3                 2            0                     0              1.0   \n",
-       "4                 0            0                     0              2.0   \n",
-       "5                 1            0                     0              1.0   \n",
-       "..              ...          ...                   ...              ...   \n",
-       "812               0            0                     0              3.0   \n",
-       "813               1            0                     0              2.0   \n",
-       "814               0            0                     0              1.0   \n",
-       "815               0            0                     0              2.0   \n",
-       "816               1            0                     0              0.0   \n",
-       "\n",
-       "     HoursOfSleep  Listless  UsesCannabis  RecentPersonalCrisis  Smoking  \\\n",
-       "1            9.00         3             0                     0        0   \n",
-       "2            7.05         3             0                     0        2   \n",
-       "3            6.50         3             1                     0        2   \n",
-       "4           10.00         3             0                     0        0   \n",
-       "5            9.00         0             0                     0        0   \n",
-       "..            ...       ...           ...                   ...      ...   \n",
-       "812          7.50         0             0                     0        0   \n",
-       "813          9.00         0             0                     1        1   \n",
-       "814          8.00         3             0                     1        0   \n",
-       "815          7.50         0             0                     0        0   \n",
-       "816          8.00         0             0                     0        0   \n",
-       "\n",
-       "     Employed  Education  DustExposure  Income  HadMeasles  HadRubella  \\\n",
-       "1           0          4             0       1           0           0   \n",
-       "2           1          2             0       2           0           0   \n",
-       "3           1          2             2       2           0           0   \n",
-       "4           0          4             0       3           0           0   \n",
-       "5           1          2             0       0           0           0   \n",
-       "..        ...        ...           ...     ...         ...         ...   \n",
-       "812         1          4             2       3           0           0   \n",
-       "813         1          2             0       3           1           1   \n",
-       "814         0          2             0       1           0           0   \n",
-       "815         1          4             0       2           0           0   \n",
-       "816         0          2             0       2           0           0   \n",
-       "\n",
-       "     HadChickenPox  HadMumps  HadTonsillectomy  HadAppendicectomy  \\\n",
-       "1                1         0                 0                  0   \n",
-       "2                1         0                 0                  0   \n",
-       "3                1         0                 0                  0   \n",
-       "4                1         0                 0                  0   \n",
-       "5                0         0                 0                  0   \n",
-       "..             ...       ...               ...                ...   \n",
-       "812              1         0                 0                  0   \n",
-       "813              1         0                 0                  0   \n",
-       "814              0         1                 0                  0   \n",
-       "815              0         1                 0                  0   \n",
-       "816              0         0                 1                  0   \n",
-       "\n",
-       "     VaccineHepA  VaccineMMR  VaccineTyphoid  VaccineWhoopingCough  \\\n",
-       "1              0           0               0                     1   \n",
-       "2              0           0               0                     1   \n",
-       "3              0           0               0                     0   \n",
-       "4              0           0               0                     0   \n",
-       "5              0           0               0                     1   \n",
-       "..           ...         ...             ...                   ...   \n",
-       "812            0           0               0                     0   \n",
-       "813            0           0               0                     0   \n",
-       "814            0           0               0                     0   \n",
-       "815            0           1               0                     0   \n",
-       "816            0           0               0                     0   \n",
-       "\n",
-       "     VaccineYellowFever  VaccineHepB  VaccineFlu  SUBJID  DepressionScore  \\\n",
-       "1                     0            1           0       2              0.0   \n",
-       "2                     0            1           0       3              0.0   \n",
-       "3                     0            1           0       4              0.0   \n",
-       "4                     0            1           0       5              1.0   \n",
-       "5                     0            1           0       8              0.0   \n",
-       "..                  ...          ...         ...     ...              ...   \n",
-       "812                   0            1           0    5167              0.0   \n",
-       "813                   0            1           0    5219              0.0   \n",
-       "814                   0            1           0    5279              3.0   \n",
-       "815                   0            0           0    5303              0.0   \n",
-       "816                   0            0           0    5701              0.0   \n",
-       "\n",
-       "     HeartRate  Temperature  HourOfSampling  DayOfSampling  \n",
-       "1           66         36.8           8.883             40  \n",
-       "2           66         37.4           9.350             40  \n",
-       "3           62         36.9           8.667             40  \n",
-       "4           64         36.0           9.883             40  \n",
-       "5           67         36.7           8.550             81  \n",
-       "..         ...          ...             ...            ...  \n",
-       "812         44         36.6           8.550            270  \n",
-       "813         54         36.7           9.217            229  \n",
-       "814         62         36.3           9.800            278  \n",
-       "815         39         36.3           9.583            277  \n",
-       "816         61         36.1           9.317            241  \n",
-       "\n",
-       "[816 rows x 43 columns]"
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.histplot(x=x, bins=10, stat='density')\n",
+    "sns.rugplot(x=x, color='r')\n",
+    "\n",
+    "grid = np.linspace(x.min(), x.max(), 100)\n",
+    "plt.plot(grid, normal_distribution.pdf(grid), 'g-');"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "6eaa04b5",
+   "metadata": {
+    "hidden": true,
+    "tags": []
+   },
+   "outputs": [
+    {
+     "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": [
+    "sns.histplot(x=x, bins=10, stat='density')\n",
+    "sns.rugplot(x=x, color='r')\n",
+    "sns.kdeplot(x, clip=(x.min(), x.max()), color='g', linestyle='-');"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "ddfe2b2f",
+   "metadata": {
+    "hidden": true,
+    "tags": []
+   },
+   "outputs": [
+    {
+     "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": [
+    "sns.histplot(x=x, stat='density')\n",
+    "sns.rugplot(x=x, color='r')\n",
+    "sns.kdeplot(x, clip=(x.min(), x.max()), color='g', linestyle='-');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cb8febd8",
+   "metadata": {
+    "hidden": true
+   },
+   "source": [
+    "We can check whether `HoursOfSleep` follows a normal distribution with the `normaltest` function:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "417bfc62",
+   "metadata": {
+    "hidden": true,
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "NormaltestResult(statistic=17.050178832107033, pvalue=0.00019842697373015917)"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "stats.normaltest(x)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "655b0fc0",
+   "metadata": {
+    "hidden": true,
+    "tags": []
+   },
+   "source": [
+    "...and with the `kstest` function:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "5b1b8872",
+   "metadata": {
+    "hidden": true,
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "KstestResult(statistic=0.17414497571515752, pvalue=4.115192819897108e-22)"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "stats.kstest(x, normal_distribution.cdf)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ddeacee0-2062-476d-b7ec-9e0f036d6c4b",
+   "metadata": {
+    "heading_collapsed": true
+   },
+   "source": [
+    "## Statistical testing"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5f2fcb2e-1097-4bb7-ba77-fceaa3b55702",
+   "metadata": {
+    "hidden": true
+   },
+   "source": [
+    "\n",
+    "> What did we do?\n",
+    "\n",
+    "We compared our **observations** `x` with some **expectation**.\n",
+    "\n",
+    "We actually formulated a so-called *null hypothesis*, denoted $H_0$, that models the situation such that \"nothing is going on\", *i.e.* the observations meet the expectation.\n",
+    "\n",
+    "We also implicitly defined an alternative hypothesis, usually denoted $H_1$ or $H_A$, that can simply be the opposite of $H_0$.\n",
+    "\n",
+    "For example:\n",
+    "\n",
+    "$$\n",
+    "\\left\\{\n",
+    "\\begin{array}{ l l l }\n",
+    "H_0: & X \\sim \\mathcal{N}(\\mu, \\sigma^2) & \\mbox{with } \\mu \\mbox{ assumed to be } \\bar{x} \\mbox{ and } \\sigma^2 \\mbox{ as } \\frac{1}{n-1}\\sum_{i=0}^{n-1} (x_i - \\bar{x})^2 \\\\\n",
+    "H_A: & \\mbox{not } H_0\n",
+    "\\end{array}\n",
+    "\\right.\n",
+    "$$\n",
+    "\n",
+    "A test consists in contrasting the two incompatible hypotheses.\n",
+    "\n",
+    "If we had a single observation – say $z=1.4$ – to compare with a distribution – say $\\mathcal{N}(0,1)$ – we would simply compute the probability for this value to be drawn from this distribution (or not):"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "8346ad8e",
+   "metadata": {
+    "hidden": true
+   },
+   "outputs": [],
+   "source": [
+    "z = 1.4\n",
+    "\n",
+    "N = stats.norm(0, 1)\n",
+    "\n",
+    "onesided_pvalue = N.sf(z) # sf= survival function\n",
+    "twosided_pvalue = 2 * min(N.cdf(z), N.sf(z))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "id": "404476b6",
+   "metadata": {
+    "hidden": true,
+    "jupyter": {
+     "source_hidden": true
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "dataframe = dataframe.applymap(lambda x: {\n",
-    "    'No': 0, 'Yes': 1, # OwnsHouse, LivesWithPartner, LivesWithKids, BornInCity, CMVPositiveSerology, UsesCannabis, RecentPersonalCrisis, Employed, DustExposure, HadMeasles, HadRubella, HadChickenPox, HadMumps, HadTonsillectomy, HadAppendicectomy, VaccineHepA, VaccineMMR, VaccineTyphoid, VaccineWhoopingCough, VaccineHepB, VaccineFlu\n",
-    "    'Female': 1, 'Male': 0, # Sex\n",
-    "    'Active': 2, 'Ex': 1, 'Never': 0, # Smoking\n",
-    "    'Baccalaureat': 2, 'Bachelor': 3, 'PhD': 4, 'UpToPrimary': 1, 'Vocational': 0, # Education\n",
-    "    'Current': 2, 'Past': 1, # DustExposure\n",
-    "    '(1000-2000]': 1, '(2000-3000]': 2, '(3000-inf]': 3, '[0-1000]': 0, # Income\n",
-    "}.get(x, x))\n",
-    "dataframe"
+    "grid = np.linspace(N.ppf(.001), N.ppf(.999), 100); pdf_curve, = plt.plot(grid, N.pdf(grid), 'r-'); z_line, = plt.plot([z, z], [0, N.pdf(z)], '-', zorder=1); tail = grid[z<=grid]; plt.fill_between(tail, np.zeros_like(tail), N.pdf(tail), alpha=.2); plt.axvline(0, linestyle='--', color='grey', linewidth=1); plt.axhline(0, linestyle='--', color='grey', linewidth=1); plt.xlim(grid[[0,-1]]); plt.xlabel('$X$'); plt.ylabel('probability density'); plt.legend([pdf_curve, z_line], ['$\\mathcal{N}(0,1)$', '$z$']); plt.annotate(f'$\\\\approx {onesided_pvalue:.2f}$', (1.8, .03), xytext=(2, .13), arrowprops=dict(arrowstyle=\"->\"));"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "ae8b5f34",
-   "metadata": {},
+   "id": "99a007ac",
+   "metadata": {
+    "hidden": true
+   },
    "source": [
-    "### Summary statistics\n",
+    "In practice, all tests boil down to comparing a single value with a reference distribution. Basically, a test expresses the discrepancy between the observations and the expectation in the shape of a *statistic*, and this statistic is supposed to follow a given distribution under $H_0$.\n",
     "\n",
-    "<div class=\"alert alert-block alert-success\">\n",
-    "The most important datum in a dataset is the sample size $n$. Here $n=816$.\n",
-    "</div>\n",
+    "This is used as a basis to calculate a *p*-value that estimates the probability of erroneously rejecting $H_0$.\n",
     "\n",
-    "A first exploration step consists of calling the `describe` method, that gives a collection of different summary statistics for each variable, depending on whether the variable is numerical or not:"
+    "The experimenter also defines a significance level $\\alpha$, with common values $\\alpha=0.05$ or $0.01$, that sets the maximum tolerated risk of rejecting $H_0$ by chance.\n",
+    "If the obtained <em>p</em>-value is lower than $\\alpha$, then s·he can conclude there is sufficient evidence to reject $H_0$."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "id": "cb2f29e2",
-   "metadata": {},
+   "execution_count": 69,
+   "id": "b162e92e",
+   "metadata": {
+    "hidden": true,
+    "hide_input": 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",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Age</th>\n",
-       "      <th>OwnsHouse</th>\n",
-       "      <th>PhysicalActivity</th>\n",
-       "      <th>Sex</th>\n",
-       "      <th>LivesWithPartner</th>\n",
-       "      <th>LivesWithKids</th>\n",
-       "      <th>BornInCity</th>\n",
-       "      <th>Inbreeding</th>\n",
-       "      <th>BMI</th>\n",
-       "      <th>CMVPositiveSerology</th>\n",
-       "      <th>FluIgG</th>\n",
-       "      <th>MetabolicScore</th>\n",
-       "      <th>LowAppetite</th>\n",
-       "      <th>TroubleConcentrating</th>\n",
-       "      <th>TroubleSleeping</th>\n",
-       "      <th>HoursOfSleep</th>\n",
-       "      <th>Listless</th>\n",
-       "      <th>UsesCannabis</th>\n",
-       "      <th>RecentPersonalCrisis</th>\n",
-       "      <th>Smoking</th>\n",
-       "      <th>Employed</th>\n",
-       "      <th>Education</th>\n",
-       "      <th>DustExposure</th>\n",
-       "      <th>Income</th>\n",
-       "      <th>HadMeasles</th>\n",
-       "      <th>HadRubella</th>\n",
-       "      <th>HadChickenPox</th>\n",
-       "      <th>HadMumps</th>\n",
-       "      <th>HadTonsillectomy</th>\n",
-       "      <th>HadAppendicectomy</th>\n",
-       "      <th>VaccineHepA</th>\n",
-       "      <th>VaccineMMR</th>\n",
-       "      <th>VaccineTyphoid</th>\n",
-       "      <th>VaccineWhoopingCough</th>\n",
-       "      <th>VaccineYellowFever</th>\n",
-       "      <th>VaccineHepB</th>\n",
-       "      <th>VaccineFlu</th>\n",
-       "      <th>SUBJID</th>\n",
-       "      <th>DepressionScore</th>\n",
-       "      <th>HeartRate</th>\n",
-       "      <th>Temperature</th>\n",
-       "      <th>HourOfSampling</th>\n",
-       "      <th>DayOfSampling</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>count</th>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "      <td>816.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>mean</th>\n",
-       "      <td>46.485711</td>\n",
-       "      <td>0.352941</td>\n",
-       "      <td>2.751804</td>\n",
-       "      <td>0.511029</td>\n",
-       "      <td>0.613971</td>\n",
-       "      <td>0.438725</td>\n",
-       "      <td>0.531863</td>\n",
-       "      <td>91.904255</td>\n",
-       "      <td>24.208958</td>\n",
-       "      <td>0.354167</td>\n",
-       "      <td>0.203601</td>\n",
-       "      <td>0.932598</td>\n",
-       "      <td>0.512255</td>\n",
-       "      <td>0.355392</td>\n",
-       "      <td>1.119771</td>\n",
-       "      <td>7.499246</td>\n",
-       "      <td>1.290441</td>\n",
-       "      <td>0.057598</td>\n",
-       "      <td>0.289216</td>\n",
-       "      <td>0.667892</td>\n",
-       "      <td>0.515931</td>\n",
-       "      <td>1.680147</td>\n",
-       "      <td>0.339461</td>\n",
-       "      <td>1.693627</td>\n",
-       "      <td>0.382353</td>\n",
-       "      <td>0.093137</td>\n",
-       "      <td>0.639706</td>\n",
-       "      <td>0.283088</td>\n",
-       "      <td>0.080882</td>\n",
-       "      <td>0.230392</td>\n",
-       "      <td>0.044118</td>\n",
-       "      <td>0.207108</td>\n",
-       "      <td>0.050245</td>\n",
-       "      <td>0.245098</td>\n",
-       "      <td>0.083333</td>\n",
-       "      <td>0.493873</td>\n",
-       "      <td>0.197304</td>\n",
-       "      <td>576.877451</td>\n",
-       "      <td>0.544526</td>\n",
-       "      <td>59.209559</td>\n",
-       "      <td>36.431985</td>\n",
-       "      <td>9.214806</td>\n",
-       "      <td>185.485294</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>std</th>\n",
-       "      <td>13.854402</td>\n",
-       "      <td>0.478178</td>\n",
-       "      <td>3.565008</td>\n",
-       "      <td>0.500185</td>\n",
-       "      <td>0.487136</td>\n",
-       "      <td>0.496536</td>\n",
-       "      <td>0.499290</td>\n",
-       "      <td>12.936172</td>\n",
-       "      <td>3.181184</td>\n",
-       "      <td>0.478553</td>\n",
-       "      <td>0.232411</td>\n",
-       "      <td>0.893942</td>\n",
-       "      <td>1.674008</td>\n",
-       "      <td>1.408535</td>\n",
-       "      <td>0.931400</td>\n",
-       "      <td>1.017186</td>\n",
-       "      <td>2.055716</td>\n",
-       "      <td>0.233125</td>\n",
-       "      <td>0.453676</td>\n",
-       "      <td>0.785606</td>\n",
-       "      <td>0.500053</td>\n",
-       "      <td>1.455060</td>\n",
-       "      <td>0.625598</td>\n",
-       "      <td>1.003923</td>\n",
-       "      <td>0.486260</td>\n",
-       "      <td>0.290803</td>\n",
-       "      <td>0.480380</td>\n",
-       "      <td>0.450775</td>\n",
-       "      <td>0.272822</td>\n",
-       "      <td>0.421342</td>\n",
-       "      <td>0.205482</td>\n",
-       "      <td>0.405482</td>\n",
-       "      <td>0.218584</td>\n",
-       "      <td>0.430409</td>\n",
-       "      <td>0.276555</td>\n",
-       "      <td>0.500269</td>\n",
-       "      <td>0.398208</td>\n",
-       "      <td>518.489935</td>\n",
-       "      <td>1.333918</td>\n",
-       "      <td>9.206104</td>\n",
-       "      <td>0.318461</td>\n",
-       "      <td>0.378376</td>\n",
-       "      <td>84.971737</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>min</th>\n",
-       "      <td>20.170000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>43.727000</td>\n",
-       "      <td>18.500000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>-0.430491</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>3.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>37.000000</td>\n",
-       "      <td>35.700000</td>\n",
-       "      <td>8.433000</td>\n",
-       "      <td>17.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25%</th>\n",
-       "      <td>35.830000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.500000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>84.077225</td>\n",
-       "      <td>21.770000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.065082</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>7.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>300.750000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>54.000000</td>\n",
-       "      <td>36.200000</td>\n",
-       "      <td>8.917000</td>\n",
-       "      <td>136.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50%</th>\n",
-       "      <td>47.710000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>91.862800</td>\n",
-       "      <td>23.850000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.227855</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>7.500000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>556.500000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>58.000000</td>\n",
-       "      <td>36.400000</td>\n",
-       "      <td>9.233000</td>\n",
-       "      <td>187.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75%</th>\n",
-       "      <td>58.352500</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>100.008000</td>\n",
-       "      <td>26.210000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.363819</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>8.000000</td>\n",
-       "      <td>3.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>3.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>3.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>779.250000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>65.000000</td>\n",
-       "      <td>36.600000</td>\n",
-       "      <td>9.550000</td>\n",
-       "      <td>263.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>max</th>\n",
-       "      <td>69.750000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>49.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>150.107000</td>\n",
-       "      <td>32.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.769841</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>14.000000</td>\n",
-       "      <td>14.000000</td>\n",
-       "      <td>3.000000</td>\n",
-       "      <td>12.000000</td>\n",
-       "      <td>14.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>3.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>5701.000000</td>\n",
-       "      <td>14.000000</td>\n",
-       "      <td>100.000000</td>\n",
-       "      <td>37.700000</td>\n",
-       "      <td>11.217000</td>\n",
-       "      <td>335.000000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
+       "<style>table#typeoferrors { text-align: center; font-size: large; margin-left: 1px;} #typeoferrors td { text-align: center; font-size: large; border-right: solid 1px black; border-bottom: solid 1px black; } #typeoferrors td.border { font-size: small; border-left: solid 1px black; border-top: solid 1px black; } #typeoferrors td.wrong { color: orange; } #typeoferrors td.ok { color: green; } #typeoferrors span.sub { font-size: x-small; } #typeoferrors td.footnote { text-align: left; font-size: xx-small; border-right: 0px; border-bottom: 0px; } </style> <table id=\"typeoferrors\">     <tr><td rowspan=\"2\" colspan=\"2\"></td><td colspan=\"2\" class=\"border\">Conclusion about $H_0$<br />from the statistical test</td></tr>    <tr><td>accept</td><td>reject</td></tr>     <tr><td rowspan=\"2\" class=\"border\">Truth about $H_0$<br />in the population</td><td>true</td><td class=\"ok\">Correct</td><td  class=\"wrong\">Type 1 error<br /><span class=\"sub\">observe difference<br />when none exists</span></td></tr>     <tr><td>false</td><td class=\"wrong\">Type 2 error<br /><span class=\"sub\">fail to observe difference<br />when one exists</span></td><td class=\"ok\">Correct</td></tr>     <tr><td colspan=\"4\" class=\"footnote\"> <a href=\"https://faculty.nps.edu/rbassett/_book/hypothesis-testing-one-sample.html#fig:errorsHypTesting\">https://faculty.nps.edu/rbassett/_book/hypothesis-testing-one-sample.html#fig:errorsHypTesting</a>     </td></tr> </table>\n"
       ],
       "text/plain": [
-       "              Age   OwnsHouse  PhysicalActivity         Sex  LivesWithPartner  \\\n",
-       "count  816.000000  816.000000        816.000000  816.000000        816.000000   \n",
-       "mean    46.485711    0.352941          2.751804    0.511029          0.613971   \n",
-       "std     13.854402    0.478178          3.565008    0.500185          0.487136   \n",
-       "min     20.170000    0.000000          0.000000    0.000000          0.000000   \n",
-       "25%     35.830000    0.000000          0.500000    0.000000          0.000000   \n",
-       "50%     47.710000    0.000000          2.000000    1.000000          1.000000   \n",
-       "75%     58.352500    1.000000          4.000000    1.000000          1.000000   \n",
-       "max     69.750000    1.000000         49.000000    1.000000          1.000000   \n",
-       "\n",
-       "       LivesWithKids  BornInCity  Inbreeding         BMI  CMVPositiveSerology  \\\n",
-       "count     816.000000  816.000000  816.000000  816.000000           816.000000   \n",
-       "mean        0.438725    0.531863   91.904255   24.208958             0.354167   \n",
-       "std         0.496536    0.499290   12.936172    3.181184             0.478553   \n",
-       "min         0.000000    0.000000   43.727000   18.500000             0.000000   \n",
-       "25%         0.000000    0.000000   84.077225   21.770000             0.000000   \n",
-       "50%         0.000000    1.000000   91.862800   23.850000             0.000000   \n",
-       "75%         1.000000    1.000000  100.008000   26.210000             1.000000   \n",
-       "max         1.000000    1.000000  150.107000   32.000000             1.000000   \n",
-       "\n",
-       "           FluIgG  MetabolicScore  LowAppetite  TroubleConcentrating  \\\n",
-       "count  816.000000      816.000000   816.000000            816.000000   \n",
-       "mean     0.203601        0.932598     0.512255              0.355392   \n",
-       "std      0.232411        0.893942     1.674008              1.408535   \n",
-       "min     -0.430491        0.000000     0.000000              0.000000   \n",
-       "25%      0.065082        0.000000     0.000000              0.000000   \n",
-       "50%      0.227855        1.000000     0.000000              0.000000   \n",
-       "75%      0.363819        1.000000     0.000000              0.000000   \n",
-       "max      0.769841        4.000000    14.000000             14.000000   \n",
-       "\n",
-       "       TroubleSleeping  HoursOfSleep    Listless  UsesCannabis  \\\n",
-       "count       816.000000    816.000000  816.000000    816.000000   \n",
-       "mean          1.119771      7.499246    1.290441      0.057598   \n",
-       "std           0.931400      1.017186    2.055716      0.233125   \n",
-       "min           0.000000      3.000000    0.000000      0.000000   \n",
-       "25%           0.000000      7.000000    0.000000      0.000000   \n",
-       "50%           1.000000      7.500000    0.000000      0.000000   \n",
-       "75%           2.000000      8.000000    3.000000      0.000000   \n",
-       "max           3.000000     12.000000   14.000000      1.000000   \n",
-       "\n",
-       "       RecentPersonalCrisis     Smoking    Employed   Education  DustExposure  \\\n",
-       "count            816.000000  816.000000  816.000000  816.000000    816.000000   \n",
-       "mean               0.289216    0.667892    0.515931    1.680147      0.339461   \n",
-       "std                0.453676    0.785606    0.500053    1.455060      0.625598   \n",
-       "min                0.000000    0.000000    0.000000    0.000000      0.000000   \n",
-       "25%                0.000000    0.000000    0.000000    0.000000      0.000000   \n",
-       "50%                0.000000    0.000000    1.000000    2.000000      0.000000   \n",
-       "75%                1.000000    1.000000    1.000000    3.000000      1.000000   \n",
-       "max                1.000000    2.000000    1.000000    4.000000      2.000000   \n",
-       "\n",
-       "           Income  HadMeasles  HadRubella  HadChickenPox    HadMumps  \\\n",
-       "count  816.000000  816.000000  816.000000     816.000000  816.000000   \n",
-       "mean     1.693627    0.382353    0.093137       0.639706    0.283088   \n",
-       "std      1.003923    0.486260    0.290803       0.480380    0.450775   \n",
-       "min      0.000000    0.000000    0.000000       0.000000    0.000000   \n",
-       "25%      1.000000    0.000000    0.000000       0.000000    0.000000   \n",
-       "50%      2.000000    0.000000    0.000000       1.000000    0.000000   \n",
-       "75%      3.000000    1.000000    0.000000       1.000000    1.000000   \n",
-       "max      3.000000    1.000000    1.000000       1.000000    1.000000   \n",
-       "\n",
-       "       HadTonsillectomy  HadAppendicectomy  VaccineHepA  VaccineMMR  \\\n",
-       "count        816.000000         816.000000   816.000000  816.000000   \n",
-       "mean           0.080882           0.230392     0.044118    0.207108   \n",
-       "std            0.272822           0.421342     0.205482    0.405482   \n",
-       "min            0.000000           0.000000     0.000000    0.000000   \n",
-       "25%            0.000000           0.000000     0.000000    0.000000   \n",
-       "50%            0.000000           0.000000     0.000000    0.000000   \n",
-       "75%            0.000000           0.000000     0.000000    0.000000   \n",
-       "max            1.000000           1.000000     1.000000    1.000000   \n",
-       "\n",
-       "       VaccineTyphoid  VaccineWhoopingCough  VaccineYellowFever  VaccineHepB  \\\n",
-       "count      816.000000            816.000000          816.000000   816.000000   \n",
-       "mean         0.050245              0.245098            0.083333     0.493873   \n",
-       "std          0.218584              0.430409            0.276555     0.500269   \n",
-       "min          0.000000              0.000000            0.000000     0.000000   \n",
-       "25%          0.000000              0.000000            0.000000     0.000000   \n",
-       "50%          0.000000              0.000000            0.000000     0.000000   \n",
-       "75%          0.000000              0.000000            0.000000     1.000000   \n",
-       "max          1.000000              1.000000            1.000000     1.000000   \n",
-       "\n",
-       "       VaccineFlu       SUBJID  DepressionScore   HeartRate  Temperature  \\\n",
-       "count  816.000000   816.000000       816.000000  816.000000   816.000000   \n",
-       "mean     0.197304   576.877451         0.544526   59.209559    36.431985   \n",
-       "std      0.398208   518.489935         1.333918    9.206104     0.318461   \n",
-       "min      0.000000     2.000000         0.000000   37.000000    35.700000   \n",
-       "25%      0.000000   300.750000         0.000000   54.000000    36.200000   \n",
-       "50%      0.000000   556.500000         0.000000   58.000000    36.400000   \n",
-       "75%      0.000000   779.250000         1.000000   65.000000    36.600000   \n",
-       "max      1.000000  5701.000000        14.000000  100.000000    37.700000   \n",
-       "\n",
-       "       HourOfSampling  DayOfSampling  \n",
-       "count      816.000000     816.000000  \n",
-       "mean         9.214806     185.485294  \n",
-       "std          0.378376      84.971737  \n",
-       "min          8.433000      17.000000  \n",
-       "25%          8.917000     136.000000  \n",
-       "50%          9.233000     187.000000  \n",
-       "75%          9.550000     263.000000  \n",
-       "max         11.217000     335.000000  "
+       "<IPython.core.display.HTML object>"
       ]
      },
-     "execution_count": 7,
      "metadata": {},
-     "output_type": "execute_result"
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "dataframe.describe()"
+    "%%html\n",
+    "<style>table#typeoferrors { text-align: center; font-size: large; margin-left: 1px;} #typeoferrors td { text-align: center; font-size: large; border-right: solid 1px black; border-bottom: solid 1px black; } #typeoferrors td.border { font-size: small; border-left: solid 1px black; border-top: solid 1px black; } #typeoferrors td.wrong { color: orange; } #typeoferrors td.ok { color: green; } #typeoferrors span.sub { font-size: x-small; } #typeoferrors td.footnote { text-align: left; font-size: xx-small; border-right: 0px; border-bottom: 0px; } </style> <table id=\"typeoferrors\">     <tr><td rowspan=\"2\" colspan=\"2\"></td><td colspan=\"2\" class=\"border\">Conclusion about $H_0$<br />from the statistical test</td></tr>    <tr><td>accept</td><td>reject</td></tr>     <tr><td rowspan=\"2\" class=\"border\">Truth about $H_0$<br />in the population</td><td>true</td><td class=\"ok\">Correct</td><td  class=\"wrong\">Type 1 error<br /><span class=\"sub\">observe difference<br />when none exists</span></td></tr>     <tr><td>false</td><td class=\"wrong\">Type 2 error<br /><span class=\"sub\">fail to observe difference<br />when one exists</span></td><td class=\"ok\">Correct</td></tr>     <tr><td colspan=\"4\" class=\"footnote\"> <a href=\"https://faculty.nps.edu/rbassett/_book/hypothesis-testing-one-sample.html#fig:errorsHypTesting\">https://faculty.nps.edu/rbassett/_book/hypothesis-testing-one-sample.html#fig:errorsHypTesting</a>     </td></tr> </table>"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "4c483874-e9db-440a-b1c8-7dd47a06008a",
-   "metadata": {},
+   "id": "446ba63e-df67-46ca-8921-eca686462c93",
+   "metadata": {
+    "heading_collapsed": true
+   },
    "source": [
-    "An important feature of each variable is the number of *modes*.\n",
-    "Indeed, the notions of central tendency (=average/mean) and variability make sense for a single mode only."
+    "## *t* tests"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "5287cb1c",
-   "metadata": {},
-   "source": [
-    "###  Rug plots and histograms\n",
-    "\n",
-    "A second step consists of visualizing the data, on a per-column basis:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "72a790bd",
-   "metadata": {},
-   "outputs": [],
+   "id": "8f9602b8-5f64-438b-8051-c71f9c8b0b14",
+   "metadata": {
+    "hidden": true
+   },
    "source": [
-    "X = 'HoursOfSleep' # variable\n",
-    "\n",
-    "x = dataframe[X] # measurements"
+    "*t* tests derive a statistic that is supposed to follow the [Student's *t* distribution](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.t.html) under $H_0$:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
-   "id": "d6ab1d43",
-   "metadata": {},
+   "execution_count": 74,
+   "id": "67d046f0-ca64-4a12-8e32-58b8e7e142a0",
+   "metadata": {
+    "hidden": true,
+    "jupyter": {
+     "source_hidden": true
+    },
+    "tags": []
+   },
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -2373,319 +1664,285 @@
     }
    ],
    "source": [
-    "from matplotlib import pyplot as plt\n",
-    "\n",
-    "plt.hist(x, zorder=0, fill=False) # histogram\n",
-    "#plt.scatter(x, np.full_like(x, 8), c='g', marker='+', s=50) # rug plot\n",
-    "sns.rugplot(x, color='g')\n",
-    "plt.xlabel(x.name)\n",
-    "plt.ylabel('counts');"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "994df34d",
-   "metadata": {},
-   "source": [
-    "### Fitting a normal distribution\n",
-    "\n",
-    "If $X$ follows a normal distribution:\n",
-    "\n",
-    "$X \\sim \\mathcal{N}(\\mu, \\sigma^2)$\n",
+    "grid = np.linspace(-3.1, 3.1, 100)\n",
     "\n",
-    "then we can use the **empirical mean** and **unbiased variance** as estimators for $\\mu$ and $\\sigma^2$ respectively.\n",
+    "dfs = [1, 2, 5, 20]\n",
     "\n",
-    "`scipy.stats` exposes the `norm` function to define a normal distribution:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "92b00d5d",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "normal_distribution = stats.norm(x.mean(), x.var())"
+    "for df, color in zip(\n",
+    "    dfs,\n",
+    "    ['blue', 'green', 'orange', 'red'],\n",
+    "):\n",
+    "    t = stats.t(df)\n",
+    "    plt.plot(grid, t.pdf(grid), '-', color=color)\n",
+    "    \n",
+    "plt.axvline(0, linestyle='--', color='grey', linewidth=1)\n",
+    "plt.axhline(0, linestyle='--', color='grey', linewidth=1)\n",
+    "plt.xlim(grid[[0,-1]])\n",
+    "plt.xlabel('$t$')\n",
+    "plt.ylabel('probability density')\n",
+    "plt.legend([ f'$df={df}$' for df in dfs ]);"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "5eefc50c-44fa-403b-92c6-16aec1204d26",
-   "metadata": {},
+   "id": "701ee597-2eec-4404-8a0e-601ae2121e19",
+   "metadata": {
+    "hidden": true
+   },
    "source": [
-    "If unsure about how to fit the distribution parameters to the data, you can alternatively use `fit`:"
+    "At high degrees of freedom, the *t* distribution approaches the normal distribution. At lower degrees of freedom, the *t* distribution exhibits heavier tails and is less sensitive to extreme values."
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "4f114ad2-9cd2-431a-8b3e-2283006ef970",
-   "metadata": {},
-   "outputs": [],
+   "cell_type": "markdown",
+   "id": "ca6bf548-cadf-4c75-8130-fe0c3ef8de9a",
+   "metadata": {
+    "heading_collapsed": true,
+    "hidden": true
+   },
    "source": [
-    "normal_distribution = stats.norm(*stats.norm.fit(x))"
+    "### One-sample *t* test"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "cef7bb4e-38b9-4abc-97e4-419a9650173b",
-   "metadata": {},
+   "id": "0e1a462c-5c60-4438-a339-7c284ff56e15",
+   "metadata": {
+    "hidden": true
+   },
    "source": [
-    "The object returned by `norm` features several distribution-related functions, *e.g.* `pdf`:"
+    "This test compares a sample's central tendency (*sample mean*) with a reference value (*population mean*).\n",
+    "\n",
+    "<table style=\"text-align: center;\"><tr><td>\n",
+    "<img src='img/8mice.svg' />\n",
+    "</td><td>\n",
+    "<img src='img/Scientific_journal_icon.svg' width=\"96px\" />\n",
+    "</td></tr><tr><td><center>\n",
+    "<code>x=[49.5 81.9 64.0 17.3 59.8 94.6 69.9 12.4]</code>\n",
+    "</center></td><td><center>\n",
+    "<code>&mu;=50</code>\n",
+    "</center></td></tr></table>\n",
+    "\n",
+    "Let us call $\\mu$ this reference value. Our expectation is that the sample mean $\\bar{X}$ is close enough to $\\mu$.\n",
+    "In other words, $H_0: \\bar{X} = \\mu$.\n",
+    "The statistic is:\n",
+    "$$\n",
+    "\\frac{\\bar{X} - \\mu}{\\mathrm{SEM}} \\mbox{ } \\mbox{ } \\mbox{ } \\mbox{ } \\mbox{ } \\mbox{ } \\mbox{ } \\sim t(n-1) \\mbox{ } \\textrm{under} \\mbox{ } H_0\n",
+    "$$\n",
+    "\n",
+    "<div class=\"alert alert-block alert-info\" markdown=\"1\">\n",
+    "<code>scipy.stats</code> provides a <a href=\"https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.sem.html\">sem</a> function as an addition to <code>numpy</code>'s <a href=\"https://numpy.org/doc/stable/reference/generated/numpy.std.html\">std</a>. <code>sem</code> is unbiased by default.\n",
+    "</div>\n",
+    "\n",
+    "`scipy`'s one-sample *t* test is [ttest_1samp](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.ttest_1samp.html):\n",
+    "\n",
+    "`scipy.stats.ttest_1samp(a, popmean, axis=0, nan_policy='propagate', alternative='two-sided')`"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
-   "id": "8e114e17-8edb-4674-9309-c6f566885c0a",
-   "metadata": {},
+   "execution_count": 20,
+   "id": "b471633d-c9ad-455e-84e1-d32af085b32a",
+   "metadata": {
+    "hidden": true
+   },
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "Ttest_1sampResult(statistic=0.6024056396957578, pvalue=0.5658990587680466)"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "plt.hist(x, zorder=0, fill=False, density=True) # histogram\n",
-    "#plt.scatter(x, np.full_like(x, .01), c='g', marker='+', s=50) # rug plot\n",
-    "sns.rugplot(x, color='g')\n",
+    "mu = 50\n",
     "\n",
-    "grid = np.linspace(x.min(), x.max(), 100)\n",
-    "plt.plot(grid, normal_distribution.pdf(grid), 'r-')\n",
+    "x = np.array([49.47257879, 81.93967205, 64.030398, 17.25423608, 59.80082512,\n",
+    "              94.56012514, 69.91672899, 12.39640637])\n",
     "\n",
-    "plt.xlabel(x.name)\n",
-    "plt.ylabel('density');"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "014a24bf",
-   "metadata": {},
-   "source": [
-    "Note the `density=True` argument to the `hist` function, and how we drew the normal distribution."
+    "stats.ttest_1samp(x, mu)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "66d073f3",
-   "metadata": {},
-   "source": [
-    "### Kernel density estimation\n",
-    "\n",
-    "What if the variable does not look normally distributed?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "b74ba778",
-   "metadata": {},
-   "outputs": [],
+   "id": "dac3b6db-2ad7-46b4-937f-9dda1015b7fc",
+   "metadata": {
+    "hidden": true
+   },
    "source": [
-    "X = 'BMI'\n",
-    "x = dataframe[X]"
+    "If we do not mind a negative difference (resp. positive difference), *i.e.* we consider the danger zone to begin only above (resp. below) the expected value, we can make the test one-sided to gain statistical power.\n",
+    "To this aim, we must choose and specify which side: here `'greater'` (resp. `'less'`):"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
-   "id": "321fd8e8",
-   "metadata": {},
+   "execution_count": 21,
+   "id": "b732c69f-1851-4ef2-bdc2-8f80b4c5281e",
+   "metadata": {
+    "hidden": true
+   },
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "Ttest_1sampResult(statistic=0.6024056396957578, pvalue=0.2829495293840233)"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "plt.hist(x, zorder=0, fill=False) # histogram\n",
-    "#plt.scatter(x, np.full_like(x, 15), c='g', marker='+', s=50) # rug plot\n",
-    "sns.rugplot(x, color='g')\n",
-    "plt.xlabel(x.name)\n",
-    "plt.ylabel('counts');"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "eb19a4a8",
-   "metadata": {},
-   "source": [
-    "We can estimate the density function using kernel density estimation:\n",
-    "\n",
-    "$$X \\sim \\frac{1}{nh}\\sum_{i=0}^{n-1} \\mathcal{N}(x_i, h^2)$$\n",
-    "\n",
-    "$h$ is called the bandwidth and is automatically adjusted using the Scott's rule of thumb.\n",
-    "\n",
-    "See https://docs.scipy.org/doc/scipy/reference/tutorial/stats.html#kernel-density-estimation for more information."
+    "stats.ttest_1samp(x, mu, alternative='greater')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
-   "id": "f0aa3b59",
-   "metadata": {},
+   "execution_count": 22,
+   "id": "dc360e24-d676-4398-8e4b-dba71e9e68e8",
+   "metadata": {
+    "hidden": true
+   },
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "(56.1713713175, 10.244544391411772)"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "import seaborn as sns\n",
-    "\n",
-    "plt.hist(x, zorder=0, fill=False, density=True) # histogram\n",
-    "#plt.scatter(x, np.full_like(x, .01), c='g', marker='+', s=50) # rug plot\n",
-    "sns.rugplot(x, color='g')\n",
-    "\n",
-    "sns.kdeplot(x, clip=(x.min(), x.max()), color='r', linestyle='-')\n",
-    "\n",
-    "plt.xlabel(x.name)\n",
-    "plt.ylabel('density');"
+    "x.mean(), stats.sem(x)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "6939b4b3-2998-4371-8ce5-a4407f70eb80",
-   "metadata": {},
+   "id": "2144869e-9e4a-4e63-ae58-81c5a6be7205",
+   "metadata": {
+    "heading_collapsed": true,
+    "hidden": true
+   },
+   "source": [
+    "### *t* test for independent samples"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1e31b437-eceb-4da1-9ab3-f11d45b352c0",
+   "metadata": {
+    "hidden": true
+   },
    "source": [
-    "Illustration of the kernels using a smaller sample:"
+    "This test compares the means of two samples or groups, *e.g.* a control sample and a sample from a mutated population: $H_0: \\bar{X_1} = \\bar{X_2}$.\n",
+    "\n",
+    "<table style=\"text-align:center;\"><tr><td>\n",
+    "<img src=\"img/8mice.svg\" alt=\"sample of the control population\" />\n",
+    "</td><td>\n",
+    "<img src=\"img/8mutants1.svg\" alt=\"sample of a mutated population\" />\n",
+    "</td></tr><tr><td><center>\n",
+    "<code>x<sub>1</sub>=[49.5 81.9 64.0 17.3 59.8 94.6 69.9 12.4]</code>\n",
+    "</center></td><td><center>\n",
+    "<code>x<sub>2</sub>=[64.2 96.6 101.9 85.3 66.5 63.9 127.6 55.0]</code>\n",
+    "</center></td></tr></table>\n",
+    "\n",
+    "`scipy`'s *t* test for independent samples uses the statistic $t=\\frac{\\bar{X_1}-\\bar{X_2}}{\\sqrt{(\\frac{1}{n_1}+\\frac{1}{n_2})\\mbox{ }\\textrm{PooledVariance}}}$ with $\\textrm{PooledVariance} = \\frac{1}{n_1+n_2-2}\\sum_{j\\in\\{1,2\\}}\\sum_i (x_{ij}-\\bar{x_j})^2$ and is available as [ttest_ind](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.ttest_ind.html):\n",
+    "\n",
+    "`scipy.stats.ttest_ind(a, b, axis=0, equal_var=True, nan_policy='propagate', permutations=None, random_state=None, alternative='two-sided', trim=0)`"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
-   "id": "489561ac-b89b-4214-873a-4c0828a9a264",
+   "execution_count": 23,
+   "id": "6231e214-ac36-4c4f-8a16-e1551c8484b4",
    "metadata": {
-    "jupyter": {
-     "source_hidden": true
-    },
-    "tags": []
+    "hidden": true
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "Ttest_indResult(statistic=-1.96174329619957, pvalue=0.06998888828308221)"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "import random\n",
-    "\n",
-    "subsample = x.loc[random.sample(range(len(x)), 50)]\n",
-    "\n",
-    "kde = stats.gaussian_kde(subsample)\n",
-    "bandwidth = kde.factor # TODO: check `factor` is indeed the bandwidth\n",
-    "\n",
-    "plt.hist(subsample, zorder=0, fill=False, density=True) # histogram\n",
-    "plt.scatter(subsample, np.full_like(subsample, .01), c='g', marker='+', s=50) # rug plot\n",
-    "\n",
-    "grid = np.linspace(subsample.min(), subsample.max(), 100)\n",
-    "plt.plot(grid, kde(grid), 'r-')\n",
-    "\n",
-    "scale = .03\n",
-    "\n",
-    "for obs in subsample:\n",
-    "    kernel = stats.norm(obs, bandwidth)\n",
-    "    plt.plot(grid, scale * kernel.pdf(grid), 'r-', alpha=.2)\n",
+    "x1 = x\n",
+    "x2 = np.array([64.22723692, 96.56483856, 101.94191774, 85.31918879,\n",
+    "               66.4952999, 63.88841224, 127.63861749, 55.00527005])\n",
     "\n",
-    "plt.xlabel(x.name)\n",
-    "plt.ylabel('density');"
+    "stats.ttest_ind(x1, x2)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "06c4e1a9",
+   "id": "2703f3b1",
    "metadata": {
-    "tags": []
+    "hidden": true
    },
    "source": [
-    "`seaborn.kdeplot` is based on `scipy.stats.gaussian_kde`. The equivalent code is:"
+    "1. Had we got a more precise assumption about *e.g.* $\\bar{X_2} > \\bar{X_1}$, we could have made a one-sided test that would have successfully rejected $H_0$.\n",
+    "\n",
+    "   ...but this should be defined prior to carring out any test!\n",
+    "   \n",
+    "   More important than the *p*-value is the *effect size*. A common measure of effect size for two independent samples is Cohen's $d$: $d = \\frac{\\bar{X_2}-\\bar{X_1}}{\\sqrt{\\textrm{PooledVariance}}}$\n",
+    "   "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
-   "id": "c9dd1ab3",
+   "execution_count": 24,
+   "id": "2ba983bc-ef4c-4a15-ac23-776fffd88afb",
    "metadata": {
-    "tags": []
+    "hidden": true
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "1.0485958993113402"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "plt.hist(x, zorder=0, fill=False, density=True) # histogram\n",
-    "#plt.scatter(x, np.full_like(x, .01), c='g', marker='+', s=50) # rug plot\n",
-    "sns.rugplot(x, color='g')\n",
+    "def cohen_d(x1, x2):\n",
+    "    n1, n2 = len(x1), len(x2)\n",
+    "    m1, m2 = np.mean(x1), np.mean(x2)\n",
+    "    v1, v2 = np.var(x1), np.var(x2)\n",
+    "    pooled_variance = ((n1 - 1) * v1 + (n2 - 1) * v2) / (n1 + n2 - 2)\n",
+    "    d = (m2 - m1) / np.sqrt(pooled_variance)\n",
+    "    return d\n",
     "\n",
-    "grid = np.linspace(x.min(), x.max(), 100)\n",
-    "kde = stats.gaussian_kde(x)\n",
-    "plt.plot(grid, kde(grid), 'r-')\n",
-    "\n",
-    "plt.xlabel(x.name)\n",
-    "plt.ylabel('density');"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "b373a0e7",
-   "metadata": {},
-   "source": [
-    "Coming back to our first variable..:"
+    "cohen_d(x1, x2)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
-   "id": "6eaa04b5",
+   "execution_count": 75,
+   "id": "3beb1fbb-a1ac-40aa-b4ce-b97f151392f5",
    "metadata": {
-    "tags": []
+    "hidden": true
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -2697,264 +1954,318 @@
     }
    ],
    "source": [
-    "x = dataframe['HoursOfSleep']\n",
+    "from matplotlib import pyplot as plt\n",
+    "import ipywidgets as widgets\n",
+    "from ipywidgets import interact\n",
+    "def plot_pdfs(cohen_d):\n",
+    "    grid = np.linspace(-3, 3+cohen_d, 100)\n",
+    "    x1 = stats.norm(0, 1).pdf(grid)\n",
+    "    x2 = stats.norm(cohen_d, 1).pdf(grid)\n",
+    "    plt.fill_between(grid, x1, alpha=.5)\n",
+    "    plt.fill_between(grid, x2, alpha=.5)\n",
+    "    plt.show()\n",
+    "slider = widgets.FloatSlider(.5, min=0, max=4, step=.5)\n",
+    "interact(plot_pdfs, cohen_d=slider);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f8e1face-4845-459d-95c2-8674181d39b5",
+   "metadata": {
+    "hidden": true
+   },
+   "source": [
+    "1. (...)\n",
     "\n",
-    "plt.hist(x, zorder=0, fill=False, density=True) # histogram\n",
-    "#plt.scatter(x, np.full_like(x, .01), c='g', marker='+', s=50) # rug plot\n",
-    "sns.rugplot(x, color='g')\n",
+    "   We could have found a significant effect of size $0.3$, which may not be of practical interest due to the small effect size.\n",
+    "   \n",
+    "   Measurements of effect size were proposed together with [tables](https://core.ecu.edu/wuenschk/docs30/EffectSizeConventions.pdf) for interpreting size values. For example, for Cohen's $d$:\n",
+    "   \n",
+    "| $|d|$ | size of effect |\n",
+    "| :-: | :-- |\n",
+    "| $0.2$ | small |\n",
+    "| $0.5$ | medium |\n",
+    "| $0.8$ | large |\n",
     "\n",
-    "sns.kdeplot(x, clip=(x.min(), x.max()), color='r', linestyle='-')\n",
+    "2. Had we found enough evidence to reject $H_0$, we could have concluded about an *association* between the mutation and the observed effect.\n",
+    "   To further conclude in terms of *causation*, it is necessary to rule out all possible [confounders](https://en.wikipedia.org/wiki/Confounding) (supplier, cage effect, etc).\n",
     "\n",
-    "plt.xlabel(x.name)\n",
-    "plt.ylabel('density');"
+    "3. `scipy`'s implementation does not require equal numbers of observations per group.\n",
+    "   However, it assumes the groups are normally distributed (but is relatively robust to non-«extreme non-normality») and, more importantly, have similar variances ($0.5<\\frac{s_{X_1}}{s_{X_2}}<2$).\n",
+    "   For heterogeneous groups, `ttest_ind` embarks various variants of the *t* test that can be selected with additional arguments:\n",
+    "    * Welch's *t* test with `equal_var=False`;\n",
+    "    * Yuen's *t* test with `equal_var=False` and `trim=0.2` (requires more data).\n",
+    "    \n",
+    "<div class=\"alert alert-block alert-info\" markdown=\"1\">\n",
+    "<em>Tip</em>: always check for the underlying assumptions in the documentation.\n",
+    "</div>"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "c8c00e8c",
+   "id": "1083c04c-1221-446f-84a0-7084413a7722",
    "metadata": {
-    "tags": []
+    "heading_collapsed": true,
+    "hidden": true
    },
    "source": [
-    "The estimated distribution is not Gaussian at all! Who's right?"
+    "### *t* test for paired samples"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "ddfe2b2f",
+   "cell_type": "markdown",
+   "id": "4743e7fc-b964-48d4-9e13-e78146626c5a",
    "metadata": {
-    "jupyter": {
-     "source_hidden": true
-    },
-    "tags": []
+    "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 957.6x295.2 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
    "source": [
-    "grid = np.linspace(x.min(), x.max(), 100)\n",
-    "\n",
-    "normal_distribution = stats.norm(x.mean(), x.var())\n",
-    "normal_density = normal_distribution.pdf(grid)\n",
-    "\n",
-    "kde = stats.gaussian_kde(x)\n",
-    "kernel_density = kde(grid)\n",
-    "\n",
-    "_, axes = plt.subplots(1, 2, figsize=(13.3,4.1))\n",
-    "\n",
-    "ax = axes[0]\n",
-    "ax.hist(x, zorder=0, fill=False, density=True)\n",
-    "\n",
-    "ax = axes[1]\n",
-    "ax.hist(x, bins=20, zorder=0, fill=False, density=True)\n",
+    "<img src='img/paired1.svg' />\n",
     "\n",
-    "for ax in axes:\n",
-    "    #ax.scatter(x, np.full_like(x, .01), c='g', marker='+', s=50)\n",
-    "    sns.rugplot(x, color='g')\n",
+    "`scipy`'s *t* test for paired samples is [ttest_rel](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.ttest_rel.html):\n",
     "\n",
-    "    ax.plot(grid, normal_density, 'r-', alpha=.5)\n",
-    "    ax.plot(grid, kernel_density, 'r-')\n",
+    "`scipy.stats.ttest_rel(a, b, axis=0, nan_policy='propagate', alternative='two-sided')`\n",
     "\n",
-    "    ax.set_xlabel(x.name)\n",
-    "    ax.set_ylabel('density')"
+    "This is actually a one-sample *t* test of the between-group differences against a population mean equal to zero (compare [1](https://github.com/scipy/scipy/blob/v1.7.1/scipy/stats/stats.py#L6450-L6460) and [2](https://github.com/scipy/scipy/blob/v1.7.1/scipy/stats/stats.py#L5647-L5656))."
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "183e562f-6819-4776-b946-c4837d273912",
-   "metadata": {},
+   "id": "234dc53a-dce0-426e-8f57-4a4f9bfa38fc",
+   "metadata": {
+    "hidden": true
+   },
+   "source": [
+    "#### Effect size"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "479e8f62-c653-472d-b9d5-d3bf854d09ff",
+   "metadata": {
+    "hidden": true
+   },
    "source": [
-    "The first histogram, with its default binning, misled us."
+    "Adjusted Cohen's $d$:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
-   "id": "eed4519b-0c2b-4d3b-996c-27e7507cd902",
-   "metadata": {},
+   "execution_count": 26,
+   "id": "25adcf4f-6611-434f-b619-27f341b3caad",
+   "metadata": {
+    "hidden": true,
+    "tags": []
+   },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([ 3.        ,  4.5       ,  5.        ,  5.5       ,  6.        ,\n",
-       "        6.43955   ,  6.5       ,  6.8426    ,  6.84315   ,  6.90955   ,\n",
-       "        7.        ,  7.05      ,  7.11666667,  7.20446667,  7.30128333,\n",
-       "        7.5       ,  7.5266    ,  7.64151667,  7.65855   ,  7.72778333,\n",
-       "        7.79393333,  7.84613333,  7.8547    ,  7.9115    ,  8.        ,\n",
-       "        8.33333333,  8.5       ,  9.        ,  9.5       , 10.        ,\n",
-       "       11.        , 12.        ])"
+       "1.2657389481669015"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "np.unique(x)"
+    "r, _ = stats.pearsonr(x1, x2)\n",
+    "cohen_d(x1, x2) / np.sqrt(1 - r)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "cb8febd8",
-   "metadata": {},
+   "id": "6b0fd532-87d0-4747-b3a3-322d77c2bfbd",
+   "metadata": {
+    "heading_collapsed": true
+   },
+   "source": [
+    "## Analysis of variance"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8443a0ff-75ed-4d88-a4e8-a988e6de3716",
+   "metadata": {
+    "hidden": true
+   },
    "source": [
-    "Any selection bias?\n",
+    "### One-way ANOVA\n",
+    "\n",
+    "Comparing three or more group means reads $H_0: \\bar{X_0} = \\bar{X_1} = ... = \\bar{X_k}$ and is usually carried out with an *analysis of variance*.\n",
+    "\n",
+    "The total variance ($SS_{\\textrm{total}}$) is decomposed as the sum of two terms: *within-group* variance ($SS_{\\textrm{error}}$) and *between-group* variance ($SS_{\\textrm{treatment}}$).\n",
+    "\n",
+    "$$\n",
+    "\\underbrace{\\sum_j\\sum_i (x_{ij} - \\bar{\\bar{x}})^2}_{SS_{\\textrm{total}}} = \\underbrace{\\sum_j\\sum_i (\\bar{x_j} - \\bar{\\bar{x}})^2}_{SS_{\\textrm{treatment}}} + \\underbrace{\\sum_j\\sum_i (x_{ij} - \\bar{x_j})^2}_{SS_{\\textrm{error}}}\n",
+    "$$\n",
+    "Many statistical tools give the following detailled table:\n",
+    "\n",
+    "| Source | Degrees of<br />freedom | Sum of squares | Mean squares | $\\mbox{ }F\\mbox{ }$ | $p$-value |\n",
+    "| :- | :-: | :-: | :-: | :-: | :-: |\n",
+    "| Treatment | $k-1$ | $SS_{\\textrm{treatment}}$ | $MS_{\\textrm{treatment}}$ | $\\frac{MS_{\\textrm{treatment}}}{MS_{\\textrm{error}}}$ | $\\mbox{ }p\\mbox{ }$ |\n",
+    "| Error | $N-k$ | $SS_{\\textrm{error}}$ | $MS_{\\textrm{error}}$ | | |\n",
+    "| Total | $N-1$ | $SS_{\\textrm{total}}$ | | | |\n",
     "\n",
-    "Let us check $HoursOfSleep$ does not follow a normal distribution with the `normaltest` function:"
+    "The statistic $F = \\frac{MS_{\\textrm{treatment}}}{MS_{\\textrm{error}}}$ follows the Fisher's [F](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.f.html) distribution under $H_0$.\n",
+    "\n",
+    "More about it at: https://www.coursera.org/learn/stanford-statistics/lecture/pskeN/the-idea-of-analysis-of-variance\n",
+    "\n",
+    "The most basic [implementation](https://github.com/scipy/scipy/blob/v1.7.1/scipy/stats/mstats_basic.py#L2937-L2967) of the one-way ANOVA in SciPy is [f_oneway](https://docs.scipy.org/doc/scipy/reference/reference/generated/scipy.stats.f_oneway.html):"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
-   "id": "417bfc62",
+   "execution_count": 27,
+   "id": "2bf0aafa-d23f-44fe-b9e0-cf4bf13e7314",
    "metadata": {
-    "tags": []
+    "hidden": true
    },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "NormaltestResult(statistic=17.050178832107033, pvalue=0.00019842697373015917)"
+       "F_onewayResult(statistic=2.3575322551335636, pvalue=0.11384795345837218)"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "stats.normaltest(x)"
+    "A = [85, 86, 88, 75, 78, 94, 98, 79, 71, 80]\n",
+    "B = [91, 92, 93, 85, 87, 84, 82, 88, 95, 96]\n",
+    "C = [79, 78, 88, 94, 92, 85, 83, 85, 82, 81]\n",
+    "\n",
+    "stats.f_oneway(A, B, C)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "655b0fc0",
+   "id": "164aa1ae-5446-4680-9571-c783edaf4101",
    "metadata": {
+    "hidden": true,
     "tags": []
    },
    "source": [
-    "...and with the `kstest` function:"
+    "The ANOVA is an *omnibus* test and does not tell which groups exhibit differing means. Specific differences are later identified using *post-hoc tests* (more about it in next session)."
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 22,
-   "id": "5b1b8872",
+   "cell_type": "markdown",
+   "id": "8bf2c9ad-68fd-4f4b-b68c-180de69d3522",
    "metadata": {
+    "heading_collapsed": true,
+    "hidden": true,
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "KstestResult(statistic=0.17109280360924561, pvalue=2.3554256360953683e-21)"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
    "source": [
-    "stats.kstest(x, normal_distribution.cdf)"
+    "### Assumptions"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 23,
-   "id": "4c3a3826-f138-4623-a2ae-b5e1856447a3",
+   "cell_type": "markdown",
+   "id": "bd484cda-1d0b-4468-a092-f362744f8aa0",
    "metadata": {
+    "hidden": true,
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "KstestResult(statistic=0.17109280360924561, pvalue=1.1777128180476841e-21)"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
    "source": [
-    "stats.kstest(x, normal_distribution.cdf, alternative='less') # one-sided variant"
+    "The standard ANOVA requires the data to exhibit the following properties:\n",
+    "\n",
+    "* independent observations,\n",
+    "* normally distributed residuals,\n",
+    "* all groups have equal population variance (*homoscedasticity*),\n",
+    "* at least 5 observations ($n \\ge 5$) per group (and equal number)."
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "5b2b7d19",
-   "metadata": {},
+   "id": "0ea4e6c8-4851-4704-b9ca-6257239ab07b",
+   "metadata": {
+    "heading_collapsed": true,
+    "hidden": true,
+    "tags": []
+   },
    "source": [
-    "# Statistical testing\n",
-    "\n",
-    "> What did we do?\n",
-    "\n",
-    "We compared our **observations** `x` with some **expectation**.\n",
-    "\n",
-    "We actually formulated a so-called *null hypothesis*, denoted $H_0$, that models the situation such that \"nothing is going on\", *i.e.* the observations meet the expectation.\n",
-    "\n",
-    "We also implicitly defined an alternative hypothesis, usually denoted $H_1$ or $H_A$, that can simply be the opposite of $H_0$.\n",
-    "\n",
-    "For example:\n",
-    "\n",
-    "$$\n",
-    "\\left\\{\n",
-    "\\begin{array}{ l l l }\n",
-    "H_0: & X \\sim \\mathcal{N}(\\mu, \\sigma^2) & \\mbox{with } \\mu \\mbox{ approximated as } \\bar{x} \\mbox{ and } \\sigma^2 \\mbox{ as } \\frac{1}{n-1}\\sum_{i=0}^{n-1} (x_i - \\bar{x})^2 \\\\\n",
-    "H_A: & \\mbox{not } H_0\n",
-    "\\end{array}\n",
-    "\\right.\n",
-    "$$\n",
+    "#### Size effect"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "39925882-deb4-43e1-8d82-9fb1e68df0ba",
+   "metadata": {
+    "hidden": true,
+    "tags": []
+   },
+   "source": [
+    "Mentioned for completeness: Cohen's $f=\\sqrt{\\frac{R^2}{1 - R^2}}=\\sqrt{\\frac{SS_{\\textrm{treatment}}}{SS_{\\textrm{error}}}}$ and [$\\sqrt{F}$ root mean square effect](https://en.wikipedia.org/wiki/Effect_size#%CE%A8,_root-mean-square_standardized_effect) are suitable for one-way ANOVA but not widely used, as post-hoc tests give a more natural approach to size effects.\n",
     "\n",
-    "If we had a single observation – say $z=1.4$ – to compare with a distribution – say $\\mathcal{N}(0,1)$ – we would simply compute the probability for this value to come from this distribution:"
+    "`statsmodels` features [effectsize_oneway](https://www.statsmodels.org/stable/generated/statsmodels.stats.oneway.effectsize_oneway.html)."
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 24,
-   "id": "8346ad8e",
-   "metadata": {},
-   "outputs": [],
+   "cell_type": "markdown",
+   "id": "e38c759e-8807-4975-9620-9c2100b964a8",
+   "metadata": {
+    "heading_collapsed": true
+   },
    "source": [
-    "z = 1.4\n",
+    "## Checking for common assumptions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e9509dde-4edf-4d5b-bcb6-7bd6bbd87918",
+   "metadata": {
+    "hidden": true,
+    "tags": []
+   },
+   "source": [
+    "Visually checking for desired properties like normality or equal variance is acceptable, especially if the data are generally known to exhibit these properties.\n",
     "\n",
-    "N = stats.norm(0, 1)\n",
+    "### Normality\n",
     "\n",
-    "onesided_pvalue = N.sf(z) # sf= survival function\n",
-    "twosided_pvalue = 2 * min(N.cdf(z), N.sf(z))"
+    "Having this property is usually not critical, because most tests are fairly robust to non-normality.\n",
+    "We only need to avoid cases of «extreme non-normality»."
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 25,
-   "id": "404476b6",
+   "cell_type": "markdown",
+   "id": "c5fa2537-0d3b-4b1d-bba4-a479cdf2c0a9",
    "metadata": {
-    "jupyter": {
-     "source_hidden": true
-    },
+    "hidden": true,
+    "tags": []
+   },
+   "source": [
+    "#### Graphical approaches"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f0f983f0-6143-44b0-9eee-f6d54eb5cf51",
+   "metadata": {
+    "hidden": true,
     "tags": []
    },
+   "source": [
+    "Probability plots with [probplot](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.probplot.html) (or [statsmodels.api.qqplot](https://www.statsmodels.org/stable/generated/statsmodels.graphics.gofplots.qqplot.html) with one sample):"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "6bcaa795-3a85-4b8c-aad9-d554e244a2ec",
+   "metadata": {
+    "hidden": true
+   },
    "outputs": [
     {
      "data": {
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\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 957.6x295.2 with 2 Axes>"
       ]
      },
      "metadata": {
@@ -2964,117 +2275,79 @@
     }
    ],
    "source": [
-    "grid = np.linspace(N.ppf(.001), N.ppf(.999), 100)\n",
-    "pdf_curve, = plt.plot(grid, N.pdf(grid), 'r-')\n",
-    "\n",
-    "z_line, = plt.plot([z, z], [0, N.pdf(z)], '-', zorder=1)\n",
-    "\n",
-    "tail = grid[z<=grid]\n",
-    "plt.fill_between(tail, np.zeros_like(tail), N.pdf(tail), alpha=.2)\n",
-    "\n",
-    "plt.axvline(0, linestyle='--', color='grey', linewidth=1)\n",
-    "plt.axhline(0, linestyle='--', color='grey', linewidth=1)\n",
-    "plt.xlim(grid[[0,-1]])\n",
-    "\n",
-    "plt.xlabel('$X$')\n",
-    "plt.ylabel('probability density')\n",
-    "plt.legend([pdf_curve, z_line], ['$\\mathcal{N}(0,1)$', '$z$']);\n",
+    "np.random.seed(1245619531)\n",
     "\n",
-    "plt.annotate(f'$\\\\approx {onesided_pvalue:.2f}$', (1.8, .03), xytext=(2, .13), arrowprops=dict(arrowstyle=\"->\"));"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "99a007ac",
-   "metadata": {},
-   "source": [
-    "In practice, all tests boil down to comparing a single value with a reference distribution. Basically, a test expresses the discrepancy between the observations and the expectation as a *statistic*, and this statistic is supposed to follow a given distribution under $H_0$.\n",
+    "x_normal = stats.norm.rvs(loc=0, scale=1, size=30) # generate 30 observations from the standard normal distribution\n",
+    "x_not_normal = stats.norm.rvs(loc=[-1,1], scale=[1,3], size=(15,2)).ravel() # generate 30 observations from a mixture of normal distributions\n",
     "\n",
-    "This is used as a basis to estimate a *p*-value that estimates the probability of erroneously rejecting $H_0$.\n",
+    "_, axes = plt.subplots(1, 2, figsize=(13.3,4.1))\n",
     "\n",
-    "The experimenter also defines a significance level $\\alpha$, with common values $\\alpha=0.05$ or $0.01$, that sets the maximum tolerated risk of rejecting the null hypothesis by chance.\n",
-    "If the obtained <em>p</em>-value is lower than $\\alpha$, then s·he can conclude rejecting $H_0$."
+    "stats.probplot(x_normal, plot=axes[0])\n",
+    "stats.probplot(x_not_normal, plot=axes[1]);"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
-   "id": "f4b02335-208a-4d2b-928d-0eae3ce8333c",
+   "execution_count": 29,
+   "id": "e1f2356b-dd02-47d5-8e2c-82c77a6a5c97",
    "metadata": {
-    "jupyter": {
-     "source_hidden": true
-    },
-    "tags": []
+    "hidden": true
    },
    "outputs": [
     {
      "data": {
-      "text/html": [
-       "\n",
-       "<style>\n",
-       "#typeoferrors td { text-align: center; font-size: large; border-right: solid 1px black; border-bottom: solid 1px black; }\n",
-       "#typeoferrors td.wrong { color: orange; }\n",
-       "#typeoferrors span.sub { font-size: x-small; }\n",
-       "</style>\n",
-       "<table id=\"typeoferrors\" style=\"text-align: center; font-size: large; margin-left: 1px;\">\n",
-       "    <tr><td rowspan=\"2\" colspan=\"2\"></td><td colspan=\"2\" style=\"font-size: small; border-top: solid 1px black;\">Conclusion about $H_0$<br />from the statistical test</td></tr>\n",
-       "    <tr><td>accept</td><td>reject</td></tr>\n",
-       "    <tr><td rowspan=\"2\" style=\"font-size: small; border-left: solid 1px black;\">Truth about $H_0$<br />in the population</td><td>true</td><td style=\"color: green;\">Correct</td><td  class=\"wrong\">Type 1 error<br /><span class=\"sub\">observe difference<br />when none exists</span></td></tr>\n",
-       "    <tr><td>false</td><td class=\"wrong\">Type 2 error<br /><span class=\"sub\">fail to observe difference<br />when one exists</span></td><td style=\"color: green;\">Correct</td></tr>\n",
-       "</table>\n",
-       "<a style=\"font-size: xx-small;\" href=\"https://faculty.nps.edu/rbassett/_book/hypothesis-testing-one-sample.html#fig:errorsHypTesting\">https://faculty.nps.edu/rbassett/_book/hypothesis-testing-one-sample.html#fig:errorsHypTesting</a>\n"
-      ],
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwEAAAD+CAYAAABiMwlEAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAAATK0lEQVR4nO3db4hl530f8O+vuxKyFTcK0dg1Xk1XL4KCUGvZHYRdheBIkZEjI5PSggQOOA3Mm8aVi8GsGoLxO5WW1IIGyiI7TrEi4ygWDVL8R8UywhDLWUkrR9JKxVE39qp2dk1wbSVgVfKvL2ZUdpddzV1p7jmz83w+MOzcuWfvfs+d3fPsd57znFPdHQAAYBz/YO4AAADAtJQAAAAYjBIAAACDUQIAAGAwSgAAAAxGCQAAgMHsXcaLXnrppb1///5lvDTArvfoo4/+oLtX5s6xExhPAF6fs40pSykB+/fvz6FDh5bx0gC7XlX99dwZdgrjCcDrc7YxxelAAAAwGCUAAAAGowQAAMBglAAAABiMEgAAAIPZsgRU1RVVdfikjx9V1UcmyAbALlRV/66qnqqqJ6vqnqq6aO5MAKPZsgR097PdfXV3X53knyX5+yT3LTsYALtPVb0tyb9NstbdVyXZk+SWeVMBjOdcTwe6PslfdbdrWAPwWu1N8oaq2pvkjUn+98x5AIZzriXgliT3LCMIALtfdz+f5D8l+U6S7yX5P939lXlTAYxn4TsGV9WFSW5OcvtZnl9Psp4kq6ur2xKO7bf/wANzR1jY0TtumjsCsM2q6ueSfCDJ5Ul+mOSPq+qD3f3Zk7YxnpwHzqfxJDGmwOnOZSbgfUke6+6/OdOT3X2wu9e6e21lZWV70gGw2/xqkv/V3Se6+/8m+UKSf37yBsYTgOU7lxJwa5wKBMDr850k76qqN1ZVZWOt2ZGZMwEMZ6ESUFUXJ7khGz+xAYDXpLsfSXJvkseS/GU2xqGDs4YCGNBCawK6+++S/PySswAwgO7+eJKPz50DYGTuGAwAAINRAgAAYDBKAAAADEYJAACAwSgBAAAwGCUAAAAGowQAAMBglAAAABiMEgAAAINRAgAAYDBKAAAADEYJAACAwSgBAAAwGCUAAAAGowQAAMBglAAAABiMEgAAAINRAgCYTFVdUVWHT/r4UVV9ZO5cAKPZO3cAAMbR3c8muTpJqmpPkueT3DdnJoARmQkAYC7XJ/mr7v7ruYMAjEYJAGAutyS5Z+4QACNaqARU1SVVdW9VPVNVR6rq3csOBsDuVVUXJrk5yR+f4bn1qjpUVYdOnDgxfTiAASw6E3Bnki919y8meXuSI8uLBMAA3pfkse7+m9Of6O6D3b3W3WsrKyszRAPY/bZcGFxVP5vkl5N8KEm6+8UkLy43FgC73K1xKhDAbBaZCbg8yYkkf1BVj1fVXVV18ZJzAbBLbY4hNyT5wtxZAEa1yCVC9yZ5Z5IPd/cjVXVnkgNJfvfkjapqPcl6kqyurm53Tga0/8ADc0fY1Y7ecdPcERhUd/9dkp+fOwfAyBaZCTiW5Fh3P7L5+N5slIJTOIcTAADOD1uWgO7+fpLvVtUVm1+6PsnTS00FAAAszaJ3DP5wkrs3L+n2XJLfXF4kAABgmRYqAd19OMnacqMAAABTcMdgAAAYjBIAAACDUQIAAGAwSgAAAAxGCQAAgMEoAQAAMBglAAAABqMEAADAYJQAAAAYjBIAAACDUQIAAGAwSgAAAAxGCQAAgMEoAQAAMBglAIBJVdUlVXVvVT1TVUeq6t1zZwIYzd65AwAwnDuTfKm7/2VVXZjkjXMHAhiNEgDAZKrqZ5P8cpIPJUl3v5jkxTkzAYzI6UAATOnyJCeS/EFVPV5Vd1XVxXOHAhiNmQAAprQ3yTuTfLi7H6mqO5McSPK7r2xQVetJ1pNkdXV1lpDsPvsPPDB3hHNy9I6b5o7ALmcmAIApHUtyrLsf2Xx8bzZKwf/X3Qe7e62711ZWViYPCDACJQCAyXT395N8t6qu2PzS9UmenjESwJAWOh2oqo4m+XGSl5O81N1rywwFwK724SR3b14Z6LkkvzlzHoDhnMuagF/p7h8sLQkAQ+juw0n8MAlgRk4HAgCAwSxaAjrJV6rq0c2rNgAAAOepRU8H+qXufr6q3pzkwap6prsfPnkDl3QDAIDzw0IzAd39/Oavx5Pcl+SaM2zjkm4AAHAe2LIEVNXFVfWmVz5P8t4kTy47GAAAsByLnA70liT3VdUr2/9Rd39pqakAAICl2bIEdPdzSd4+QRYAAGACLhEKAACDUQIAAGAwSgAAAAxGCQAAgMEoAQAAMBglAAAABqMEAADAYJQAAAAYjBIAAACDUQIAAGAwe+cOAMBYqupokh8neTnJS929Nm8igPEoAQDM4Ve6+wdzhwAYldOBAABgMEoAAFPrJF+pqkeran3uMAAjcjoQAFP7pe5+vqrenOTBqnqmux9+5cnNYrCeJKurq3NlBHax/QcemDvCwo7ecdNSXtdMAACT6u7nN389nuS+JNec9vzB7l7r7rWVlZU5IgLsekoAAJOpqour6k2vfJ7kvUmenDcVwHicDgTAlN6S5L6qSjbGoD/q7i/NGwlgPEoAAJPp7ueSvH3uHACjczoQAAAMRgkAAIDBKAEAADCYhUtAVe2pqser6v5lBgIAAJbrXGYCbktyZFlBAACAaSxUAqpqX5Kbkty13DgAAMCyLToT8MkkH0vy0+VFAQAAprDlfQKq6v1Jjnf3o1X1nlfZbj3JepKsrq6+5kD7Dzzwmn8vAACwtUVmAq5NcnNVHU3yuSTXVdVnT9+ouw9291p3r62srGxzTAAAYLtsWQK6+/bu3tfd+5PckuSr3f3BpScDAACWwn0CAABgMFuuCThZd38tydeWkgQAAJiEmQAAABiMEgAAAINRAgAAYDBKAAAADEYJAACAwSgBAAAwGCUAgMlV1Z6qeryq7p87C8CIlAAA5nBbkiNzhwAYlRIAwKSqal+Sm5LcNXcWgFEpAQBM7ZNJPpbkpzPnABjW3rkDADCOqnp/kuPd/WhVvecs26wnWU+S1dXV6cLtAPsPPDB3BHhN/N09/5gJAGBK1ya5uaqOJvlckuuq6rMnb9DdB7t7rbvXVlZW5sgIsOspAQBMprtv7+593b0/yS1JvtrdH5w5FsBwlAAAABiMNQEAzKK7v5bkazPHABiSmQAAABiMEgAAAINRAgAAYDBKAAAADEYJAACAwSgBAAAwmC1LQFVdVFXfrKonquqpqvrEFMEAAIDlWOQ+AT9Jcl13v1BVFyT5elV9sbu/seRsAADAEmxZArq7k7yw+fCCzY9eZigAAGB5FloTUFV7qupwkuNJHuzuR5aaCgAAWJqFSkB3v9zdVyfZl+Saqrrq9G2qar2qDlXVoRMnTmxzTAAAYLuc09WBuvuHSR5KcuMZnjvY3WvdvbaysrJN8QAAgO22yNWBVqrqks3P35DkhiTPLDkXAACwJItcHeitSf6wqvZkozR8vrvvX24sAABgWRa5OtC3krxjgiwAAMAE3DEYAAAGowQAAMBglAAAJlNVF1XVN6vqiap6qqo+MXcmgBEtsjAYALbLT5Jc190vVNUFSb5eVV/s7m/MHQxgJEoAAJPp7k7ywubDCzY/er5EAGNyOhAAk6qqPVV1OMnxJA929yMzRwIYjhIAwKS6++XuvjrJviTXVNVVJz9fVetVdaiqDp04cWKWjAC7nRIAwCy6+4dJHkpy42lfP9jda929trKyMks2gN1OCQBgMlW1UlWXbH7+hiQ3JHlm1lAAA7IwGIApvTXJH1bVnmz8IOrz3X3/zJkAhqMEADCZ7v5WknfMnQNgdE4HAgCAwSgBAAAwGCUAAAAGowQAAMBglAAAABiMEgAAAINRAgAAYDBKAAAADEYJAACAwSgBAAAwmC1LQFVdVlUPVdXTVfVUVd02RTAAAGA59i6wzUtJPtrdj1XVm5I8WlUPdvfTS84GAAAswZYzAd39ve5+bPPzHyc5kuRtyw4GAAAsxzmtCaiq/UnekeSRpaQBAACWbpHTgZIkVfUzSf4kyUe6+0dneH49yXqSrK6ubltAYDn2H3hg7gjn5OgdN80dAQB2jYVmAqrqgmwUgLu7+wtn2qa7D3b3WnevraysbGdGAABgGy1ydaBK8qkkR7r795YfCQAAWKZFZgKuTfIbSa6rqsObH7+25FwAAMCSbLkmoLu/nqQmyALALldVlyX5b0nekqSTHOzuO+dNBTCehRcGA8A2cO8ZgB3gnC4RCgCvh3vPAOwMSgAAs3DvGYD5OB0IgMm92r1n3HcGzr97uXD+MRMAwKS2uveM+84ALJ8SAMBk3HsGYGdQAgCYknvPAOwA1gQAMBn3ngHYGcwEAADAYJQAAAAYjBIAAACDUQIAAGAwSgAAAAxGCQAAgMEoAQAAMBglAAAABqMEAADAYJQAAAAYjBIAAACDUQIAAGAwSgAAAAxGCQAAgMFsWQKq6tNVdbyqnpwiEAAAsFyLzAR8JsmNS84BAABMZMsS0N0PJ/nbCbIAAAAT2LtdL1RV60nWk2R1dXW7XhYgSbL/wANzRzgnR++4ae4IAHBW27YwuLsPdvdad6+trKxs18sCsItYZwawM7g6EABT+kysMwOYnRIAwGSsMwPYGbZcE1BV9yR5T5JLq+pYko9396eWHQyAMW3nGrPzbS0JwFS2LAHdfesUQQAg2VhjluRgkqytrfXMcQB2JacDAQDAYJQAAAAYjBIAwGQ215n9eZIrqupYVf3W3JkARrRtNwsDgK1YZwawM5gJAACAwSgBAAAwGCUAAAAGowQAAMBglAAAABiMEgAAAINRAgAAYDBKAAAADEYJAACAwSgBAAAwGCUAAAAGowQAAMBglAAAABiMEgAAAINRAgAAYDBKAAAADEYJAACAwSxUAqrqxqp6tqq+XVUHlh0KgN3LmAIwvy1LQFXtSfL7Sd6X5Mokt1bVlcsOBsDuY0wB2BkWmQm4Jsm3u/u57n4xyeeSfGC5sQDYpYwpADvAIiXgbUm+e9LjY5tfA4BzZUwB2AH2btcLVdV6kvXNhy9U1bNb/JZLk/xgu/7889DI+z/yvif2f4j9r/9w1qcW2f9/vK1hzjOvYTzZbkP8HT0H3o9TeT9O5f041ba/H68ynizqjGPKIiXg+SSXnfR43+bXTtHdB5McXDRNVR3q7rVFt99tRt7/kfc9sf/2f+z9zwJjyrmOJ9vN9+hU3o9TeT9O5f041fn0fixyOtBfJPmFqrq8qi5MckuSP11uLAB2KWMKwA6w5UxAd79UVb+d5MtJ9iT5dHc/tfRkAOw6xhSAnWGhNQHd/WdJ/myb/+zZpnp3iJH3f+R9T+y//R/cksaU7TT89+g03o9TeT9O5f041XnzflR3z50BAACY0EJ3DAYAAHaPWUtAVf3Hqnqmqr5VVfdV1SVz5plSVf2rqnqqqn5aVefFKvLtUFU3VtWzVfXtqjowd54pVdWnq+p4VT05d5apVdVlVfVQVT29+ff+trkzTamqLqqqb1bVE5v7/4m5M7GYqvpoVXVVXTp3ljmNPF6fbOQx7HSjH9fPpqr2VNXjVXX/3Fm2MvdMwINJruruf5rkfya5feY8U3oyyb9I8vDcQaZSVXuS/H6S9yW5MsmtVXXlvKkm9ZkkN84dYiYvJflod1+Z5F1J/s1g3/ufJLmuu9+e5OokN1bVu+aNxFaq6rIk703ynbmz7AAjj9dJjGFnMPpx/WxuS3Jk7hCLmLUEdPdXuvulzYffyMb1oofQ3Ue6e+ob4MztmiTf7u7nuvvFJJ9L8oGZM02mux9O8rdz55hDd3+vux/b/PzH2ThADnOX2N7wwubDCzY/LMja+f5zko/F92ro8fokQ49hpxv9uH4mVbUvyU1J7po7yyLmngk42b9O8sW5Q7BUb0vy3ZMeH8vgB4wRVdX+JO9I8sjMUSa1OUV8OMnxJA9291D7f76pqg8keb67n5g7yw406nhtDDuLUY/rZ/DJbPzg4Kcz51jIQpcIfT2q6n8k+UdneOp3uvu/b27zO9mYVrp72XmmtMi+w0iq6meS/EmSj3T3j+bOM6XufjnJ1ZvnUt9XVVd193DrQ3aSVztGJ/n32TgVaBgjj9e8diMf109WVe9Pcry7H62q98wcZyFLLwHd/auv9nxVfSjJ+5Nc37vseqVb7fuAnk9y2UmP921+jQFU1QXZGCju7u4vzJ1nLt39w6p6KBvrQ5SAGZ3tGF1V/yTJ5UmeqKpk41j1WFVd093fnzDipEYerxdkDDuN4/oprk1yc1X9WpKLkvzDqvpsd39w5lxnNffVgW7MxrTJzd3993NmYRJ/keQXquryqrowyS1J/nTmTEygNv4n9akkR7r79+bOM7WqWnnlaipV9YYkNyR5ZtZQnFV3/2V3v7m793f3/myc9vHO3VwAtmK8TmIMO8Xox/XTdfft3b1v85hxS5Kv7uQCkMy/JuC/JHlTkger6nBV/deZ80ymqn69qo4leXeSB6rqy3NnWrbNRWW/neTL2VhA9PnufmreVNOpqnuS/HmSK6rqWFX91tyZJnRtkt9Ict3mv/XDmz8tGcVbkzxUVd/Kxn8kHuzuHX/5ODjJsOP1K0Yfw85g9OP6ec8dgwEAYDBzzwQAAAATUwIAAGAwSgAAAAxGCQAAgMEoAQAAMBglAAAABqMEAADAYJQAAAAYzP8DISIzHpLU9gIAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<IPython.core.display.HTML object>"
+       "<Figure size 957.6x295.2 with 2 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "needs_background": "light"
+     },
      "output_type": "display_data"
     }
    ],
    "source": [
-    "%%HTML\n",
-    "\n",
-    "<style>\n",
-    "#typeoferrors td { text-align: center; font-size: large; border-right: solid 1px black; border-bottom: solid 1px black; }\n",
-    "#typeoferrors td.wrong { color: orange; }\n",
-    "#typeoferrors span.sub { font-size: x-small; }\n",
-    "</style>\n",
-    "<table id=\"typeoferrors\" style=\"text-align: center; font-size: large; margin-left: 1px;\">\n",
-    "    <tr><td rowspan=\"2\" colspan=\"2\"></td><td colspan=\"2\" style=\"font-size: small; border-top: solid 1px black;\">Conclusion about $H_0$<br />from the statistical test</td></tr>\n",
-    "    <tr><td>accept</td><td>reject</td></tr>\n",
-    "    <tr><td rowspan=\"2\" style=\"font-size: small; border-left: solid 1px black;\">Truth about $H_0$<br />in the population</td><td>true</td><td style=\"color: green;\">Correct</td><td  class=\"wrong\">Type 1 error<br /><span class=\"sub\">observe difference<br />when none exists</span></td></tr>\n",
-    "    <tr><td>false</td><td class=\"wrong\">Type 2 error<br /><span class=\"sub\">fail to observe difference<br />when one exists</span></td><td style=\"color: green;\">Correct</td></tr>\n",
-    "</table>\n",
-    "<a style=\"font-size: xx-small;\" href=\"https://faculty.nps.edu/rbassett/_book/hypothesis-testing-one-sample.html#fig:errorsHypTesting\">https://faculty.nps.edu/rbassett/_book/hypothesis-testing-one-sample.html#fig:errorsHypTesting</a>"
+    "_, axes = plt.subplots(1, 2, figsize=(13.3,4.1))\n",
+    "axes[0].hist(x_normal, bins=7)\n",
+    "axes[1].hist(x_not_normal, bins=7);"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "0e2642ae-4fdb-4e32-a742-abe78a37062b",
-   "metadata": {},
+   "id": "8f46e74c-ee1f-454c-a4a1-3e551899e7e7",
+   "metadata": {
+    "hidden": true
+   },
    "source": [
-    "## *t* tests\n",
-    "\n",
-    "*t* tests derive a statistic that is supposed to follow the [Student's *t* distribution](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.t.html) under $H_0$:"
+    "#### Normality tests"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "81a1572d-1639-42d9-834c-2ba86c7c7dd3",
+   "metadata": {
+    "hidden": true
+   },
+   "source": [
+    "* D'Agostino's test: [normaltest](https://docs.scipy.org/doc/scipy/reference/reference/generated/scipy.stats.normaltest.html), preferably for large samples ($n>20$),\n",
+    "    * Similar test for skewness only: [skewtest](https://docs.scipy.org/doc/scipy/reference/reference/generated/scipy.stats.skewtest.html) ($n\\ge8$),"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
-   "id": "60e92736-96b4-41af-9a1d-a63f1ef350f4",
+   "execution_count": 30,
+   "id": "e964be07-0696-4ff8-844a-3e7d318a7f3a",
    "metadata": {
-    "jupyter": {
-     "source_hidden": true
-    },
+    "hidden": true,
     "tags": []
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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SEhLw8fHBz8+Pzz77LMM7nFvTp6TUb6R2ra2p+6Ot7CwwMFDv3LnT2c3Iddq0MRswHTxo7tCk18svm5GVQ4egcmXbt0/kbEmHt4X1kvtzU0rt0lpnq81JlFIPAR9orTtanr8FoLX+NMk5nwMHtdY/W1uu9Cciqxg2zOwvcuEC5Mlz9/XRo0fz/vvvA6C16T9r1zZp9XMT6QOyhsz0KTIyIjLl6FFYuxaGDs1YIAImxa+rK3z+uU2bJoTIHbyBU0men7a8llQNoIZSapNSaqtSKmcPF4kcZcUK6Nz53kDkfkqZaVxr1pjNEYXITiQYEZny++/g4pK5RXPe3iaY+fVXkO0ShBB24AZUB1oDA4FJSqnC95+klBqplNqplNqZmPtfCGe6cMHMPGjYMO1zGzaE6GhZgymyHwlGRIbFx5tgpEOH5Dc4TI833jDljR9vk6YJIXKPcKB8kuflLK8ldRpYoLWO1VofAw5igpN7aK0naq0DtdaBJUqUsFuDhbDWnj3m8b7kfAAPJLBIPGf3bjs3Sggbk2BEZNjq1XDqlBnVyKzKlWHQILNp4o0bmS9PCJFr7ACqK6UqK6U8gAHAgvvOmY8ZFUEpVRwzbeuoA9soRIYkBiOWtc33OHPmzD3Pa9aEvHnvXiNEdmG3YEQp9atS6oJSKiSF91srpa4ppYIsx3tJ3kszTaNwvl9/haJFzTxVWxg1yqQJnj3bNuUJIXI+rXUc8DywDAgDZmqtQ5VSHyqlEvNQLgMuKaX2A2uA/2itLzmnxUJYb/duc7OuSJEH35sxY8Y9z11doX59GRkR2Y89R0Z+B9JaJLhBa+1nOT4E69I0Cue7csXkPR80KPVFdenRtClUr26mfgkhhLW01ou11jW01lW11mMsr72ntV5g+VlrrV/RWtfWWtfVWs9IvUQhsoY9e5KfopUSf38ICgLLFhVCZAt2C0a01uuByxm4tBFwWGt9VGsdA8wAbHTvXdjKkiVw+zY88YTtylQKhgyBdetMli4hhBAit7p2DQ4fhgYNrL+mQQO4fl36UJG9OHvNyENKqWCl1BKlVOJOKtakaRROtnw5FCsGgTbekeCJJ0xQMnmybcsVQgghspOgIPOY0shIt27dHnhNFrGL7MiZwchuoKLWuj7wLWaBYbpJKkbH09oEI+3bm7S+tlS+PLRrZ4IRGWYWudHSpUupWbMm1apVY+zYsSmeV6lSJerWrYufnx+BSe4KWHu9ECJrSy2TFkBAQMADr9WpA+7usog9O1q1ahWPP/64zcsdNmwYJUuWxNfXN8VzUuo3HNWfOC0Y0Vpf11rfsPy8GHC3ZDmxJk1j0nIkFaODhYTA2bMmpa89DB0KJ06Y6VpC5Cbx8fE899xzLFmyhP379zN9+nT279+f4vlr1qwhKCiIxJ3C03u9ECLr2r0bypSBUqWSf3/06NEPvJYnjwlIZGQk+wkODsYvubRpmTRkyBCWLl2a4vsp9RuO7E+cFowopUorZfbsVko1srTlEtalaRROtHy5eWzf3j7lP/IIFCwoC9lF9hIcHEzLli2pXbs2Li4uKKV477330r4wie3bt1OtWjWqVKmCh4cHAwYM4O+//3bY9UKIrGP37vQtXk/k72+u1dr2bRIpmzx5MgEBAdSrV4/mzZsDJv1ynz59aNCgAbVq1WL79u3Mnj2bJk2aUL9+fZo3b07irJ7g4GDq168PwLFjx+jZsyeBgYE0atSIAwcOZLhdLVu2pGjRoim+n1K/4cj+xM0upQJKqemYvO7FlVKngfcBdwCt9Y9AX+AZpVQccAsYoLXWQJxSKjFNoyvwq9Y61F7tFOm3fDnUrp35jQ5TkjcvDBgAf/wB330HBQrYpx6R87y09CWCzgXZtEy/0n581emrVM+Jjo6mf//+TJkyhUaNGvHuu+8SHR19z53LFi1aEBkZ+cC148aNo127dgCEh4dTvvzdgeFy5cqxbdu2ZOtUStGhQweUUowaNYqRI0em63ohRNYVFQVhYdC7d/qv9fc3qffDw+3XT2dVzuoDIiMj+eyzzwgKCsLDw4OrV68SFxdH586dGTNmDN26dSMqKor4+HiqVq1K3759ATO6NXPmTJ577jmCg4MZN24csbGxjBgxgokTJ1K1alUWL17M2LFj+e233+7UZ01/Yq2U+g1H9id2C0a01gPTeP874LsU3lsMLLZHu0Tm3LoF69fD00/bt56hQ80GiHPmmAxbQmRlK1euxN/fn0aNGgFQr149li5dimXwF4ANGzbYtM6NGzfi7e3NhQsXaN++PbVq1bJp+UII59m3z6ybTC2TVo0aNZJ9PfGa3btzXzDiLK6urty6dYtXX32VwYMHExgYyOzZs/Hx8bmTaCBfvnwAjB8/nr/++ovbt29z7tw5PvnkE2JjY7l27RolSpRg1qxZhIaG0qdPHwDi4uJo0aLFPfXZuj9xNrsFIyJn2rgRoqPtt14kUePGUKECzJ0rwYiwXlp3r+wlJCSEunXr3nm+e/du/O+bX2HNnSxvb29OnbqbTPD06dN4eyefTDDx9ZIlS9KrVy+2b99Os2bNrL5eCJF1Ja75SG2a1sCByd/zrV/fZKXcvRt69Ej2lBzLWX1Avnz5CAkJYeHChYwcOZIRI0Zw5swZmjRpcs95U6ZMYfv27axevRovLy9atmxJnTp1CAsLw8fHBzDTtcaMGcPw4cNTrM+WIyMp9Tvp6Y8yS4IRkS7Ll4OHB7Rsad96lDLD0z/8AJGRMlVLZG3FihVj9erVABw8eJC5c+eyefPme86x5k5Ww4YNOXToEMeOHcPb25sZM2Ywbdq0B867efMmCQkJFChQgJs3b7J8+XLee+89q68XQmRte/ZA0aLmplxKpk+fnmxAkj8/1KolGbUc6dChQ1SvXp0BAwawf/9+oqOjKV26NMHBwXfOiYiIYN++fTRt2hQvLy/mzJnD5s2bqVu3LnPnzr2zXqRMmTIsW7aMoUOH4uLiwr59+/D19bXbSHtK/UbNmjUd1p84e58Rkc0sXw7Nm5sPO3vr08dsrPjPP/avS4jMGDhwIDdu3MDX15eRI0cyffp0ihUrlu5y3Nzc+O677+jYsSM+Pj7069ePOnXMFkxdunThzJkzAJw/f57mzZtTv359GjVqRNeuXenUqVOq1wshso/du810qyTfPx9w8ODBFN9r0EAyajnSmDFjqFmzJv7+/hw7doxnn32WIUOGcP78eerUqYOfnx9btmxhyJAhTJgwgUaNGrFnzx6qVKlC/vz578mkNWzYMBISEvDx8cHPz4/PPvvsnkAkvQYOHMhDDz3EgQMHKFeuHL/88gtwt09Jqd9wZH+idA5KtxAYGKgTU1wK2zt7FsqWhbFj4Y037F9fQgJ4e0OLFjBzpv3rE9lT0uFtYb3k/tyUUru01jbeyjR7kv5EOEtsLHh5wf/9H3z+ecrnjR49mvfffz/Z98aPh9degwsXIKfveiB9QNaQmT5FRkaE1VauNI/2Xi+SyMXFpPldvNgsnBdCCCFyuv37ISYm9cXraUlcayJTtUR2IMGIsNqKFeYOi2Vao0P06QM3b8KyZY6rUwghhHCWUMtmBklyYiQrpVERgMTNtkNlYwSRDUgwIqy2ebOZMuXiwH81rVqZRXxz5zquTiGEEMJZwsJMP1u9eurn7dq1K8X3SpSAYsVMWUJkdRKMCKtERMCRI3Bfljq7c3c3qQkXLDDD1kIIIUROtn8/VKsGefKkft6iRYtSfb92bVOWEFmdBCPCKombbjo6GAEzVevaNbBkThVCCCFyrLAwsMV6bB8fU1YOylMkcigJRoRVtm4FV1cICHB83e3amcwic+Y4vm4hhBDCUWJj4dAh2wUjly+bmQ1CZGUSjAirbN1qFq7ny+f4uj09oWtXM1UrIcHx9QshhBCOcOQIxMVZF4wMGDAg1fcTy5B1IyKrk2BEpCk+HrZvd84UrUTdupl86ams1xNCCCGytcQ1HrVrp31u2bJlU30/sQxZNyKyOglGRJr274fISOcGI506mZ1oZTd2kdMNGzaMkiVL4puYmzMFS5cupWbNmlSrVo2xY8em+boQIutLHMWoVSvtc7/44otU3y9XzkxxlpGR7GHVqlU8/vjjNi3z1KlTtGnThtq1a1OnTh2+/vrrZM9zdn8iwYhI09at5tGZwUjx4vDQQxKMiJxvyJAhLF26NNVz4uPjee6551iyZAn79+9n+vTp7N+/P8XXhRDZQ1gYlC9vgojMUsoENRKMZA/BwcH4+fnZtEw3NzfGjx/P/v372bp1K99///0DfUJW6E8kGBFp2rrV5CuvVs257ejaFXbuhLNnndsOIZITHBxMy5YtqV27Ni4uLiileO+999JdTsuWLSlatGiq52zfvp1q1apRpUoVPDw8GDBgAH///XeKrwshsgdbZdJKlJhRS9jf5MmTCQgIoF69ejRv3hyAM2fO0KdPHxo0aECtWrXYvn07s2fPpkmTJtSvX5/mzZsTYckwEBwcTH3LrtLHjh2jZ8+eBAYG0qhRIw4cOJChNpUpUwZ/f38AChQogI+PD+Hh4feckxX6Eze7lCpylK1bzaiIUs5tR9eu8PbbsGQJDBvm3LaILGrXS3AlyLZlFvGDgK9SPSU6Opr+/fszZcoUGjVqxLvvvkt0dDSjR4++c06LFi2IjIx84Npx48bRrl27dDUpPDyc8uXL33lerlw5tm3bluLrQoisLyHBBA4jR1p3fuKXzNT4+MDUqSY9fqFCmWxgduCkPiAyMpLPPvuMoKAgPDw8uHr1KnFxcXTu3JkxY8bQrVs3oqKiiI+Pp2rVqvTt2xeA0aNHM3PmTJ577jmCg4MZN24csbGxjBgxgokTJ1K1alUWL17M2LFj+e233+7Ul5H+5Pjx4+zZs4fGjRvf83pW6E8kGBGpunrVrBkZONDZLYF69cwc2H/+kWBEZC0rV67E39+fRo0aAVCvXj2WLl2KShLBb9iwwVnNy/GUUp2ArwFX4Get9dj73h8C/A9IvCX4ndb6Z4c2Uog0nDwJt25Zt3gdoHv37mmek1jWv//Cfd9BhQ25urpy69YtXn31VQYPHkxgYCCzZ8/Gx8eHbt26AZDPko50/Pjx/PXXX9y+fZtz587xySefEBsby7Vr1yhRogSzZs0iNDSUPn36ABAXF0eLFi3uqS+9/cmNGzfo06cPX331FQULFrTBb2xbEoyIVO3YYR6duV4kkVJmdOTPP+H27bR3pxW5UBp3r+wlJCSEunXr3nm+e/fuB+5a2nJkxNvbm1OnTt15fvr0aby9vVN8PSdTSrkC3wPtgdPADqXUAq31/ZOb/9JaP+/wBgphpcTpVNZO05o4cSIj0xhGSZreN1cEI07qA/Lly0dISAgLFy5k5MiRjBgxgjNnztDkvi9PU6ZMYfv27axevRovLy9atmxJnTp1CAsLw8fylxUcHMyYMWMYPnx4ivWlpz+JjY2lT58+PPbYY/Tu3fuBa7JCfyLBiEjV1q0mCGjY0NktMbp2hZ9+gg0bzGaIQmQFxYoVY/Xq1QAcPHiQuXPnsnnz5nvOseXISMOGDTl06BDHjh3D29ubGTNmMG3aNGrWrJns6zlcI+Cw1voogFJqBtATkJX7IltJbzBy1ooFlFWqgIeHrBuxt0OHDlG9enUGDBjA/v37iY6OpnTp0gQHB985JyIign379tG0aVO8vLyYM2cOmzdvpm7dusydO/fOepEyZcqwbNkyhg4diouLC/v27cPX1zdDI+1aa4YPH46Pjw+vvPJKsudkhf5EFrCLVG3daoZ5s8pc04cfNiMiklVLZCUDBw7kxo0b+Pr6MnLkSKZPn06xYsUyXNZDDz3EgQMHKFeuHL/88gsAXbp04cyZM4DJkPLdd9/RsWNHfHx86NevH3Xq1Enx9RzOGziV5Plpy2v366OU2quUmq2UKp/M+0I41f79JnNk8eK2K9PNDapXl71G7G3MmDHUrFkTf39/jh07xrPPPsuQIUM4f/48derUwc/Pjy1btjBkyBAmTJhAo0aN2LNnD1WqVCF//vz3ZNIaNmwYCQkJ+Pj44Ofnx2effXZPIJIemzZtYurUqaxevRo/Pz/8/PxYvHgxcLdPyQr9idJa26VgZwgMDNQ7d+50djNyDK3Nh2KvXvBzFppd3aULHDpkDiGSDm8L6yX356aU2qW1DnRSkzJEKdUX6KS1HmF5/gTQOOmULKVUMeCG1vq2UmoU0F9r/XAyZY0ERgJUqFAh4MSJEw75HYQAaNbMBA/r1ll3/vjx43n11VfTPK9fP9i9Gw4fzmQDsyjpA7KGzPQpMjIiUnT0KFy+nPXmmXbtaj5UDx50dkuEEFlAOJB0pKMcdxeqA6C1vqS1vm15+jMQkFxBWuuJWutArXVgiRIl7NJYIZKjdfrT+loTiIAp89gxszheiKzIbsGIUupXpdQFpVRICu8/Zhky36eU2qyUqp/kveOW14OUUjLU4SR79phHK7IHOlSXLuYxjX3hhBC5ww6gulKqslLKAxgALEh6glKqTJKnPQCZQS+ylPPn4cqV9AUja9euteo8Hx+TNlhu4Imsyp4jI78DnVJ5/xjQSmtdF/gImHjf+2201n7ZbcpAThIUBK6ukNWmnFeuDDVqSDAihACtdRzwPLAME2TM1FqHKqU+VEr1sJz2olIqVCkVDLwIDHFOa4VIXnoXrwOss3I+V9KMWkJkRXbLpqW1Xq+UqpTK+0lTzWzFDK2LLCQoyHyIeXo6uyUP6tjRrGOJjs6a7ROOpbXO8AK/3CgnrRUE0FovBhbf99p7SX5+C3jL0e0SwlqJgYK1e4ykR40a4OKSs4MR6QOcK7N9SlZZMzIcWJLkuQaWK6V2WRYUCifYswcaNHB2K5LXqZOZ/yr7yAlPT08uXbqU475g24vWmkuXLuEpUbwQWUZYGBQoAPbYxiFvXjOjIKdm1JI+wLls0ac4fZ8RpVQbTDDSPMnLzbXW4UqpksAKpdS/Wuv1KVyfNPuJ3dubW1y4AGfOgCXTXJbTqpVJ8bt0KbRv7+zWCGcqV64cp0+fJiIiwtlNyTY8PT0pV04Go4XIKsLCoGZNs6+XtZ566imrz/XxMbuw50TSBzhfZvsUpwYjSql6mMwmnbXWlxJf11qHWx4vKKXmYTa1SjYY0VpPxLLeJDAwUMJiG0ncpyerBiP580PLliYYGT/e2a0RzuTu7k7lypWd3QwhhMiwsDBo29Z+5deqBcuXQ1ycSR+ck0gfkP05bZqWUqoCMBd4Qmt9MMnr+ZVSBRJ/BjoAyWbkEvYTFGQes2owAmbdyP79cOpU2ucKIYQQWdH162YmQnq3ypg0aZLV5/r4QEwMHD+evjqEcAR7pvadDmwBaiqlTiulhiulnlZKPW055T2gGDDhvhS+pYCNlqwn24F/tNaSN8nB9uyBChWgaFFntyRlnSy52pYtc247hBBCiIxKnD5lz337JKOWyMrsmU1rYBrvjwBGJPP6UaD+g1cIRwoKytqjImCyjpQrZ6ZqjXjgX5IQQgiR9WUkrW961ap1t67u3e1XjxAZkVWyaYksJCoKDhzI+sGIUmaq1sqVZh6sEEIIkd38+69Zx1GlSvqua9WqldXnFikCpUrl3EXsInuTYEQ8ICTE7Naa1YMRMFO1rl2Dbduc3RIhhBAi/cLCoHp1cHdP33WtW7dO1/k+PjJNS2RNaQYjSqnxSqkstge3sKfssHg9Ubt2Zpd42Y1diOxP+huRG4WFZWyK1vh0ppJMDEZkOw6R1VgzMhIGTFRKbbMsQC9k70YJ59qzBwoVgkqVnN2StBUuDI0byyJ2IXII6W9ErhITA0eO3F3TkR43btxI1/m1apmZBOfPp78uIewpzWBEa/2z1roZ8CRQCdirlJpm2axQ5ECJi9fTs/mSM3XsCDt3wqVLaZ8rhMi6pL8Ruc3hwxAfb9/F64kko5bIqqxaM6KUcgVqWY6LQDDwilJqhh3bJpwgPh727s0eU7QSdehghp1XrXJ2S4QQmSX9jchNMpNJq0yZMuk6X4IRkVVZs2bkS+BfoAvwidY6QGv9mda6O9DA3g0UjnX4sMmmlZ2CkcBAM11LpmoJkb1JfyNym8TsVjVrpv/akSNHput8b2/w8pKMWiLrsWZkZC/gp7UepbXeft97jezQJuFEe/aYxwbZqNt3czML2Zcvl4V5QmRz0t+IXCUsDMqXN0FCei1cuDBd5ytl1o3IyIjIaqwJRh7XWt9M+oJSahWA1vqaXVolnCYoyKQXdMT8VVvq0AFOn5YPWSGyOelvRK6S0UxaALt37073NZLeV2RFKQYjSilPpVRRoLhSqohSqqjlqAR4O6yFwqH27TMfVh4ezm5J+nToYB6XL3duO4QQ6Sf9jciNEhLMlKmMZNLKqFq1IDwcIiMdV6cQaUltZGQUsAuziHC35eddwN/Ad/ZvmnCGkBDw9XV2K9KvYkUz51aCESGyJelvRK5z+rRZo+nImQiJdcm6EZGVpBiMaK2/1lpXBl7TWldOctTXWkvnkANdvw4nT2bPYATM6MjatRAd7eyWCCHSQ/obkRtlJpMWwCuvvJLuaySjlsiKUpum9bDlx3ClVO/7Dwe1TzhQaKh5zK7BSMeOcOsWbNrk7JYIIdJD+huRGyWOTmQ0GDlz5ky6r6la1SR9kZERkZWkNk2rleWxezJHNzu3SzhBSIh5zK7BSKtWZvG9TNUSItuR/kbkOmFhUKQIlCiRsetnzEj/1jvu7lCtmoyMiKzFLaU3tNbvWx6HOq45wplCQiB/frP+Ijvy8oJmzcx+I5995uzWCCGsJf2NyI0SM2kp5dh6fXxg/37H1ilEaqzZ9PD/lFIFlfGzUmq3UqqDIxonHCtx8bqLNQmfs6iOHSE4GM6dc3ZLhBDpJf2NyE3+/dc5afR9fODIEYiNdXzdQiTHmq+dw7TW14EOQDHgCWCsXVslnCK7ZtJKKjHF74oVzm2HECJDpL8RucKlS3DhQubS+nbrlrEZjD4+EBcHhw5lvG4hbMmaYCRxALELMEVrHZrkNZFDXLhgjuwejPj5mfm3y5Y5uyVCiAyQ/kbkColrNOvWzXgZAQEBGbousZ9PbIMQzmZNMLJLKbUc0zksU0oVABLs2yzhaNl98XoiFxczOrJ8udlQSgiRrWSov1FKdVJKHVBKHVZKvZnKeX2UUlopFWjDNguRbrboc0ePHp2h62rVMn2lBCMiq7AmGBkOvAk01FpHAR6ALDLMYXJKMAJm3UhEBAQFObslQoh0Snd/o5RyBb4HOgO1gYFKqdrJnFcA+D9gm60bLUR6hYRA4cJQtqzj6/b0hOrVJRgRWUeawYjWOgE4D9RWSrUE6gCF7dwu4WAhIVCsGJQq5eyWZF7iuhGZqiVE9pLB/qYRcFhrfVRrHQPMAHomc95HwGeAbIsqnC5xjaajM2kl8vWVYERkHSmm9k2klPoM6A/sB+ItL2tgvR3bJRwsJMTMXXXWB6MtlSpl1o4sWwZvveXs1gghrJXB/sYbOJXk+Wmg8X3l+gPltdb/KKX+Y7sWC5F+Wps+d8CAzJVTo0aNDF/r6wtz55qNgvPmzVw7hMgsa6ZpPQLU1Fp30Vp3txw9rClcKfWrUuqCUirZ+NuSvvEbyzzfvZYOI/G9wUqpQ5ZjsFW/jciQxA/GnDBFK1HHjmYn9shIZ7dECJEOj5DB/iYlSikX4AvgVSvOHamU2qmU2hkREZGZaoVI0ZkzcPVq5vvcgQMHZvhaX1/T98vmhyIrsCYYOQq4Z7D834FOqbzfGahuOUYCPwAopYoC72PubjUC3ldKFclgG0QaTp0yX9pzUjDSoYNJXbhmjbNbIoRIh4z0N+FA+STPy1leS1QA8AXWKqWOA02ABcktYtdaT9RaB2qtA0tkdFtsIdJgi0xaANOnT8/wtYl1y1QtkRWkOU0LiAKClFKrgNuJL2qtX0zrQq31eqVUpVRO6YlJ36iBrUqpwkqpMkBrYIXW+jKAUmoFJqjJ+P88kaJ9+8xjTgpGmjWDfPnMVK0embqvKoRwoIz0NzuA6kqpypggZAAwKMm114Diic+VUmuB17TWO23bdCGskxgA1KmTuXIOHjyY4WurVoU8eSQYEVmDNcHIAsthD8nN9fVO5XVhB7b6YMxK8uSBNm1kEbsQ2Uy6+xutdZxS6nlgGeAK/Kq1DlVKfQjs1Frbq/8SIkNCQqBMGZM0xlnc3MzmhxKMiKwgzWBEaz1ZKZUXqKC1PuCANqWLUmokZooXFSpUcHJrsqeQEChf3qQZzEk6doR//oEjR8xdICFE1pbR/kZrvRhYfN9r76VwbutMNVKITMoqazR9fWHdOme3Qggr1owopboDQcBSy3M/pZSt7jSlNNc3rTnAd8gc38zLKh+Mttaxo3mU0REhsgc79zdCOF18PISG2qbPff/99zN1va+vWTN69Wrm2yJEZlizgP0DzCLyqwBa6yCgio3qXwA8acmq1QS4prU+ixlu76CUKmJZuN7B8pqwsbg4k00jJ03RSlS9OlSuDEuXOrslQggrfYD9+hshnO7YMZNO1xbByK5duzJ1fWIbQkMz3xYhMsOaYCTWsgAwqQRrCldKTQe2ADWVUqeVUsOVUk8rpZ62nLIYkz3lMDAJeBbAsnD9I8zCxB3Ah4mL2YVtHT0Kt2/nzJERpaBTJ1i92vyOQogsL8P9jRDZQeIaDVv0uYsWLcrU9YltkHUjwtmsWcAeqpQaBLgqpaoDLwKbrSlca51qEmxLFq3nUnjvV+BXa+oRGZd4RyQnjowAdO4MP/wAGzZAu3bObo0QIg0Z7m+EyA4Sv/jXru3cdgBUqAAFCkgwIpzPmpGRF4A6mDSL04HrwEt2bJNwoMRgpFYt57bDXh5+GDw8YMkSZ7dECGEF6W9EjhYSAlWqgJeXs1tiZg/4+kowIpwvzWBEax2ltX5ba93QslD8ba11tCMaJ+xv/36oVClrfDDaQ/780LKlBCNCZAfS34iczpYJYwYMGJDpMnx9zV5jWtugQUJkUIrTtJRSC4EU/3lqrWUruRwgNDTnTtFK1LkzvPoqnDgBFSs6uzVCiPtJfyNyg5gYOHAAeva0TXlly5bNdBm+vjBpEly4AKVK2aBRQmRAaiMj44DxwDHgFmaB+STgBnDE/k0T9hYXB//+mzXmrtpT587mUUZHhMiypL8ROd7Bg6bftdXIyBdffJHpMmQRu8gKUhwZ0VqvA1BKjddaByZ5a6FSaqfdWybs7sgRc6cmp4+M1KplRkSWLIGnn077fCGEY0l/I3IDW2bSspWkwUjbts5ti8i9rMmmlV8pVUVrfRRAKVUZyG/fZglH2L/fPCYNRm7E3ODQpUPcjL1JVGwU0XHReBfwpkaxGhTIU8A5Dc0kpczoyNSpJsVvnjzObpEQIgXS34gcKygI3N2hZk1nt+SukiXN9KygIGe3RORm1gQjLwNrlVJHAQVUBEbatVXCIUwmLc1Frw38d9VS1hxfw47wHcTr+GTPL+NVBv8y/vSs2ZMeNXtQyiv7TDDt3Bl+/BE2bpS7P0JkYdLfiBxr1y6oW9dkeLQFf39/G5Vj2iaEs6QZjGitl1ryvScmf/1Xay1byGVzWmuWn1iIx3Mf0/mvHbi5uNGwbEPeaPYG/mX8KZinIPnc8+Hh6sGp66c4eOkgBy4dYN3xdfxz6B9GLRpFswrNeCbwGfrV6YebizVxrfMkTfErwYgQWZP0NyKn0hp274Y+fWxXZvfu3W1STkAALF9udobPm9cmRQqRLlZ9g7R0BsF2botwkA0nNvD8kufZW24veaMrM7HbRAbWHYiXR/L5fRt6N7zzs9aafRf2MS9sHtNCpvHY3Mf476r/8nKTlxnuPzzFMpzNywtatDDByLhxzm6NECIl0t+InOjECbh82YxC2MrEiRMZOTLzA4f+/hAfD3v3QuPGNmiYEOlkzaaHIoeIT4jnw3Uf0npyayJvR+K6YDLPxh/kqYCnrA4ilFLUK1WP91u/T9hzYfw94G/KFyrPS8teosa3NZgSPIUEnWDfXySDunQx62SOH3d2S4QQQuQmidOgAgJsV+bZs2dtUk5im2SqlnAWCUZyiTORZ2g/tT3vr32fgb4DmdU2mPjdT1K3TsanV7koF3rU7MGGoRvYOHQjFQpVYPD8wTT9pSnbTm+zYetto1s387hokXPbIYQQInfZvRvc3MyakaymfHkoVsy0UQhnSDMYUUrNVUp1VUpJ4JJNHbx0kIaTGrItfBu/9viVqb2mcuKgyYxlq7S+zSo0Y/PwzUx+ZDInrp3goV8e4pVlr3Ar9pZtKrCBGjXMIcGIEFmT9Dcip9q1y/S3np62K9PLyzbTopUyoyMyMiKcxZoP/AnAIOCQUmqsUioLJaUTaTl06RBtJrchNj6WLcO3MLTBUJRSd9L6+vjYri4X5cKT9Z/k4PMHeSbwGb7c+iUBEwPYeSbrbBPQrRusWQM3bji7JUKIZEh/I3KcxMXrtlwvAvDqq6/arCx/f7PXyG1JFyGcIM1gRGu9Umv9GOAPHAdWKqU2K6WGKqXc7d1AkXGHLx+mzeQ2xMTHsHrwauqVqnfnvdBQqFQJ8tshg3+BPAX4vuv3LHt8GddvX6fJz00Ys35MllhL0r272ehxxQpnt0QIcT/pb0ROdPo0RETYdr0IwNq1a21WVkCA2R1+3z6bFSmE1awaCldKFQOGACOAPcDXmM5CvtJlUSeunqD1762Jjotm9ZOr8S1575avoaH233m9Q9UOhDwbQr86/XhnzTt0m9aNS1GX7FtpGpo1g0KFZKqWEFmV9Dcip7HH4nWAdevW2awsWcQunMmaNSPzgA1APqC71rqH1vovrfULQNbM45rLRcdF02dmHyJjIln15Crqlrp3xVxcHBw4YP9gBKCwZ2H+7P0nE7pMYNWxVfhP9GdH+A77V5wCd3fo1An++QcSnD9QI4RIQvobkRPt3g0uLlCvXtrnOkulSlCkiCxiF85hzcjIJK11ba31p1rrswBKqTwAWutAu7ZOZMiLS15k19ldTO01lfql6z/w/pEjZqpS7dqOaY9SimcaPsPGoRsBaP5bc6YGT3VM5cno3h3On4edWWcpixDCkP5G5Di7dpn+Nl++zJd1Nfoqiw8tZtFBM7z/z8F/uHDzQqbLVUp2YhfOY00w8nEyr22xdUOEbfy651cm7Z7EW83fokfNHsmeExpqHh0xMpJUQ++G7B65m6blm/Lk/Cf576r/OmUdSadO5i6VTNUSIsuR/kbkKFqbL/iZWbyutWb9ifU8Me8JyowvQ9dpXek+vTs/8RPdpnfD+wtv+s7sy7LDy4hPiM9wPf7+Zs1ITEzG2ypERqS4yYRSqjTgDeRVSjUAlOWtgpghdJHF7D67m2f/eZa2ldvyUZuPUjwvMRixZSYtaxXLV4xljy/j+cXP8+nGTwm7GMbUXlMdunN7sWJm7cjChfDhhw6rVgiRAulvRE519qwZic/oepEjl48wYM4Adp7ZScE8BRnqN5R+dfrh5eHFtYhr5CmSh3lh85iydwpzwuZQq3gtZvSZkeysiLQEBJhAJDQUGjTIWHuFyIjURkY6AuOAcsAXwHjL8QrwX/s3TaRHdFw0A+cMpET+EkzvMx1XF9cUzw0NhcqV7ZNJyxoerh781O0nvur4FQsOLKDN5Dacv3HeoW3o1g2CgkyWEyGE00l/I3KkzCxenxU6C/+J/hy5fISfu//M2VfPMqHrBFpXak1g2UA2zt9I8wrNGd9xPKdfPs30PtO5Fn2NJr80YdKuSWit01WfLGIXzpJiMKK1nqy1bgMM0Vq3SXL00FrPdWAbhRU+Xv8xBy8d5Ncev1Iif4lUzw0JAV/fVE+xO6UU/9fk/5jffz6hF0Jp+mtTDl065LD6E3djX7jQYVUKIVKQ2f5GKdVJKXVAKXVYKfVmMu8/rZTap5QKUkptVEo5aMWcyO127TLrMeqnY6AiNj6WFxa/QL/Z/fAp7sOeUXsY7j+cfO4pDxLmccvDAN8BBD0dRIsKLRi5aCSPz3ucqNgoq+utUgUKFpRgRDheisGIUupxy4+VlFKv3H84qH3CCvvO7+OzTZ/xZP0naV+1farnxsQ4LpOWNbrX7M6awWu4fvs6TX9tyrbT2xxSr48PVKsG8+c7pDohRCoy098opVyB74HOQG1gYDLBxjStdV2ttR/wOWb0RQi7270batUCazdLj0+IZ8jfQ/hux3e83ORl1g9dT8XCFa2ur2T+kix9fCkft/mY6fum0+uvXtyOs24nQxcXs25EMmoJR0ttmlbiJB4voEAyR5qsuFv1peVOVZBS6qBS6mqS9+KTvLfA2l8ot4lPiOephU9R2LMw4zuMT/P8Q4dMal9nj4wk1bhcYzYP20zBPAV5eMrDLDu8zO51KgW9esHq1XD1qt2rE0KkLjP9TSPgsNb6qNY6BpgB9Ex6gtb6+n11pW/+ihAZoDXs2GH9FC2tNc/+8yzT9k3j07af8kXHL/Bw9Ujx/FatWiX7uoty4e2Wb/Nzj59ZfmQ5g+YOIi4hzqo2BARAcLDsxC4cK8UF7FrrnyyPozNScJK7Ve2B08AOpdQCrfX+JHW8nOT8F4CkS6ZuWe5iiVRM2DGBbeHb+KPXHxTPVzzN852VSSst1YtVZ/OwzXT6sxPdp3fnj95/0K9OP7vW2asX/O9/Zs+Rxx6za1VCiFRksr/xBk4leX4aaHz/SUqp5zBrUDyAh5MrSCk1EhgJUKFChQw0RYi7jh6Fc+dMwpS0aK15fcXrTNw9kbeav8WbzR+4f/uA1q1bp/r+sAbDuH77Oi8ve5kRC0bwa89fcVGpJ1Ft1gzGjzdTtZo2TbvdQthCatm0vkntQq31i2mUfedulaW8xLtV+1M4fyDwfhpliiTCr4fz39X/pWPVjgyqO8iqa0JCzFBsrVp2blwGlPIqxZrBa+g+vTsDZg/gavRVRgaMtFt9jRtDmTIwb54EI0I4kw36mzRprb8HvldKDQLeAQYnc85EYCJAYGCgjJ6ITNlottaiefO0z/3f5v8xbss4nmv4HGMeHmNV+ePHj+fVV19N9ZyXmrxE5O1I3lv7HsXyFmN8x9RnUCQGThs3SjAiHCfFYATI7BImq+5WASilKgKVgdVJXvZUSu0E4oCxWuv5KVyba+9kvb/2fWLiY5jQdQJKqbQvwIyMVKsGnp52blwGFfYszLLHl9FvVj9GLRrF1eirvN7sdbvU5eICjzwCkyfDrVuQN69dqhFCpC0z/U04UD7J83KW11IyA/ghE/UJYZWNG6Fw4bQ3GF51dBVvrXqL/nX6803nb6zuz2/cuGHVee+0fIeIqAi+2PoFDb0bMsB3QIrnliwJ1aubtr9un65XiAekNk1rsgPbMQCYrbVOultPRa11uFKqCrBaKbVPa33k/gtz652s/RH7+S3oN15s9CJVilSx+rqskEkrLfnc8zGv/zyenP8kb6x8gxsxNxjderTVH9Dp0asX/PADLF8OPXumfb4QwvYy2d/sAKorpSpjgpABwD1DxUqp6lrrxHR9XQHHpe4TudamTWZ0wSWVmVHh18MZOGcgtYrX4pcev6Q5jSojlFKM7zCe3Wd3M2LBCOqXqo9PiZQ3GmveHBYsgISE1NsuhK2klk3rK8vjQqXUgvsPK8pOz92qAcD0pC9orcMtj0eBtdy7niTXe2vVW3h5ePF2y7etviY6Gg4fznrrRZLj7urOH73+YJjfMD5a/xGvLn813TnTrdG6tblzNW+ezYsWQlgpM/2N1joOeB5YBoQBM7XWoUqpD5VSPSynPa+UClVKBWHWjTwwRUsIW7p4EcLCUp+iFRMfw6OzHuVW3C3m9JtDfo/0bf5VpkwZq891d3Xnr75/kd8jP31m9uFGTMqjKs2bw6VLJvOmEI6Q2jStqZbHcRksO827VQBKqVpAEWBLkteKAFFa69tKqeJAM0w6RgFsPLmRBQcWMObhMVYtWk/077/mTkd2CEYAXF1cmdRjEvk98vPl1i+Jio1iQtcJNr1z5O5u9hxZuNBkGXNL7X+EEMJeMtXfaK0XA4vve+29JD//X8abJkT6bd5sHlMLRl5f8TpbTm/hr75/Uat4+hdyjhyZvjWV3gW9md5nOu2ntuephU8xrfe0ZGccJLZ540aTBl8Ie0tt08Ndlsd1mEDhCnAZ2GJ5LVVW3q0CE6TM0Pfe9vYBdiqlgoE1mDUjKS18z1USM26U8SrDS01eSte1iZm0svo0raRclAtfd/qaN5u9yU+7fmL4guHEJ8SnfWE69O4Nly/D+vU2LVYIYaXM9jdCZDUbN4KHBzRsmPz7Sw4t4ettX/NCoxcynDlyYQZ27X248sN81OYjZoTMYErwlGTPqV4dSpS4uwBfCHtL8z6wUqor8CNwBFBAZaXUKK31krSuTetuleX5B8lctxmom1b5udHfB/5my+ktTOw2MdXdWJMTEmLu/FevbqfG2YlSik/afoKnmycfrPuAmPgYJj8yGTcX2wxjdOxoFq/PnQsPJ5vwUwjhCJnpb4TISjZtgsDA5JPFXL51meELhlOnRB0+b5/xSR+7d++me/fu6b7ujWZvsPTwUl5c+iJtKrehQqF7k/8oZUZHNm3KcNOESBdr5ruMB9porVtrrVsBbYAv7dsskRytNe+vfZ+axWoytMHQdF8fGgo1a5q7NdmNUor3W7/Pp20/Zdq+aQyYPYCY+BiblJ0vnwlI5s0z09iEEE4j/Y3I9m7dMpsdprS/yPOLnyciKoKpvabi6eb41JauLq78/sjvxCfEM+zvYSToBzu+Zs3gyBE4e9bhzRO5kDXBSKTW+nCS50eBSDu1R6Ri8aHF7D2/l7eav5WhUYGQkOyzXiQlbzZ/ky87fsmcsDn0m9WP23G22Sb20UfhzBm5EySEk0l/I7K9nTshNjb59SKzQmcxPWQ677V8jwZlnJeXp0qRKnzR8QtWHVvFhB0THng/se3SJwpHSC2bVm+lVG/M2o3FSqkhSqnBwELM4nThQFprPtn4CRUKVbB6g8Okbt6EY8ey13qRlLzU5CW+6/wdfx/4m94zexMdF53pMnv0MFO1/vrLBg0UQqSL9DciJ0lca3H/poHnbpzjmX+eoWHZhrzV4q1M1/PKK69k6vqn/J+ic7XOvL7idQ5eOnjPew0amD5R1o0IR0htZKS75fAEzgOtgNZABCDbwznYhpMb2HxqM/9p+h/cXd3Tff1+y/L/7D4ykui5Rs/xU7efWHxoMT1n9ORW7K1MleflBV27wqxZJquWEMKhpL8ROcamTSYLVfH7kl0+v/h5bsTcYEqvKTZZ83jmzJlMXa+U4uceP+Pp5smIBSPuma7l4QGNG8vIiHCM1DY9TP+iBPEgnQA2SEX76cZPKZGvBMMaDMvQ9dkxk1ZaRgaMxN3FneELhtNtejcWDFiQ7jztSQ0YALNnw7p10LatDRsqhEiV9Dcip0hIMF/gH3303tfnhc1jTtgcPm37aYbS+CZnxowZvP/++5kqo2yBsozvMJ5hC4YxcddEng58+s57zZvDp5/CjRvmhp0Q9mJNNi1PYDhQB3PXCgCtdca+FedUWsOVIDg11zxGnYJbp+H2JXDJA+4FzZG/IhSuD0XqQdEAKORrUlekYs/ZPSw9vJQxD49JdwatRCEhkCcPVK2aocuzrKENhuLu6s7g+YPpMq0LiwYuokCeAhkqq0sX84E7Y4YEI0I4g/Q3Irvbvx+uXr138frV6Ks8t/g5/Er78epDrzqtbSkZ4jeEP/f9yesrXqd7je54F/QGzO8QHw9bt0K7dk5upMjRrLllPxUoDXQE1mF2UpcFhYmiL0DQm7CwGiz1h/2fQNQJyFcOyj8Kvu9BzRehfB8o1ghiI+Hwj7B1KCyuB/PKwpYhcHwGxFxLtoqxm8ZSwKMAzzZ8NsPNDA01w8aurhkuIst6vN7j/Nn7Tzad3ESnPztx/fb1DJWTN69ZOzJ3LsTYJlGXECJ9pL8R2drKleaxdeu7r72x4g3O3zzPz91/ztA0a3tTSvFTt5+IS4jj2cXPkrjtW7NmZjuAVauc3ECR41kzabGa1vpRpVRPrfVkpdQ0YIO9G5blJcTBoR9g77sQdwNKt4fab0G5nuBZIo1r4+HGYbi4Bc4ug/CFcGwyuHqCdw+o9DiU6QiuHhy9cpRZobN4vdnrFPYsnOHmhoRAq1YZvjzLG+A7ADcXNwbOGUiHqR1Y+vjSDP15DRgA06aZDqVLF9u3UwiRKulvRLa2dCnUqgUVK5rn646vY+Luibz20GsElA2waV3dunWzWVlVi1blwzYf8p8V/2FO2Bz61u5LgQImIFm61EzXEsJerBkZibU8XlVK+QKFgJL2a1I2cHG7GQXZ9aIZ7eiyD9osgWoj0g5EAFxcoWBNqDIEmk2H3heg/UaoOgLOr4b1PWC+NwS9xbQtn+Lq4soLjV7IcHMvX4bTp6FevQwXkS30rd2X2Y/OZvfZ3bSd0pZLUZfSXUaHDlCokGTVEsJJpL8R2datW2bNYadO5nl0XDQjF42kSpEqjG4z2ub1BQTYNrh5qclL+Jfx5/nFz3Pl1hXA/C5BQbLfiLAva4KRiUqpIsC7wAJgP/CZXVuVlZ1ZAqtaQ8xVaDEX2iyDQj6ZK9PFFUo0g8BvodcZaLUQSjRD7/+ct678zJZqJfG+dcisS8mAvXvNY/36mWtmdtCzVk/mD5hP6IVQHp7yMBduXkjX9XnyQO/eMH8+RGc+Y7AQIn2kvxHZ1rp1pt9IDEY+3fApBy8d5MeuP2Z4vWdqRo+2bYDj5uLGz91/JiIqgrdWmdTDib/L8uU2rUqIe6QZjGitf9ZaX9Far9NaV9Fal9Ra/+SIxmU5x2fAuh5QsBZ02gnle6W5+DzdXNzBuxu0nM+flT9i7BWo5xYFq9rAssZwcpaZ5pUOwcHmMTcEIwBdqndh0aBFHLp0iNa/t+ZsZPpu6fTvD9evw+LFdmqgECJZ0t+I7GzpUvD0hJYtISwijE83fspjdR+jfdX2zm6a1RqUacBLjV/ip10/senkJurXh9Klze8mhL2kGYwopYoppb5VSu1WSu1SSn2llCrmiMZlKYd+gs2DoERTaLsGPO07c0Brzdg905jj3gD3R8Kh4Y8QexU29oNFteDIr5AQm2Y5YIKREiWgVCm7NjlLaVelHUseW8LJaydp+XtLTl47afW1bduaD98pU+zYQCHEA6S/EdnZ0qVm4XoezwRGLRqFl4cXX3T8wtnNSrfRbUZToVAFRi4aSWxCDB07mpGR+PTdBxXCatZM05oBXAD6AH2Bi0DumlEfvgh2PA1lu0DrpeBRyO5Vrjm+htCIUF5s/CLKPR9UHwVdw6D5bJMieNtwWFjdBEnxqad+Cg42oyK2HsTJ6lpVasWKJ1Zw4eYFWv7WkiOXj1h1nZsbPPYY/PMPRETYuZFCiKSkvxHZ0vHjcOAAdOwIv+75lQ0nN/C/9v+jZH773bisUaOGXcr18vDi+y7fsz9iP//b9D86djRrT3futEt1QlgVjJTRWn+ktT5mOT4Gcs899qjTsGUwFPGDFrPBzTGbAX+7/VuK5yvOAN8Bd190cYUKfcwUsVaLwLO0CZIWVofDPyc7UhIXZ9L65pYpWvd7qPxDrH5yNZExkbT8vSX/XvzXqusGDzZ/dtOn27mBQoikcnd/I7KtZcvMY2Dr8/xnxX9oWbFlhjcpttbAgQPtVna3Gt3oW7svH63/iCoND6HU3d9RCFuzJhhZrpQaoJRysRz9gNzxTzIhDjYNhIQYaPaXSb3rAMevHmfBgQU85f8Unm7J1KkUeHeFDlvMSE3e0rD9KVjkA8em3rOm5OBBuH0752fSSk1A2QDWDVlHfEI8LX9rSdC5oDSvqVsXGjSAyZPt3z4hxB25t78R2drSpSad74QjLxMVG8VP3X5C2Xk6wnQ73y37utPX5HHLw383P01gQy3rRoTdpBiMKKUilVLXgaeAaUCM5ZgBjHRM85xs3wcQsREa/QQF7TMcmpwfd/6IQvFM4DOpn6gUlO0IHbaaDFzuBWHLk7CkHpyaB1rnusXrKfEt6cv6oevxdPOk9e+t2Xxqc5rXDB4Mu3ebPVqEEPYj/Y3IzmJizMaAtXsuYXrIdP7b/L/UKl7L7vUePHjQruWXLVCWz9p9xupjqynbaQrbtpnpWkLYWorBiNa6gNa6oOXRRWvtZjlctNYFHdlIpzi3GkI/gSrDoNIgh1UbEx/Db0G/0b1md8oXKm/dRUqZDFyddkLzWaDjYUNvWNaIm0dW4u5udl/P7WoUq8HGYRspkb8E7ae2Z+XRlameP2iQWT8ioyNC2Feu729EtrZlC0TevsHOUs/gU9yHN5u/6ewm2czIgJE0K9+MNXleISHvhTs7zAthS9ZM00Ip1UMpNc5y2G7Lz6wqId5saOhVBQK/cWjVCw8s5MLNCzzl/1T6L1YuUKEvdAmBJr9B9AVGVGnP+g/a4RG5w/aNzYYqFKrAhqEbqFqkKl2ndWVe2LwUzy1RArp2halTzfoRIYT95br+RmR7S5eCevh9ImJPMLH7RPK45XF2k2zGRbkwsftEbsVH4tH9FZYscXaLRE5kTWrfscD/YTaf2g/8n1LqU3s3zKmOT4VroeD3Kbjld2jVE3dPpHzB8nSs2jHjhbi4md3dux/kvb+/onbZYFjWCDb0gWvWLeDOyUp7lWbtkLU0KN2AvrP68tue31I8d/BgOH9eNnwSwhFyZX8jsjWtYfraXejGXzEqYBTNKzR3WN3vv/++Q+qpXaI2bzV/i5hafzJ37zK5OSdszpqRkS5Ae631r1rrX4FOQFf7NsuJ4qNh73tQNBDK93Vo1ceuHGPFkRUMbzAcVxfXTJd38UoePpr5f/x26SjU/QDOLofFdWDbUyZLWC5WNG9RVj65knZV2jFswTDGbR6X7Hldu0KxYvD7745tnxC5VO7qb0S2tysolhP1R1DQtSRj2411bN27djmsrrdavIV3nppcbzmKf1bccFi9InewapoWUDjJz/bfZMOZDk6AqFPg95nDN+b4Zc8vKKVslg5w717zWLteAaj7PvQ4CjVegGNTYEE12PMfuH3JJnVlR14eXiwcuJB+dfrxnxX/4c2Vb6K1vuccDw94/HGYP9+MkAgh7K5wkp9zdn8jsr1X534OZYL4usMECnsWdmjdixYtclhdnm6eTO77MxQ6yX9X/ddh9YrcwZpg5BNgj1Lqd6XUZGAXMMaawpVSnZRSB5RSh5VSD6zoUkoNUUpFKKWCLMeIJO8NVkodshyDrf2FMiXmGoSOgdIdoPTDDqkyUVxCHL8F/Uanap2sX7iehsRMWnfS+nqWgICvoNsBqDgAwsbDgioQMgbibtqkzuzGw9WDab2n8XTA03y26TOG/j2U2Ph792t5+mmIjYVff3VSI4XIPTLU31jR17yilNqvlNqrlFqllKpoh7aLXCb0wn7Wqw8pdbEfQxr3cnZz7K5ttebUvPY8+wt8y5ojG53dHJGDpBqMKKVcgASgCTAXmAM8pLVOc0dcpZQr8D3QGagNDFRK1U7m1L+01n6W42fLtUWB94HGQCPgfaVUEet/rQwK+xxiLoOfY4daARYfWsyZyDOM9LddFsu9e6FUKXPcw6sSPPQ7dNkLpdrA3ndgQVU48C3E37ZZ/dmFq4srE7pO4MPWHzI5eDI9Z/TkZszd4KxWLWjdGiZOhPj4lMsRQmRcRvsbK/uaPUCg1roeMBv43MbNF7lMfEI8A6YPg9sFeKPut85ujsN81PoTuFKJJ2YP51bsLWc3R+QQqQYjWusE4HWt9Vmt9QLLcc7KshsBh7XWR7XWifnie1p5bUdghdb6stb6CrACM3fYfmKuwr9fmRGDog3sWlVyJu6aSBmvMnStYbvp0cHBaewvUtgXWs6H9puhoI/JILaoJhz93Wz4mIsopXi31btM6j6JZUeW8fCUh4m4GXHn/WeegePHZQdaIewlE/1Nmn2N1nqN1jrK8nQrUM6mjRe5ztfbvibk6jZcln3D4L4lndKGAQMGOLzOnp29yL96EuHRB/lg7QcOr1/kTNZM01qplHpNKVVeKVU08bDiOm/gVJLnpy2v3a+PZeh8tlIqcX6StdfazrE/ID4KfF6zazXJCb8ezpLDSxjqNxQ3FzeblBkbC6GhVm52WOIhaLsa2iyDPMVh61BYXBdOzASdYJP2ZBcj/Ecwr/889p3fx0O/PMTBS2ZTqUceMSNMP/zg3PYJkcNlpL9Jb38xHJAEpSLDDl46yDur3yHvye509B5IUWu+EdlB2bJlHV6nhwf0C2yH+74RjNsyjm2ntzm8DSLnsSYY6Q88B6zHzN/dBey0Uf0LgUqWofMVQLq3l1NKjVRK7VRK7YyIiEj7guRoDYd/gqIB5nCwqXunkqATGNpgqM3KPHjQ7Ap7Z71IWpSCMh2g4w5oMcfsWbKpPywNgNMLzZ9RLtGjZg9WD17NtdvXaPpLUzad3ISHB4wYAf/8AydOOLuFQuRY9uxvUEo9DgQC/0vh/cz3JyJHi0uI44l5T+CGJ7dm/ciA/o5NdJPUF1984ZR6+/eH2EXjKOrmzZPznyQqNirti4RIRZrBiNa6cjJHFSvKDgeSrsQuZ3ktadmXtNaJixR+BgKsvTZJGRO11oFa68ASJUpY0axkXNwC10Kg2qiMXZ8JWmt+C/qN5hWaU61oNZuVGxRkHq0aGUlKKSjfGzrvhYemQux1WN8DljeBM8tyTVDSpFwTtg7fStG8RWk7pS2zQmfxlGUfykmTnNs2IXKqDPY3VvUXSql2wNtAjyT9zv31Z74/ETna2I1j2R6+nebXfsDjdll6Wjv5PAd5+GEo5lWIukd/5+Clg7yx4g1nN0lkc9ZseuhpyUQyVyk1Ryn1klLK04qydwDVlVKVlVIewABgwX1ll0nytAcQZvl5GdBBKVXEsnC9g+U1+zj0I7gVgIoD7VZFSrae3srBSwcZ6me7URGAHTsgb17w8clgAS6uUPlx6PYvNJoEt87B2k6wsgWcW5krgpKqRauyefhmAsoG0G92P/48+Qldump+/tmMOgkhbCuD/Y01fU0D4CdMIHLBPq0XOd3us7sZvW40A+oMZO+0/nTqBIVyYfJpd3fo3Ru2z3iY5wJe4rsd37HiyApnN0tkY9ZM05oC1AG+Bb6z/Dw1rYu01nHA85ggIgyYqbUOVUp9qJTqYTntRaVUqFIqGHgRGGK59jLwEaaT2QF8aHnN9m5fhpMzzRdvdy+7VJGa34J+I597Ph6t/ahNy92xA/z9wS2zS1Bc3KHaCOh+EAK/hxvHYXX7XBOUFM9XnFVPrmJQ3UG8vfptojsO4fzF28ya5eyWCZEjpbu/sbKv+R/gBcyypJFfkEJxQiQrOi6aJ+Y9Qcn8Jent+R3h4TBokHPb5O/v77S6H3sMbt6E+hGf4FPch6F/D+XKrStOa4/I3tT9m7w9cIJS+7XWtdN6LSsIDAzUO3emc3rxv1/B7pehcxAUSe+cpsyJio2i9LjS9PLpxeRH0r1cJkVxcVCwIIwaBV9+abNijfjbcOQXCP0EboVD8YfA910o08nhm0Q6ktaaj9d/zHtr3yNvRHOq7pzL3i0lcvKvLHIhpdQurXWgE+vPMv1NhvoTkWP935L/45vt37Ds8WVMeLUDW7bAqVNmQXdupDXUrg2FC8N3c3bR5Jcm9PHpw/Q+01HSMQoLa/sUa0ZGdiulmiQpuDE2XFDoVFrD4R+hWGOHByIA88LmERkTafMpWqGhcOsWNGxo02IN1zxQ41nocQQaToCocFjbBZY1gtN/59jsW4mpf2f0mUFciZ2EPBTIpIVBzm6WEDlNzu1vRLa14MACvtn+DS82ehEfjw4sXAjDhzs/EJk4caLT6lbKbAi8dSu4Xgjgw9Yf8lfoX/y6R3YHFulnTTASAGxWSh1XSh0HtgANlVL7lFJ77do6e4vYANcPQPWnnVL9b0G/UblwZVpWbGnTcnfsMI92CUYSueaB6s9A90NmTUnMZVj/CCyuD8en5dh9Svr79mfNkxtwcYvn2Z3NmBUq87WEsKGc29+IbOn09dMM/XsoDUo34PP2nzNpkrmPOdJ2+xNn2NmzZ51a/5NPmrWpP/wAbzR/g3ZV2vHCkhfYH7Hfqe0S2Y81wUgnoDLQynJUtrzWDehuv6Y5wIkZ4JoPKvRzfNVXT7D62GoG1x+Mi7Lmr8F6O3aYodNqtkvOlTJXD7OmpNsBeOgPQMPmx8zmiYd+gLict0Nrs8qB/KfQTuLP1Kff7H68s/od4hNka3YhbCDn9jci24lLiGPQnEHExMfwV9+/cNF5+Pln6NwZKlVyduucr0gRGDAA/vwTbkS6MLXXVArkKUD/2f1ld3aRLtak9j2R2uGIRtqFToDT86FsJ3DL5/DqpwRPQaMZ7DfY5mXv2GFGRRw6bdPFDSo/Bl32ml3d8xSHHc/CgkoQMgZictbCtv88U5q8M9dQPXI4YzaMoeu0rly+ZZ8cC0LkFjm2vxHZ0sfrP2bDyQ380PUHqherzt9/w9mz8Mwzzm6Z4eXl+KQ793vmGbOQfepUKO1VmimPTCHkQggvL3vZ2U0T2Yhtb8lnJ5e2w62zUK6Xw6vWWjM5eDJtKrWhUuFKNi07Ohr27bPzFK3UKBco1xM6bIW2a6CIP+x9B+aXh53/BzeOOalhtlWsGAwfnIdj30zis+Y/seb4GgImBrDn7B5nN00IIUQmLT28lA/XfciT9Z/k8XqPA2Y6UsWKZmQkK3j11Ved3QQaNoSAAPNnozV0rNaR15u+zk+7fmJqcJqJV4UAcnMwcmoeKDfw7urwqjed2sSRK0cYXN/2oyJBQSabltOCkURKQanW0GaJyVRWvg8cmgALq8HGfhCxJdunBX7pJUiIV1xaPpINQzcQlxBH01+b8vPun0krS50QQois6eiVowyaM4h6perxQ9cfADhwAFavNmtFXF2d3ECLtWvXOrsJgBkdCQ2FjRvN8zFtx9C6UmtGLhopN+iEVXJnMKI1nJ4HpdqARxGHVz85aDL53fPTp3Yfm5e9fbt5dHowklSR+vDQZOh5DGq9BmeXw4qmZlf349MhIdbZLcyQqlWhXz+YMAGq5GnErpG7aF6hOU8tfIrB8wdzM+ams5sohBAiHaJio+j1l5kxMbf/XPK5m2ncX39tNvsbPtyZrbvXunXrnN0EAAYONOtUE7cScHNx46++f1E8X3F6z+zNpahLTm2fyPoyuyVe9nQ9DCIPQS3Hz2m8FXuLmftn0rd2X7w8bD/fc8cOKFMGvL1tXnTm5SsHDT4z+5IcmwwHvobNg2DPa1Dtaag2EvKWcnYr0+W99+Cvv2DcOBg7tiRLH1vKmA1j+GDtB+w8s5NZj86iTsk6zm6mEEKINGiteWrhU+w7v4/Fjy2mSpEqAJw+Db/8AsOGQSlHdFHx0WaD4VvhZjp59DmzQXNcJMTdgLgoy4m1YWN/cPUEtwLgXsDcYPUsDXnLQN6y4FXZ7uti8+WDF1+EDz+EvXuhXj0omb8kc/rNocVvLRg0dxCLBy3G1SWLDCmJLCd3BiOn5plH7x6pn2cH8/+dz/Xb1+0yRQvuLl7P0ty9oMZzJjXwmSVw8FvY9x6Efmwym1V/Foo3yRabKPr4mF14v/0WXnkFSpZ05b1W79GsfDMGzR1E4KRAvuz4JaMCRslGUEIIkYX9b/P/mLZvGmMeHkOnap3uvD52rJlQ8dZbNq4wPgau74crQXB5D1wLNTdKo04B9031Va53Aw63fIACasPVYJO1Mu6GCVaSm2mQ1xsKVIdCtaGInzkK+YJbXpv9Ki+9BF99BR99BLMsGe8beTdiQpcJjFg4gtdXvM74juNtVp/IWdLcgT07sXrH3KWBZr1Ix632b9R9Ov3RiX8v/svR/ztq85S+166ZodKPPoJ33rFp0fZ3/QAc/N6MmMReh8L1zeaKFQeZ4CULO3jQBCUvv2xGSBKdv3GewfMHs+zIMnr79GZS90kUzVvUeQ0VIg3O3oE9K5Ed2HOX2ftn8+isR+lfpz/T+ky70z+Hh0OVKjB4MGR6j8Hbl+HCeri4GSI2weWdkBBj3nPNB4XqQMEaJnDwqgb5vC0jHGVMIHLfDa0zZ85QtmzZe+uIvWEZTTlrNiW+ccQEOJGH4GqICVjAfAcq0gBKNIUSzaBEy0zPTHj3Xfj4Y5NEx9f37usvLnmRb7d/y4QuE3imYRZJRSYcwto+JfcFIzdPwt8VwW8s1H7DMQ2zCL8eToWvKvB2i7f5sM2HNi9/9Wpo2xaWLoWOHW1evGPE3oAT00xgcnUvuHlBpcfMFK6i/s5uXYoGD4aZM+HoUTNNLlGCTuDLLV/y1qq3KOVVit97/k7bKm2d11AhUiHByF0SjOQe205vo/Xk1jQo3YDVg1fj6eZ5573/+z+zLvDgQahcOZ0FJ8RCxEazTvLcSri8C9Dg4gFFA6B4UyjW0IxUeFWDdE5jSjYYSY1OgJvHzSjM5Z1wcYvJLBpv2ROkcD0o1RbKdDAJaFw9UyvtAZcumf1XunaFGTPuvh6fEE/PGT1ZengpiwYtumfUSeRs1vYpuW8B++m/zaMTUvr+sfcPEnQCT9Z/0i7lJ+68Hpidv0q4e5nAo3MQtN9ksnAdmwxLA2BJABycADFXnd3KB7z7LsTGwmef3fu6i3Lh1aavsmX4FvK756fd1Ha8tPQl2RBKCCGygONXj9NjRg/KFijL3wP+vicQOXvWjIY8+WQ6ApGYK3DsD7OWY05xWPUwhI0D17xQ9wNotwEevQYdNoP/OKjYHwrWTHcgAjBp0qT0XaBcwKsKVOgDfp9Cu7XQ96pJxV//U8hTwmS9XNsZZheD9Y/AkV8g+oJVxRcrBi+8YG7M7U+yCburiysz+s6gbqm69JvVj73n96av3SLHy30jI6vamsVgXUMd0ygLrTV1JtShaN6ibBy20S519O0Le/bAkSN2Kd55Ej/cj/xsRktcPU2QUmWoyYhm4+luGTV8uNmJ9uBBqFDhwfejYqN4Y8UbfLfjO3yK+zCl1xQCy2bnyFHkNDIycpeMjOR8ETcjaPFbC87fPM+W4VuoVbzWPe+/8gp8841J61u1aioFRV80GTpPzYFzq0DHmUXk3t3MUephs9bDxkaPHs37779v20LjbsGFdRC+CMIXQtRJ08eWaGn63fK9IV/KozEXL5rRkR49YNq0e987ff00jX9ujEKxcdhGm++zJrIeGRlJTtxNiNgAZbs5vOpt4dsIuxjGEL8hdilfa9i8GZo0sUvxzuVRBGq+YEZLOu00QUj4IljdDv6uDHvfg8jDzm4l779vpvSmtMgxn3s+vu3yLcseX8b129dp8nMT3l71Nrfjbju2oUIIkctdi75Gxz86cuLaCRYMWPBAIHLkiJme9cQTKQQisdfh6BRY0xnmlYbtIy1ZOl+BDtugVzg0nmQ2AbZDIGI3bnmhbCdo+B30PG763TrvwO0LsOsFmF8OVraBwxPh9oMpe4sXh+efN9O07o/lyxUsx5LHlnAz9ibtprTj3I1zDvmVRNaXu4KRCxvNHM7Sjp+z/9ue38jnno9+dfrZpfxDh8yQcuvWdik+a1DKzLNtOAF6nYWm06GQD4R8DAurw7KHzDSu6ItOaV6FCvDaa+Zu0JYtKZ/XoWoHQp4N4cn6T/LJxk/wn+jPjvAdjmuoEELkYlGxUXSf3p19F/aZ9LMVWzxwzssvm31FxoxJ8mJCnMkAuWkgzC0FWwebrQJ8XoNOu6H7YZO+vngjh4zYt2rVyr4VKGX2Cas32swm6boffN+DW2dg+yiYVwbW9zIZSuPv3lR76y0oWdIEJQkJ9xZZr1Q9Fg9azNkbZ+kwtQNXbl2x7+8gsoXcFYycXw0u7iZzhANFxUYxI3QGfWv3pWCegnapI3Ej1hwdjCTllhcqDYA2S+GRU+D3OcTfhJ3PmQ/Itd3h+DSzIN6B3njDLGB/+eUHP4STKuxZmF97/sriQYu5Fn2NJr804eWlL3MjxrHtFUKI3OR23G36zuzLxpMb+aPXH3Sp3uWBc/75BxYuNPtIlS0LXNsPe/4D88vD2i5mQXqVoWZdY49jJiFO0QYOT0ff2tEdfiEfqPcBdPsXOu2CGi/Axa2wobfpd3c8D5d3Uaig5vPPYds2mDz5wWIeKv8Q8/vP58ClA3SZ1oXI25GO/T1ElpPLgpFVUPwhcMvv0Grnhc3j+u3rDPUbarc61q41H5rVqtmtiqwrnzfU/g902WuGlGu9BFeDYPNj5u7VxgGWOzfRdm+Klxd8+qn5EL5/vmxyOlfvTOizoYwKGMVX276izoQ6LD602O7tFEKI3CY6LpreM3uz5PASfuz2I/19+z94TrTJoOVf9zovd/8JljWBf+rAv1+Z/a9azIVeZ8wIfYmmTt0Pa/x4J+3boZTJbuk/3twMbL0EynQ06zqXBsISPx5v+BWdH77IG2/A1asPFtG+antm9JnBjvAddPyjI9eirzn81xBZR+4JRm5fhsu7zUIyB/st6DcqF65My4ot7VK+1iYYadUqW+wTaF9F6kOD/0HPE9BuPVR+0gShG3rDnJKw+XE4Nd8s0rOTJ54wGc3efBNu3kz7/EKehZjQdQIbh27Ey8OLrtO60ndmX05dO2W3NgohRG4SFRtFj+k9WHxoMT91+4mRASMfPElrZn6/ibfbDmX7m2Vw2/20WWvaYLxZA9JyHpTvBa55HP8LJOPGjSwwku7iZtaYNJsOvc+aIM0lDy57XmbRCG++6T+AP8evNGmF79PLpxd/9f2LHWd20H5qe5mylYvlnmDkwjpAmxzaDnT86nFWH1vNEL8hNt/kMFGuWC+SXsoFSraARj+Y9SVtlpsUimeWwIZeMLeESb144i+Ite0QsYuL2Yk2PNyMklirWYVm7Bm1hzEPj2HxocX4fO/D55s+JyY+xqbtE0KI3ORmzE26TevGyqMr+bXHrw8GIrcvwb9fEjO/Dk+Wac6AprNxrfY4dNxuRtx9XgHPks5pfHbiUQSqPwOdzJ+bS41n6Ba4gud82nN7djUI/cRsyJhEn9p9mNNvDsHng2k7pS2Xoh5cFC9yvtwTjJxbZXY4LdbIodVODjITJgfXH2y3OnLdepH0cnGDMu1NZpPe5+DhFVDpcTi/BjYNMLng13aFwz/DrfM2qbJZMzNC8tlnsDcdKdU9XD34b4v/sv+5/bSr0o43Vr5B/R/rs+TQEpu0SwghcpOImxG0ndKWdSfWMbXXVIY2sEyX1hrOr4VNg2BeWdj9CoeOF+LZyb8Q0eIsNPrJbEiYhacblEm6w25WU7guBHxFTJdwnp46jaBDlSD4bbPuZv0j5sZgQjwAPWr2YH7/+eyP2E+L31pw8tpJpzZdOF7u2WdkUW3IXxHaOO5LXYJOoOo3ValWtBornlhht3oGDTIBSXh4lv7czHoS4uHiZrOe5PQ8szMtCoo1hnI9TH74Qr4Z/kO9dAl8fKBiRZNdy80t/WX8c/AfXl72MocuH6JL9S580eELahavmaH2CJEW2WfkLtlnJPs7euUonf7oxKnrp5jeZzqP1HoEoiPMRrqHJ0HkQXAvDJUf55d1IxnxWl1+/x0G2+/eYa60ZAl06QIfv3GIt/v/DMd+Nxsp5qsAVUdA1WGQz5t1x9fRc0ZP8nvkZ8ljS6hXqp6zmy4ySfYZSSrqjEm/5+D1ImuPr+X41eN2XbiuNaxbZ0ZFJBBJJxdXM5Ur4AvocRQ6B0O9D0HHQ/B/YXE9+LsS7HgWwv+BuKh0FV+sGHz3ncm1/vXXGWti1xpdCXk2hHHtx7Hx5EZ8f/DlhcUvEHEzImMFCiFELrD77G6a/tKUS7cuseqJFTxSuKBJZjLf22TG8iwBTSZDr3B2qW95+s26PPqo2W09u1i4cKGzm2CVzp1Nmt93PqvO8ojPoOcpaD4LCtaAfe/B3xVgXU9aud9g49B1KBQtfmvBmmNrnN104SB2DUaUUp2UUgeUUoeVUm8m8/4rSqn9Sqm9SqlVSqmKSd6LV0oFWY4FmWrIecs/aAfvLzJx10SKeBahV61edqvj8GE4c8YsXheZoBQUqQe+75j5ro+EQ6NJJl3jsSmwrhvMLgqrO5qsKtfCTCSYhkcfNTvRvvuu+bvKCA9XD15t+iqHXjjEiAYj+GHnD1T9pipj1o8hKjZ9AZIQQuR0s/fPpsVvLSjv4U5YmyE0DRoCq9vCueVQ/VnoEgLtN0KVJ7l5Ox+DBkHp0vDjj9nrpt7u3bud3QSrff451K5tRp0uXvGACn3NlOnuh8HnDbi0DdZ1w3dLN0Jb9KVRoVJ0/KMjE3dNdHbThQPYLRhRSrkC3wOdgdrAQKVU7ftO2wMEaq3rAbOBz5O8d0tr7Wc5emSqMedXmYVVhetnqpj0uHDzAnPD5jK4/mDyuue1Wz2yXsRO8pWFaiOg5Xzoc9EsgK/+DESdgN0vwz+14e+KsG0EnJiZ4kaLSpldfN3d4amnUt97JC0l85fkh24/EPJsCA9Xfph31rxD1W+q8v3272WRuxAi10vQCbyz8i1+/edRFpf3ZHuJc5Q89IVJ//7QVJOSN+ArKFwHMPeTXnjBJIGZMgWKFnVu+3OyvHlNuvvLl2Ho0CR9YYGq4PeJSRHcYg4U8qXQoW9YXugwm6sUYtnaUTy/cKT0cTmcPUdGGgGHtdZHtdYxwAygZ9ITtNZrtNaJt3a3AuVs3gqtzeL1Um3MtBwH+W3Pb8QmxDIqcJRd61m71tzRqVHDrtXkbq6eZgF8wJdms6cex+4ubjw5Gzb1h7klYUkA7HkDziwz6SAtvL3hiy/M39Xnn6dcjbVqFa/F/AHz2TB0A9WLVuf5Jc9T87ua/B70O3EJcZmvQIhsxopR+JZKqd1KqTilVF9ntFHY1/VLwcycXotR4WNZ7A0t87miar1kPrPbrYPKj5vP8iS+/BJ++w3efhvatHFOu3OT+vVh/HhYtMjs0n4PF3co39us6+1xFOX7DgH58jCnDLx3ZRJz/qxCxNn1Tmm3sD+7LWC3fOB30lqPsDx/AmistX4+hfO/A85prT+2PI8DgoA4YKzWen5adSa74DDyCCysBoHfQY3nMv4LpUOCTqD6t9UpX7A8a4estVs9WkO5ctCyJUyfbrdqRGoS4uDyTji30hwXN0NCrPlgLdYYSraGUq3RxR5iwOP5mDMH1q+Hpk1tU73WmuVHlvP26rfZdXYXVYtU5e0Wb/N4vcdxd3W3TSUi18iOC9gto/AHgfbAaWAHMFBrvT/JOZWAgsBrwAKt9ey0ypUF7NlAXBScmsu1/V9R6NouEjScyl+bCv6jUd49wNUjxUsXLTJTaHv3hpkzTUr27CYyMpICBQo4uxnpojU89xz88IMJBIcMSeXkhHg4u4xTe0ZT+tp23BVc9fKhcO2XTap+94KOarbIoGy1gF0p9TgQCPwvycsVLb/AIOArpVTVFK4dqZTaqZTaGRGRzKLeC2vNYynH3fZYeXQlR68cZVSAfUdFDh0y60VkipYTubiZXXl934F2a6HvFTOlq9arkBAD+z+F1e1Qcwrz55DmfDviLX56fwlXzttmt1mlFB2rdWTHUzv4e8DfFPIsxLAFw6j5XU0m7ppIdJz9d50XwsmsGYU/rrXeC2RioqTIErSGCxth2wj03NKw5QkuXtzF+JuFCWo8n4qPhKIq9E01ENm7FwYOBH9/Mz0rOwYiAGfOnHF2E9JNKZPQpV07GDnS3JxLkYsreHehfLdtHGm5ls9vlSL8UhhsH2n+7jc9BmdX3EkRLLIve/4XDAfKJ3lezvLaPZRS7YC3gR5a69uJr2utwy2PR4G1QIPkKtFaT9RaB2qtA0uUKPHgCRc2QJ7iUNAn479JOv206yeK5ytOb5/edq1ngWVZf4cOdq1GpIdbfjOly+9T6LgN+l6G1ouh5su4ucQxquU4Jg/tQsGVRdGLG8CO5+H4DLiZud3WlVL0qNmDnU/tZOHAhRTPV5xRi0ZR5esq/G/T/7h++7qNfkEhshxvIOl/oNOW19ItzZtbwnkiD8PeD2BhdVjZgoTj01kR40Xr0/CmZ2+GP3EM/2o90yqFU6ege3coVMj0ofny2b3ldjNjxgxnNyFD3N1h1iyoWtWMTIWFpX1NrfKteP7Jo3xVdDiNT8K82wWID18EazrAgkoQ9CZcDbV724V92DMY2QFUV0pVVkp5AAOAe7JiKaUaAD9hApELSV4vopTKY/m5ONAM2E9GRGyEEs0dliLjTOQZ/v73b4b6DSWPWx671jV3LjRoAJUr27UakRnuBaFsZ2jwGXTciku/q8y6vJKP5r7LyfPFTL71zQNNasN55WBjP/j3S4jYAvHpH9VQStGtRje2jdjGyidWUqdkHV5f+ToVvqzA6yte59S1zAU9QuRkad7cEo4VfREOToDlTU0QEvIhOn9F1pUZSrnjrvQ+eZ2BD//IzH6zKexZOM3iTp82a0OuXoWFC6FsWbv/BiIFhQubqXLu7ubv5N9/074mn3s+JvX8mVe6zWDE2ViKHb7NwhKPowvVhbBxsNgXljSAsC8g6oF73yILs1sworWOA54HlgFhwEytdahS6kOlVGJ2rP8BXsCs+1L4+gA7lVLBwBrMmpH0ByO3zsKNIyYYcZBf9/xKvI5nZMBIu9Zz5ozZSK+3fQdfhK255afvc20JUR9QefhKFnlehU47IeAbKNkSLm2H3a/AiqYwqyAsbQQ7X4BjU+H6AdDWzTJRStG2SltWPLGCHU/toFO1Tnyx5Qsqf12ZgXMGsvX0VnLShqciV7NqFF5kE7GRcOxPWNsV5pWBnc9B7HXwG8vJ1hvocs6D1ut/o2bpAPY9s49RgaNQVtxsDA83X3ojImD5cnMjTzhX1aqwerX5uU0bOHDAuuv6+/Zn/3P7aV2lEz02/0HzY9f4t/kqCPgalBvsedXs9L6qLRz+GW5ftt8vIWwiZ+/AfnKWudPcYRsUb2T3+mPiY6jydRVql6jN8ieW27WuCRPMIrDQUJO7W2QvUVEm8cC//8KmTSbLyN03z5ic65e2wcWtZoF8YnYu90JQNMByBJpHrypWjfyduHqCb7d/y6Tdk7h++zqBZQN5vuHz9Pftj6ebZ5rXi5wvmy5gd8MsYG+LCUJ2AIO01g/M2VBK/Q4skgXsWUzcTTizGE7MMI/x0WZ37koDoeIgbnvVYNyW8Xy84WPcXNwY23YszzR8Bhdl3f3UxEDk3DkTiDRpYuffx0F27dpFQECAs5uRafv3m78fV1eTddLa7KBaa6btm8aLS1/k+u3rvNLkFd5t9S5e0eFwfDqcmAaRh0xCmdLtoeIA8O4BHoXs+vuIu6ztU3J2MLLzRTjyCzx61fxjtLOpwVN5cv6TLB60mM7VO9u1rnbtzJBzWFj22qRJ3HXmDDRubH7evh3KlEnhxIR4uB5mRk0ubYfLu+BqsMnaBZYAxR+K+EORBlDEDwrWNIvrkxF5O5I/9v7Bdzu+Y3/EforlLcbg+oN5KuApahWvZfPfU2Qf2TEYAVBKdQG+AlyBX7XWY5RSHwI7tdYLlFINgXlAESAak7mxTmplSjBiZ7GRJvA4OcsSgNwCz1JQoZ/JlFT8ITSKZUeW8X9L/4+Dlw7yaO1H+aLjF5QraP0uAPv2QdeucOUKLFtmu0yGwrZCQ01AojXMnw/Nmll/7cWoi7y58k1+2fML5QuWZ1yHcTxa+1EUwJXdcOIvc0SdBBcPKN3BbLpYrofZg07YjQQjAEv8zT+0tqvsXrfWmgY/NSA2IZaQZ0KsGjbOqEuXoFQpeP11+OQTu1UjHCAoCJo3h5o1zXB1IWtv2MTfhmshcHm35dgFV/dCgiUHhKsnFPKFIvXNZp9F6kPhuvd88GqtWX1sNT/t+ol5/84jLiGOVhVbMazBMPr49CG/R36b/74ia8uuwYg9SDBiB9EREL4ATs0zqdATboNnaSjfByr0gRIt7+wHFnwumP+s+A8rjq6gWtFqfNf5OzpW65iu6pYtg0cfhQIFzPqEnDY1a/To0bz//vvObobNHDpkAseTJ2HyZOjfP33Xbz61mWf/eZbg88E8VO4hxnUYR9PyluhTJ8DFbXBqttkfLOqkmdJVqjWU6wXlHjGbHQubsrZPSf7WaU4Qe93cPa7zrkOqW3VsFcHng/mlxy92DUTALLyLj5f1IjmBnx/89Rc88gh07mw6T6vSxrvmuTtdK1FCrFlXciUIruyBK8Fw+m8zOpgoXzkoXA8K+aIK+9K2sC9te03mfPS3/B70O5N2T2Lw/ME8v/h5+tXpxxC/ITQt39Tq6RBCCHGH1uYzKXwBhC80+zDpBMhfEao/Yza5K970ng2Jj145yofrPmRK8BSK5C3CVx2/4pmGz+CRSqre5Kr96Sd4/nnw9TWBSDnbb6ksbKx6dbMWtlcvGDAADh82myNam3q5afmm7Bq5i8nBk3ln9Ts0+7UZfXz6MLr1aOqUrAMlHjJHg3FwaQecnmeOnc+Zo2hD8O5uRkwK15NpJw6Uc0dGziyFtZ3h4RVQup3d6+78Z2f2nN3DiZdO2D2LVo8e5o76iRPyfyWnmDsX+vUzUwiWLIH8thqU0NokcrgaDFf3mdGTq/vMtK/EaV7KBfJXgcJ10AVrcyDWhRmngplwYDURMVFUKlyJQb6DeKzeY9QuIQuUcjIZGblLRkYyKD4azq8zU6/O/GOSyICZQurd3dyBLuL3QOd1/OpxPl7/MZODJ+OqXHm+0fO83eJtiuRN3zSayEh45hn4809zg+evv6y8wZMN5bSRkUS3b8Pw4ebvsGtX+P13KF48fWXcjLnJuM3jGLdlHDdjbtLftz/vtXwPnxLJbPNwLcwSmCw0azXRkK88lO0CZbtC6YdN2n6RbjJNK/gd2D8W+l4Fdy+71htyIYS6P9RlzMNj+G+L/9q1rshIKFECnn4avvrKrlUJB5sxAx57zGxiuXChnfPfJ8SavP1X98G1ULi2H67vh+sHQcfdOe2GezEOxMCma5cIi4G4/FWoW7UPXeo/RbVi1e3YQOEMEozcJcGIlbQ2nyVnl8LZZXB+DcRHmamipR42X+a8u0P+8sleHnohlHFbxvHH3j9wVa6MDBjJm83fpGyB9E+Z2bPHTO05cgQ++AD++1+zKDqnmj59OgMHDnR2M+xCa/j+e3j1VfOdZ9o0k/QlvS5GXWT85vF8u/1bomKj6Fu7L/9p+h8aejdM/oJb5+HMIgj/B86tgLgb4JIHSraAMp2gTEcoVEfuBFtJgpGVrSAuCjrtsHu9Q/8eyszQmZx6+RRF8xa1a11//WWGL9evhxYt7FqVcIKpU2HwYJPtZeFCKFbMwQ1IDFKu7TdH5AG4/i8J18JwiY+6c9qNBAjXnsR7VaVE6WYUL/kQqmB1KFAd8pSQD+psSoKRuyQYSUX0RTi/yqz7OLcCbp4wr3tVM1/WynYxc/Hdkr+jorVm3Yl1jNs8jn8O/UNet7yM8B/B681eT9fi9ESxsTB+PLz/vrmDPn16xr64iqxnzx4za+DoUbNO9r33IG/e9JcTcTOCL7Z8wQ87f+Da7Wu0rtSa1x56jc7VO6c8DTn+ttmr7sxiE2hfsyToy1vWzLhJPPKmlH1G5O5gJP42zC4M1Z6BgC/sWmf49XAqf12ZUQGj+LbLt3atC8zagi1bTCamnHzHJzebM8eMkFSqZKZsZYlNLbWGW+Fw/SCXL2zh2Ill3L66jxLxV6nsDm5JYg/tVgBVoKr5YlKgKnhVNemHvaqYoe8UsnwJ55Ng5C4JRpK4fRkiNphRj/OrzYgqmEx+pR42X8jKdDT/31NxI+YGU4On8v2O7wmNCKV4vuK80OgFnm34LMXzpXMejsWOHfDUUxAcbNZR/vRT+qf0ZFc5eWQkqchIeOkl+PVXqFYNJk40mbcy4vrt60zaNYkvt35JeGQ4VYtU5dmGzzLUb2jaUwJvnjJBybmVJhi/fdG8XrCm+X9Qqo1JwpC3VMYalwPl7mAkYjOsaAYt5kL5Xnatc9TCUfwW9BsHnj9A5SL2/dZ45IhZ4PXmm5JFK6fbuNGsDfLwgMWLwd/f2S1K3pnIMywIm8PWA9O5dGE7lV3jqZvPk4YFi1LFTVMg9iJKx969QLmZgMSrsjnyV4L8lcGrklnU6lnmnsWswrEkGLkrVwcjUWfg4ia4sN4cV/cB2ky9KtHcfOkq9bDZ6yiNmwtaa3ac2cGve35lesh0rt++ToPSDXi+0fMM8B1APveMzUe9dAlGjzZTeUqVMo+97NvdZzk5dc1ISlatglGjzHehwYPN96CyGUyAFRMfw9ywuXy3/Ts2ndpEXre89K3dl+ENhtOyYsu0ExHpBJMk5vwqE6RfWG+mdAEUrAUlW0GJFlCyudkzJ5fOFsjdwcj+zyDoTeh9HjxL2q2+AxcPUGdCHZ5t+CzfdP7GbvUk+r//gx9+gOPHM/4fUGQfYWHQqRNcuGA2uRw61NktSt3129dZdngZCw4uYOnhpVyMuogr0K2cH93L+tKimDdVPRSuN0/CjaNw8xhEn7+3EBd3yFvubnCSrwLkr2ACmMTDzmvAcjMJRu7KNcFIQpwJNi5uMUfEJvN/E8A1H5RoBiVbmqNYY5PJzwqnr59mRsgMJgdPJuRCyJ0ve88EPkOTck0ynHUyOhq++w4+/tjcMR81Cj79NB1p0XOQ3BaMgNkw+MMP4YsvwN0d/vMfeO018MpEtxB0Logfd/54J1iuVrQag+sPZqDvQKoWTX20746EWJNi/8J6uLDOTO+KvW7ey1cOijeD4g+Zo4gfpCM7XHaWu4ORtd3gxmHo9q9d63t01qMsPbyUIy8eoWR++wU9ANeumdSEjzxi1hWI3OH8eRg0yOxBMmyY6YQzMl/W0eIT4tl1dhdLDi1h6ZGlbA/fToJOwMvDi5YVW9KmUhservww9YtVx/VWONw8bjlO3D2iTsKtM+YOVFLuhc1i2HzlzYd83nLmMZ835PU2j+6Fcu2dqMyQYOSuHBmMaA1Rp+5uoHppm/kCFXfTvO9ZygQfJZqbo4hfujYMvnDzAvPC5jE9ZDrrT6xHo2ns3ZhhDYbRv05/CnlmPGK4fRumTDF3w48fN5myPv/cpO7NrXJjMJLo6FGT9nfmTChdGt54A0aOzFzil6jYKObsn8Mve35h3Yl1ADT2bsxA34H0qd0nfeuZEuLNXmARGy3HJvN/D8yC+KL+Jrgv1sgcXlVyZJ+Ve4ORbZthTlGoPBgafm+3uraHb6fxz435oNUHvN/a/h8G48eb6H/Xrqw7ZUfYR3y8mY7w0UdQv74JRuvWdXar0udq9FXWHFvDiqMrWHN8Df9eNDcKCnsWpln5ZrSs2JKWFVviX8b/3v0EEmJNQHLzpPkgT3yMOm2OW6ch+sKDFbrmM4sM83mbx7xlknksA24FcmQHkFESjNyV7YMRrU1Qf2XP3Y1RL++E2xHmfRcPE2wUa3T3jm3+Sun+/3Di6gkWHFjAnLA5bDi5gQSdQM1iNXms7mMMrDuQakWrZerXuHULfvkFPvsMTp+GwEATkLRvn6liRQ6xZYvJmrZ2rcm69cor8OyzULBg5so9de0UM0JmMC1kGkHnggATmPTx6UPPWj2pUaxG+guNCreMPm6Gy9vN/8n4aPOeR5G7e4cV8TfBilcVk3o/G8u9wcg//4NVD0PLv83GNXagtabtlLaEXAjhyItHKJDHvknM4+KgalWzkHntWrtWJbKwJUvMPNmrV+Htt81dIY9sOtJ7JvIMa46tYf2J9aw/uf5OcOLp5klg2UCalW9Gk3JNaFKuCaW9SqdeWPxtE7DcCVDOWJ6Hm0X3t86a5/G3HrzWNa/ZATpvGXNXOG9p89yz1N0jbynIUzJXTA+TYOSubBWMxN82ewddCTbH1SCz+WnMFfO+cjHpSIsG3j2K1Ld6ylVSsfGxbD29lcWHFrPo0CJCLoQAUKdEHfr49KG3T2/qlaqX6c1/T5ww01N//hkuX4bmzeHdd00QIvcPjF27dhEQEJD2ibnAxo0wZgwsXWqmbA0ZYja9rFkz82UfuHiAOWFzmBM2h91ndwNQvWh1utXoRpfqXWheoTmebp7pLzgh1mToumQJTC7tNHuBJabXdytgbhgUqQ+F65ufC9VOMUtdVpR7g5FJbeHfL6DvZXC3T5Cw7PAyOv3ZiW86fcMLjV+wSx1JzZxpcqf//bdZ1Cxyr4sXTVaRP/80oyOTJkHjxs5uVeadv3GejSc3svnUZjaf3syuM7uItWzKWKFQBRp7N6Zh2YYElg3Ev4x/+qd7aA2x1yyBiSU4iT4Ht86Z59FnzfqV6PNw+1LyZbjmM2vQPEua9MV3HkuYx3t+Lm42ycpm35okGLkrSwYjd1JvW/YGuhZi1ntEHgIdb85xzQuFfM0Xl6L+ZrPBwnUz/AVGa82/F/9l9bHVrDi6gtXHVhMZE4mbixstKrSgW41udKvRLWN3iu8TG2sSdvz6q9k1XSmzKP3FFyWVfXJy8zStlOzaBd98Y/btiokxweuwYWaKu2cG4oX7Hb96nH8O/sOiQ4tYfWw1MfEx5HXLS6tKrehQpQMPV36YuqXqppwuOC3xt83/78u74cpuy82FvXcXx6NMhsrCdaGwLxSsDYXrQIGaWXIdSu4NRj6MM8Nd7dbYpY6bMTdp8FMD4nU8Yc+F3TulxE6aNDGZQw4cAJfsPWInbGTRIrNw88wZs6bk00+hQgVnt8p2bsXeYs+5PWw7vY1t4eY4fvX4nferFa1Gg9INzFGmAfVL1ae0V+lM340FID7GTGVJDE6iz5upYNEXLMFKhPk58TEhJvlyXD1NUOJRzDzmKWY5El8ranm0HB5FwaOwU4flJRi5y6nBSMw1uH4AIg/C9X8tR5gJOhISs9Mpk5GucF0oVNfy5aSe2esnExnp4hPiCY0IZdPJTaw7sY61x9dy/qZJNFGpcCU6Vu1Ih6rmS1dhz8KZ/lW1hp07zd4gf/wBEREmO9awYWYn9fLJ75UokGAkNRcumJt1EyfCyZNQuLDZo23QIGjWzDbfpW7E3GDt8bUsP7KcFUdX3BnhL5q3KK0qtqJVxVY0r9Cc+qXr45aZlPY6AW4cg6vB5uZD4nHj8N01lcrVBCmFfKCgj0k3XKCmecxj3/3vUpM7gxH/+nrna3uh/qdQ50271PH84ueZsGMCawavoVWlVnapI6lZs8yGP99/b+ZBCpEoMtLMox4/3nToL79sdqvNqTn2L0VdYtfZXewI38Huc7vZc3YPx64eu/N+8XzFqVeqHnVL1sW3pC91StShTsk6FMyTycnDqdEa4iIhOjFAuZjkiDCjLLcjLM8vQcwls2cDKX3uKnMzxaOIJTix/Jwnyc8eRcwi/qTPPQqDe8FMBzISjNxl92Ak5hrcOGKOyMMm0Ig8ZAKQpOug7vmSUevundCCtczoWyZdirrE9vDtbAvfxtbTW9lyegvXb5ssQGULlKVNpTa0rtSaNpXaUKVIFZsE/PHxZn+QOXNg9myzIN3d3Yz8Dx0KHTuCm2xHlCYJRtKWkABr1sDvv5t/b7duQZky0KePOZo1M//2bOHUtVOsPb6WNcfXsOb4mjs30PK756dxucY08W5C43KNaezdmFJeNtiLJD7a3LRIHClN9qYF5maXV3UoWMPcrPCy7P9VoJrdA5XcGYzUrax3vnUcOu8xQ9Q2tvzIcjr+0ZFXmrzC+I7jbV7+/SIioHZts1Zk82b5cBbJO3XKrB/580+TSWTUKBOUeHs7u2X2dzX6KsHngtl7fi97z+8l+HwwoRGhRMXe3S3eu4A3PiV88CnuQ81iNalZvCY1i9XEu6B3xofSMyMhHmKvmqAk5pIlSLmc5PllM9c/5rLluHL38f7MYvdQJiDxKGyyiXkUNkGLeyHwKGQe7//ZvaDlMD+rPIUlGLHIdDASH202Sbt5zGSKu3HMchyFm0cfnA7oWfrul4UC1e/e1fSqarPpFxduXiDoXBC7z+5m19ld7Dqz605A76JcqFOiDk3LN6V5heY0K9+MSoUr2Wa0EbPuY9Uq+OcfMxUrIsJ8CWzfHh59FHr2hCJp7Dkn7nXgwAFq2mJRRC4RGWn+/c2aZf4NRkebEZNOnaBrV/NvsZQN9ys8ff00m05uYtMpc+w9v5e4BLMepFzBcgSUCTBH2QDql6pP2QJlbfP/LSHOfNZEHrg7wpp4syPq9L3nuhe+uynx/ft/5a+Q6fUpuTMYqVVM7/zEHXqdsflUhyu3ruD7gy+FPQuza+SujC1WSqd+/cw6kd27oU4du1cnsrnQUBg71kx3cHU1Q9LPPGPWlGSzpQuZkqATOHH1BCEXQgiNCCXsYhhhEWGEXQzjRsyNO+fldctLtaLVqFa0GtWLVqdq0apULVKVKkWqUL5Q+cwNq9tD4ihMzJUkx1XLccWsiYm5agKdmKtJnl+7e6QazIB6DAlGLFINRhLizZS9qNOW7G5JM72dNFms7t9DR7mZTv5Op1/F3JlMvEtpwwQJN2Nu8u/Ffwm5EELIhRD2XdhH8Plgzt04d+ecyoUrE1A2gMAygTQu15jAsoF4ediuDdevm5toa9fCypWmH9PaBBxdukC3buZLYOHCNqsy14mMjKRAAfsm0MmpbtyAFSvMlOd//jFp9MGsxWzXDlq3NkkTitpw4OBW7C12n93NtvBt7Dyzk11nd3Hw0sE77xfPV5z6perfGd33LelL7RK1bZskKS7K3BBJHJG9cdQELjctj/dPO85T/ME9v/JXMCn185c3N1FS6StzZzBS1U3vnDoImk6xablaax6b+xiz9s9i6/CtBJS1f/aKxOlZn3xi7noLYa2jR2HcOJMC+MYNkw545Ehz97FECWe3znm01py9cZYDFw9w4NIBDl46yKHLhzh06RBHrxy9s2AewFW5UqFQBSoXqUylQpWoWLgiFQtVpEKhClQoVIFyBcuRxy39mYicSmuzCDL2mtmMK+ba3Z9jr0PsNVTt1yQYsQisX0PvnPe2JTvbWZOZLSr87vPEjDeJXPMm6awrQr6K5jHxTmPesplay3G/BJ1A+PVwDl0+xMFLBzlw8QD/XvqXsIgwTlw7cee8PK558CnhQ/1S9alfqj5+pf2oX7o+RfPa7luW1nD4MGzfDlu3msxGe/eaKTJubvDQQ+YLXtu25uaIjPLbhkzTso2EBLPwfdUqEzhv3Gj2tQFzI7h5c7N2t1EjqFXLtmt3r9++TvC5YILPBxN0LsiM7l8I5Vbc3eyPSUf3axSrcecoX7A8rjb8TEEnmKQuiSO5UUn2/Uq82RJ3495rlIslI6V3klT6dw/l3SkXBiNVlN65+k+oNMim5b635j0+Wv8RH7b+kHdbvWvTspMTEWH+A1SsaHJoywe3yIjISJg2DX78EYKCzGhJu3YwcKC5K1msmLNbmHXEJ8Rz+vppjl45ypErRzh25RjHrprj+NXj99xRTlQyf0nKFyxPuYLl8C7gbR4LelO2QFnKeJWhbIGyFPYsbLNpLo4ga0buCqyi9M6PLU/cCybpbC2PiZtu5itnfvYoavMhyJsxNzl+9bj5t2j5N3nkyhEOXz7M0StHiY6LvnNuPvd81CxWE58SPtQqVovaJWrjW9KXqkWr2nSULy7OBB5BQWa0Y8//t3fmwXEWVwL/PVnWLY1uW4cvsI05QoxMCBRJcG2WDQk2TnZz2JXdhF0WL0uoJIWrWI4qjEmlNmwKsrsJyZYTchHKTip7xHY4QpbYYauABBuMbWwcg23Jum+Nbst6+0fPaEbySBpbI33zSe9X1dXffNMz8970THe/16+733B5W1tIjiw3cPvQh9wOWNdfP7XTsY3xMWNkeujrc2uaXn7ZpVdecTN94M4vqaqCa65xafVqt31wIrfZH9ZhTraf5HDTYd5ufnvEyXCs5RjBweBIubR5aSzLX8bywuVcWnApywqWsSx/mXOi5S9N/HrJ8K6UPdUh50x4Zrg2yllTG9lSnPhn22efMfJ2k9teM0F8bd/XeHjvw9xxzR1sX7992mPMW1td7OIbbzhLfS6fLmskBlU4dMiFb+3c6RaLpqS4QcKtt7rFoqtXO2PFiE3/UD9nus5wuuM01Z3V1HTVUNNZQ01XDbXBWmq7amnvbz/vdWnz0liYs5CFOQtZkL1gJF+Qs4CSrBJKs0spyS6hJKuEoqwiz0PDzBiJcO3qVfr6y78OHY6Z+H39+4f6qQvWUdtVS22wlprOmpHfVnVnNac7T9PW1zbqNZmpmSPhhOEQw7CXtCK3IqGG79mz8O67cOwYHD3q0qFDLg97jdPSXB9VVeW8xh/8oFvnaA60mcGMkZlheNjtZvraa27278ABOHjQrTkBt/bpsstciNfll7u0ahWsWAHpCZxAV1UaexpHZkJPtJ0YcU682/7uqDBkcIcKLw4sZklgCYvyFrEosIhFeYuoyKsYcaJlzs9MnIBhhvpCW+fXIaUfmoPGyMpsff14T8Le77H/e4z7//d+vvD+L/CjDT+adkOkutoNDE+edIPGT35yWj/OmIOEt9EMx8nu3+/uBwLOk/mRjzgjparKvJkXSs9gD/Xd9dQF66gPuryhu4GGngbqg/U09jTS2N1Ic28zw+Os3SjIKKA4q5jirGKKsoooynSpMLOQwsxCCjILXJ5RQEFmAQUZBQQyAgkzYswYiXAxC9iHdZj2vvaRug7nDd0N1HfXuxT6bbT2nX+eTV563sigYUlgCUvzl7IksGTE41maXZpQgyMYdM6JkyddeOd778Gf/uTSqVNu16swFRXO8Hjf+1y6+mpnePj14NXZwO7du1m/fr3XYsxJhoacgXLwoDPSDx2Cw4fdYZ1hRNyW+ytXOsPkkktcWrYMli5N7HopVaW1r3VkBvVUxylOd5zmdGfEgdbR33He6woyCijLLRuZ0Q87z6IdZwuyF1CYWXhRIWFzc83IlWX6+pH6Kb9Pz2APD//uYZ549Qk2XbWJpz/1dGLj8mJw5IhbzBcMwq5dblBoGNNNQwO89BLs2+fSO++4+ykpzrtzzTWRwcdVV0Fl5dxaDD8dnBs+R1tfG009TTT3NtPY3UhLbwstvS009zbT0ttCa18rrb2ttPa10tbXdp7Hayw5aTkE0gPkZ+QTyAgQSA+Ql543kken3PRcctNyR+U5aTnkpOWQOT/TjJEQ1157rb748ou09bWNqo9wHq6zcL0197i6O6fnznuv+SnzWZCzYFQIX1lO2UhoX0VuBYsCixIaVhEMunOIwqmmBs6ccXl1tRs0tY+ZzMvNheXL3cBpxQo3iLr8cuf1zZvGHbINY7bQ0+P60aNH4fhxF9IYNvA7OkaXzctz4fiLF7vzdBYtcn1sRQWUl7uUl5e4Prd7sJuazshsfm2w1jnPQk60umAdjd2NDJwbOO+1KZJCUWbRyEx+2GlWnFXsnGZZRSPXYedZfkY+qfNSvTdGROQW4N+AecAPVPUbY55PB34KrAFagc+p6qnQcw8AdwDngC+r6guTfd61q1fp628em5LMz/3pOe5+9m5OdZzirjV38e1PfHtaQyeamtw5EU8+6X50zz/vPE6G4QVNTS5WNpwOHoTa2sjzWVmRwcollzjvTrgxrahwO+WYsZJ4BoYGaOtro72/nfa+dtr722nra6Ojv4OO/g7a+9rpHOikc6CTjv4OOvs76Rrocvf6O2N2LjF5xHbTCiPlovzDOM8hFGYWjnTGJdkllGZFQu7C3sTS7FLKcssoyCiY8ozG0JBbl9HS4tYVhlNTUyQ1NERSdwz7taDADXYWL478b5csgUsvdf/nwsQvezGmke3bt7N582avxTDipL3dzUK++65zBoSdAtXVzknQev5kKZmZ7lyUhQvdtsMLFkBpqUslJZFUXOzWgU71zBRVpXOgk4buBhq7G2nqaaKxx+XNPc009TaNOF7CjrPxZvqBuPuUaRtli8g84EngZuAM8EcR2aWqb0cVuwNoV9XlIrIReAz4nIhcAWwErgTKgd+KyErVGC6naFIvLq6ke7Cb5088z8/e+hm/eudXrCpexb7b9/GRJdMzPTE05AZ5O3bA977n4g43bpx9p2gb/qO01K0jufXWyL22Njdzd/hwxMNz6BDs3g2DY3YBzMhw3pyxDWZhoUtFRW5qOhBweV6eCwdL1KFTs5X01HTKcssoyy27qNefPXeW4GCQzv5Ouge7CQ4GCQ4ECQ4G6R7sdvcGgjz4yIMJlty/lOWWcd/H7hvx8oW9f0WZReRn5F/wbLkq9Pa6hbCdnZHU0eHy9nZ33d4eSW1tLrW2ujLjUVTk/mdlZfCBD7iBy8KF7r9YUeHuV1Za6OVso75+6pEgxsxRUOBSVVXs5/v63OxleDaztna0g+H4cbfTV0uLa09ikZvr2oOiIvdZhYUuz8+P5NF9cCDg+uFAALKzQUTIz8gnPyOfVcWrJtVpWIfp7O8cNaMfdpa19bWxjW1xfTfTuczsOuCEqr4HICI7gQ1AtDGyAXgkdP1L4Dvi3EcbgJ2qOgCcFJETofd7ZaIP7B8c4mh1M+CsOw2dcqw6zMC5AQbPDTBwboDmvkbOBE9zJniaI60H2VvzGwbODVCUUcw/Xfco91xzH+nz0mluHv+zVCM/hvD18LCLsT171v2o+vudd6qxEerrXTpwwO3M0NPjQmE+/3l46CE3DW4YyUhhodsV58MfHn1/eNj9tk+dcp6d+nrXeNbVOS/tyZNuwV9z8+jY81ikp7uBUnZ2JGVlOeMmM9Ol9PTRKS0tkubPH51SU12aN+/8PCXF5eGUkhJJ4ccikXsikcfh68kSxH4cK5/oeirPjWY+UEgWhWQBC9KBGAsrH8SMkTClmeV8cuFX6e2F3i7obYB3e+BQr2u/o1N3dyTv7nYhUmNTV5f7z0zEvHmRAUthoTMwVq50A4uw57O4OOIJDedmzBuG/8nMjIRITsTQkDNIwqm52eWtrZG8rc05NKqrI06Os2cnft+UFNcP5+U5oyaccnIieXb22L46hezsArKyCsjOXkFpFizNgqxS14cngzFSAdREPT4DfHC8Mqo6JCKdQFHo/qtjXjvpedJHWg5yxY9K45dwOAU6lsHxu+Dop2ituZHHhlN5LP53uCDmz3fxt7ffHhnclZdP04cZxjSTkuI8rmVl7hyB8VB1g7FwAxn2BIdT9OCtN2qg19fnnm9ocNcDAy7197sZmcHByY0cY24wlZDg8Th40C00jYesrEgnHe64AwE3G5GbG+ncwx7IvDyXwp7JQMAZIM4zecHqG3OUHJvqmpOkpkZmP+MlPDMb7n/DeXimNpxHO0+CQdc/Nze762gHTMJ1SvxbziwishnYDFC4YCFf5q6R597LyEcQlkVtudmVVspw5pXkd70KKX1QCPNuLKNg3U0Eg7sZGDgwUrag4F6GhuoIBneO3MvJWUdGxhpaWiLWXlraSgoLN9HevoOBgchpmlVVW+nq2s+JE3tG7m3cuJHy8nKeeOIJjh0Ll6ti/fr1bN++fWTaNScnhy1btrB371727ds38vo777wTgO9///sj92666SbWrl3L448/TncoULisrIzNmzeze/duDhyI6HTvvfdSV1fHzp0RndatW8eaNWvYti2i08qVK9m0aRM7duzg+PGITlu3bmX//v3s2RNbp4juppPpdL5Og4N17NkTW6esrAvX6bOf3UhxcTnf/W5Ep8suq+KGG9aza9d22tqcThkZOdx88xaOHt3LiRMRndasuZPhYXjjjYhOZWU3UV6+lrfeepyzZ7tDry9j+fLNnDmzm46OiE6XXHIvfX111NdHdCouXkdu7hpOnozUU0bGSkpLN9HUtIP+/ohOlZVb6e7eT0dHRKfCwo3Mn19OY2NEp8zMKgKB9bS0bGdoyOmUkpJDSckWurv30tMT0amgwNVTe3tEp6ysm8jJWUtLy+MMDzudUlPLKCjYTDC4m/5+p9Mjj+A7phISPNH7Ll4M27Y5QyMzM2JwhGftoq9tW2zDC7Zs2eK1CIZPEIm0WRWTuvYnZnh4tONw7HVfn8t7e+Huu+OUb7oWsIvIDcAjqvqx0OMHAFT1n6PKvBAq84qIpAINQAlwf3TZ6HITfebFbMVoGIZhOPy4te9U+hqdoAO0/sRIdvbu3cvatWu9FsMwxiXePmU6D874I7BCRJaJSBpuQfquMWV2AV8MXX8aeCnUOewCNopIuogsA1YAf5hGWQ3DMAx/EiskeKzvb1RIMBAOCTYM3xI9c20YfmbawrRCa0DuAV7AxfH+UFWPiMijwOuqugt4Cng6tEC9DWewECr3C9xi9yHgS5PupGUYhmEYUyA67LeysnJUSKSFXppOyaYTMOt0mo31NJd1ipfZdeihTasbhmFcNBamFcH6EyPZ2bZtG1u3bvVaDMMYl2QI0zIMwzCM6WYqIcGG4VvCXmvD8Du+303LMAzDmLtMJSTYMAzD8B6bGTEMwzB8jao+q6orVfVSVf166N7DIUMEVe1X1c+o6nJVvS58GK9h+JnoOH7D8DNmjBiGYRiGYRiG4QlmjBiGYRiGYRiG4QmzajctEWkGTnstR4IpBlq8FmKaMR39z2zXD+aGjpepaq7XQiQDIhIE3vFajjjxy2/T5EwsJmdi8Yuc4B9Z4+pTZtUCdlUt8VqGRCMir/ttq80LxXT0P7NdP5g7OnotQxLxjl/q2y+/TZMzsZicicUvcoJ/ZI23T7EwLcMwDMMwDMMwPMGMEcMwDMMwDMMwPMGMkeRnu9cCzACmo/+Z7fqB6TjX8NN34RdZTc7EYnImFr/ICf6RNS45Z9UCdsMwDMMwDMMw/IPNjBiGYRiGYRiG4QlmjCQJInKLiLwjIidE5P4Yz98uIs0i8mYo/b0Xcl4sIvJDEWkSkcPjPC8i8u8h/d8SkaqZlnGqxKHjWhHpjKrDh2daxqkgIotE5Hci8raIHBGRr8Qo4+t6jFNHv9djhoj8QUQOhnTcFqNMuoj8PFSPr4nIUg9ETRpEZIuIqIgUey1LLETka6H/25si8hsRKfdapliIyDdF5FhI1v8WkXyvZRoPEflM6P8xLCJJt2vRZGOGZGCyPjFZiKfdTwbiabuTCRGZJyJviMieycqaMZIEiMg84Eng48AVwCYRuSJG0Z+r6upQ+sGMCjl1fgzcMsHzHwdWhNJm4HszIFOi+TET6wjwclQdPjoDMiWSIWCLql4BXA98Kcbv1O/1GI+O4O96HAD+TFXfD6wGbhGR68eUuQNoV9XlwLeAx2ZWxORBRBYBfwFUey3LBHxTVa9W1dXAHiBZDeQXgatU9WrgOPCAx/JMxGHgL4Hfey3IWC5gzOA1P2byPjEZiLfd95p42u5k4ivA0XgKmjGSHFwHnFDV91R1ENgJbPBYpoSiqr8H2iYosgH4qTpeBfJFpGxmpEsMcejoa1S1XlUPhK6DuEamYkwxX9djnDr6mlDddIcezg+lsYsHNwA/CV3/EvioiMgMiZhsfAu4j/O/o6RBVbuiHmaTpLKq6m9UdSj08FWg0kt5JkJVj6pqsh566Ysxg1/6RL+0+3G23UmBiFQCtwJxOc7NGEkOKoCaqMdniP1H+KvQ9PYvQ9662US834HfuSE0xfqciFzptTAXSyhs5xrgtTFPzZp6nEBH8Hk9hqbP3wSagBdVddx6DA0eO4GiGRUyCRCRDUCtqh70WpbJEJGvi0gN8HmSd2Ykmr8DnvNaCJ8ya9rZZGOSdt9z4mi7k4V/xTlxhuMpbMaIf9gNLA1Nb79IxGtp+IcDwJLQFOu3gf/xVpyLQ0RygP8EvjrGIztrmERH39ejqp4LhfRUAteJyFUei+QZIvJbETkcI20AHiRJBvaTyImqPqSqi4BngHuSVc5QmYdwoTHPeCVnSI5JZTXmDn7o2/zQdovIOqBJVffH+5rUaZTHiJ9aIHqmozJ0bwRVbY16+APgX2ZArplk0u/A70Q3bqr6rIh8V0SKVbXFS7kuBBGZj2usn1HV/4pRxPf1OJmOs6Eew6hqh4j8DhfXHb3INFyPZ0QkFQgArTHewveo6p/Hui8i7wOWAQdDEWqVwAERuU5VG2ZQRGB8OWPwDPAssHUaxRmXyeQUkduBdcBH1eOzBS7gO002fN/OJhtx9G1JxQRtdzJwI3CbiHwCyADyRORnqvrX473AZkaSgz8CK0RkmYikARuBXdEFxsTd30aci4J8xC7gC+K4HuhU1XqvhUokIrIwHHcvItfh/n++GeCFZH8KOKqqT4xTzNf1GI+Os6AeSyS0i5GIZAI3A8fGFNsFfDF0/WngJa8HjjONqh5S1VJVXaqqS3GhMFVeGCKTISIroh5u4Pz6TApE5BZc6MZtqtrrtTw+ZtIxgxE/cfZtnhNn2+05qvqAqlaG2s2NuP5jXEMEbGYkKVDVIRG5B3gBmAf8UFWPiMijwOuqugv4sojchpvabgNu90zgi0BEdgBrgWIROYPz2s0HUNX/wHnyPgGcAHqBv/VG0osnDh0/DfyjiAwBfcBGnw3wbgT+BjgUilkFF8ayGGZNPcajo9/rsQz4ibgdeVKAX6jqnjHtzVPA0yJyAtfebPROXCMOviEil+His08Dd3ksz3h8B0gHXgzZ86+qalLKKiKfwoVhlgC/FpE3VfVjHosFjD9m8Fis84jVJ6rqU95KFZOY7b6qPuudSDGJ2XZ7LFNCsBPYDcMwDMMwDMPwBAvTMgzDMAzDMAzDE8wYMQzDMAzDMAzDE8wYMQzDMAzDMAzDE8wYMQzDMAzDMAzDE8wYMQzDMAzDMAzDE8wYMQzDMAzDMAzDE8wYMQzDMAzDMAzDE8wYMQzDMAzDMAzDE/4fZDNUNIzhggsAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 957.6x295.2 with 2 Axes>"
       ]
      },
      "metadata": {
@@ -3084,325 +2357,372 @@
     }
    ],
    "source": [
-    "grid = np.linspace(-3.1, 3.1, 100)\n",
+    "skewed_dist = lambda sigma, x: np.exp( -.5*(np.log(x)/sigma)**2 ) / ( x*sigma*np.sqrt(2*np.pi) )\n",
+    "heavy_tailed_dist = lambda scale, x: stats.cauchy.pdf(x, 0, scale)\n",
     "\n",
-    "dfs = [1, 2, 5, 20]\n",
+    "colors = ['blue', 'green', 'orange', 'red']\n",
+    "_, axes = plt.subplots(1, 2, figsize=(13.3,4.1))\n",
     "\n",
-    "for df, color in zip(\n",
-    "    dfs,\n",
-    "    ['blue', 'green', 'orange', 'red'],\n",
-    "):\n",
-    "    t = stats.t(df)\n",
-    "    plt.plot(grid, t.pdf(grid), '-', color=color)\n",
+    "grid = np.linspace(0, 3, 100)\n",
+    "grid = grid[1:]\n",
+    "\n",
+    "ax = axes[0]\n",
+    "for sigma, color in zip((.25, .5, 1), colors):\n",
+    "    ax.plot(grid, skewed_dist(sigma, grid), '-', color=color, label=f'$\\sigma={sigma:.2f}$')\n",
     "    \n",
-    "plt.axvline(0, linestyle='--', color='grey', linewidth=1)\n",
-    "plt.axhline(0, linestyle='--', color='grey', linewidth=1)\n",
-    "plt.xlim(grid[[0,-1]])\n",
-    "plt.xlabel('$t$')\n",
-    "plt.ylabel('probability density')\n",
-    "plt.legend([ f'$df={df}$' for df in dfs ]);"
+    "ax.axhline(0, linestyle='--', color='grey', linewidth=1)\n",
+    "ax.set_xlim(grid[[0,-1]])\n",
+    "ax.set_title('skewness')\n",
+    "\n",
+    "grid = np.linspace(-4, 4, 100)\n",
+    "\n",
+    "ax = axes[1]\n",
+    "for s, color in zip((.5, 1, 2), colors):\n",
+    "    ax.plot(grid, heavy_tailed_dist(s, grid), '-', color=color, label=f'$scale={s:.2f}$')\n",
+    "    \n",
+    "ax.axvline(0, linestyle='--', color='grey', linewidth=1)\n",
+    "ax.axhline(0, linestyle='--', color='grey', linewidth=1)\n",
+    "ax.set_xlim(grid[[0,-1]])\n",
+    "ax.set_title('kurtosis')\n",
+    "\n",
+    "for ax in axes:\n",
+    "    ax.set_ylabel('probability density')\n",
+    "    ax.legend();"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "701ee597-2eec-4404-8a0e-601ae2121e19",
-   "metadata": {},
+   "id": "eed065d2-dd35-4fdb-ad91-8d387a06c7ea",
+   "metadata": {
+    "hidden": true
+   },
    "source": [
-    "At high degrees of freedom, the *t* distribution approaches the normal distribution. At lower degrees of freedom, the *t* distribution exhibits heavier tails and is less sensitive to extreme values."
+    "* Shapiro-Wilk's test: [shapiro](https://docs.scipy.org/doc/scipy/reference/reference/generated/scipy.stats.shapiro.html),\n",
+    "* Generic goodness-of-fit tests: [kstest](https://docs.scipy.org/doc/scipy/reference/reference/generated/scipy.stats.kstest.html) and [anderson](https://docs.scipy.org/doc/scipy/reference/reference/generated/scipy.stats.anderson.html)."
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 28,
-   "id": "29da7498-9762-4a65-91da-656fcf5739d6",
+   "cell_type": "markdown",
+   "id": "4c7a08d6-3c74-48ce-ad32-f164089b6ec7",
    "metadata": {
-    "jupyter": {
-     "source_hidden": true
-    },
+    "hidden": true,
     "tags": []
    },
-   "outputs": [],
    "source": [
-    "mu = 50\n",
-    "x = stats.norm.rvs(loc=46, scale=30, size=8)"
+    "### Equal variance (homoscedasticity)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5e5a893e-6475-401b-9335-b117629b8d0a",
+   "metadata": {
+    "hidden": true,
+    "tags": []
+   },
+   "source": [
+    "#### Graphical approaches\n",
+    "\n",
+    "Simple per-group box plots."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
-   "id": "4ed85e5d-707a-4c6c-9d4e-403e089d3b5f",
+   "execution_count": 31,
+   "id": "8a31b653-d891-4f07-ab8b-73562b2ed86d",
    "metadata": {
-    "collapsed": true,
-    "jupyter": {
-     "outputs_hidden": true,
-     "source_hidden": true
-    },
-    "tags": []
+    "hidden": true
    },
    "outputs": [
     {
      "data": {
+      "image/png": "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\n",
       "text/plain": [
-       "array([ 54.25762423, -11.4340238 ,  85.41693492,  57.13557382,\n",
-       "        55.36491718,  57.71733221,  69.02701063,  52.61898388])"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "execution_count": 29,
-     "metadata": {},
-     "output_type": "execute_result"
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "x"
+    "A = [85, 86, 88, 75, 78, 94, 98, 79, 71, 80]\n",
+    "B = [91, 92, 93, 85, 87, 84, 82, 88, 95, 96]\n",
+    "C = [79, 78, 88, 94, 92, 85, 83, 85, 82, 81]\n",
+    "\n",
+    "df = pd.DataFrame(data=dict(A=A, B=B, C=C))\n",
+    "plt.boxplot(df, labels=df.columns);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e985446d-d250-4d88-9a13-50a098cd016b",
+   "metadata": {
+    "hidden": true
+   },
+   "source": [
+    "#### Equality-of-variance tests\n",
+    "\n",
+    "* Bartlett's test: [bartlett](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.bartlett.html), most basic and common test,\n",
+    "* Levene's test: [levene](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.levene.html), better for skewed or heavy-tailed distributions,\n",
+    "* ...and others: Fligner-Killeen's test ([fligner](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.fligner.html)), Ansari-Bradley's test ([ansari](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.ansari.html)), etc\n",
+    "\n",
+    "Example:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
-   "id": "927a5176-6a2d-4467-93d9-fad9f79b4d45",
+   "execution_count": 32,
+   "id": "280180fa-4f20-44a6-a463-2ce9b0ad75a4",
    "metadata": {
-    "collapsed": true,
-    "jupyter": {
-     "outputs_hidden": true,
-     "source_hidden": true
-    },
-    "tags": []
+    "hidden": true
    },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'49.5 81.9 64.0 17.3 59.8 94.6 69.9 12.4'"
+       "BartlettResult(statistic=3.3024375753550457, pvalue=0.19181598314036113)"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "x = np.array([49.47257879, 81.93967205, 64.030398  , 17.25423608, 59.80082512,\n",
-    "       94.56012514, 69.91672899, 12.39640637])\n",
-    "' '.join(f'{xi:.1f}' for xi in x)"
+    "# copied-pasted from https://www.statology.org/bartletts-test-python/\n",
+    "A = [85, 86, 88, 75, 78, 94, 98, 79, 71, 80]\n",
+    "B = [91, 92, 93, 85, 87, 84, 82, 88, 95, 96]\n",
+    "C = [79, 78, 88, 94, 92, 85, 83, 85, 82, 81]\n",
+    "\n",
+    "stats.bartlett(A, B, C)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "70c31409-0e7f-42e0-95f8-76c329ebff8e",
-   "metadata": {},
+   "id": "e906820a-af04-4a9d-992f-f2e07a7aed91",
+   "metadata": {
+    "hidden": true
+   },
    "source": [
-    "### One-sample *t* test\n",
-    "\n",
-    "This test compares a sample's central tendency (*sample mean*) with a reference value (*population mean*).\n",
-    "\n",
-    "<table style=\"text-align: center;\"><tr><td>\n",
-    "<img src='img/8mice.svg' />\n",
-    "</td><td>\n",
-    "<img src='img/Scientific_journal_icon.svg' width=\"96px\" />\n",
-    "</td></tr><tr><td>\n",
-    "<code>x=[49.5 81.9 64.0 17.3 59.8 94.6 69.9 12.4]</code>\n",
-    "</td><td>\n",
-    "<code>&mu;=50</code>\n",
-    "</td></tr></table>\n",
-    "\n",
-    "Let us call $\\mu$ this reference value. Our expectation is that the sample mean $\\bar{X}$ is close enough to $\\mu$.\n",
-    "In other words, $H_0: \\bar{X} = \\mu$.\n",
-    "The statistic is:\n",
-    "$$\n",
-    "\\frac{\\bar{X} - \\mu}{\\mathrm{SEM}} \\mbox{ } \\mbox{ } \\mbox{ } \\mbox{ } \\mbox{ } \\mbox{ } \\mbox{ } \\sim t(n-1) \\mbox{ } \\textrm{under} \\mbox{ } H_0\n",
-    "$$\n",
-    "\n",
-    "<div class=\"alert alert-block alert-info\" markdown=\"1\">\n",
-    "<code>scipy.stats</code> provides a <a href=\"https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.sem.html\">sem</a> function as an addition to <code>numpy</code>'s <a href=\"https://numpy.org/doc/stable/reference/generated/numpy.std.html\">std</a>. <code>sem</code> is unbiased by default.\n",
-    "</div>\n",
+    "In the above example, as there is not enough evidence to reject $H_0$ ($p>0.05$), we can proceed to perform a standard one-way ANOVA. Otherwise, we would go for an Alexander-Govern's test or Welch's *F* test instead.\n",
     "\n",
-    "`scipy`'s one-sample *t* test is [ttest_1samp](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.ttest_1samp.html):\n",
+    "The Alexander-Govern's test is available in `scipy` as [alexandergovern](https://docs.scipy.org/doc/scipy/reference/reference/generated/scipy.stats.alexandergovern.html), but the Welch's *F* test is not (neither in `scipy.stats` nor in `statsmodels`). Install the `Pingouin` package and try out the [welch_anova](https://pingouin-stats.org/generated/pingouin.welch_anova.html) function instead.\n",
     "\n",
-    "`scipy.stats.ttest_1samp(a, popmean, axis=0, nan_policy='propagate', alternative='two-sided')`"
+    "The Bartlett's test statistic follows $\\chi^2_{k-1}$ with $k$ the number of groups. As most tests based on the $\\chi^2$ distribution, the *p*-value is one-sided."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
-   "id": "886a273d-bcb7-4124-b234-8b739ffae1c5",
-   "metadata": {},
+   "execution_count": 33,
+   "id": "b8123d48-7285-4fa3-8473-04f316dedffc",
+   "metadata": {
+    "hidden": true,
+    "tags": []
+   },
    "outputs": [
     {
      "data": {
+      "image/png": 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\n",
       "text/plain": [
-       "Ttest_1sampResult(statistic=0.6024056396957578, pvalue=0.5658990587680466)"
+       "<Figure size 957.6x295.2 with 2 Axes>"
       ]
      },
-     "execution_count": 31,
-     "metadata": {},
-     "output_type": "execute_result"
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "mu = 50\n",
+    "grid = np.linspace(0, 20, 200)\n",
     "\n",
-    "x = np.array([49.47257879, 81.93967205, 64.030398, 17.25423608, 59.80082512,\n",
-    "              94.56012514, 69.91672899, 12.39640637])\n",
+    "dfs = [2, 3, 5, 9]\n",
     "\n",
-    "stats.ttest_1samp(x, mu)"
+    "_, axes = plt.subplots(1, 2, figsize=(13.3,4.1))\n",
+    "\n",
+    "ax = axes[0]\n",
+    "for df, color in zip(\n",
+    "    dfs,\n",
+    "    ['blue', 'green', 'orange', 'red'],\n",
+    "):\n",
+    "    chi2 = stats.chi2.pdf(grid, df)\n",
+    "    ax.plot(grid, chi2, '-', color=color)\n",
+    "    \n",
+    "ax.axhline(0, linestyle='--', color='grey', linewidth=1)\n",
+    "ax.set_xlim(grid[0],grid[-1])\n",
+    "ax.set_xlabel('$\\chi^2$')\n",
+    "ax.set_ylabel('probability density')\n",
+    "ax.legend([ f'$df={df}$' for df in dfs ])\n",
+    "\n",
+    "ax = axes[1]\n",
+    "df, color = 2, 'blue'\n",
+    "chi2 = stats.chi2.pdf(grid, df)\n",
+    "ax.plot(grid, chi2, '-', color=color)\n",
+    "ax.axhline(0, linestyle='--', color='grey', linewidth=1)\n",
+    "ax.set_xlim(grid[0],grid[-1])\n",
+    "ax.set_xlabel('$\\chi^2$')\n",
+    "ax.set_ylabel('probability density');\n",
+    "\n",
+    "A = [85, 86, 88, 75, 78, 94, 98, 79, 71, 80]\n",
+    "B = [91, 92, 93, 85, 87, 84, 82, 88, 95, 96]\n",
+    "C = [79, 78, 88, 94, 92, 85, 83, 85, 82, 81]\n",
+    "bartlett_statistic, bartlett_pvalue = stats.bartlett(A, B, C)\n",
+    "bartlett_statistic_line, = ax.plot([bartlett_statistic]*2, [0, stats.chi2.pdf(bartlett_statistic, df)], '-', zorder=1)\n",
+    "\n",
+    "tail = grid[bartlett_statistic<=grid]\n",
+    "ax.fill_between(tail, np.zeros_like(tail), stats.chi2.pdf(tail, df), alpha=.2)\n",
+    "\n",
+    "ax.annotate(f'$\\\\approx {bartlett_pvalue:.2f}$', (4, .02), xytext=(8, .1), arrowprops=dict(arrowstyle=\"->\"));"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "dac3b6db-2ad7-46b4-937f-9dda1015b7fc",
-   "metadata": {},
+   "id": "c09c6222-4167-4e32-b6da-4abe3a8960de",
+   "metadata": {
+    "heading_collapsed": true,
+    "tags": []
+   },
    "source": [
-    "If we do not mind a negative difference (resp. positive difference), *i.e.* we consider the danger zone to begin only above (resp. below) the expected value, we can make the test one-sided to gain statistical power.\n",
-    "To this aim, we must choose and specify which side: here `'greater'` (resp. `'less'`):"
+    "## $\\chi^2$ tests"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 32,
-   "id": "b732c69f-1851-4ef2-bdc2-8f80b4c5281e",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Ttest_1sampResult(statistic=0.6024056396957578, pvalue=0.2829495293840233)"
-      ]
-     },
-     "execution_count": 32,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "cell_type": "markdown",
+   "id": "1ec71b98-8d1b-4854-b86d-df738ddc8595",
+   "metadata": {
+    "hidden": true,
+    "tags": []
+   },
    "source": [
-    "stats.ttest_1samp(x, mu, alternative='greater')"
+    "When the sum of the observations is known, *e.g.* observations are frequencies -- proportions that sum to $1$, we use a $\\chi^2$ test instead of an ANOVA.\n",
+    "\n",
+    "### Goodness-of-fit"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d855b1f2-3105-445a-b1a6-b99bceeb66b7",
+   "metadata": {
+    "hidden": true
+   },
+   "source": [
+    "Example:\n",
+    "Comparing the frequencies of the different allele variants at a given locus between a reference genome and a test genome.\n",
+    "\n",
+    "Another popular example: [Color proportion of M&Ms [Coursera]](https://www.coursera.org/learn/stanford-statistics/lecture/rAwbR/the-color-proportions-of-m-ms):\n",
+    "\n",
+    "| blue | orange | green | yellow | red | brown |\n",
+    "| :-:  | :-:    | :-:   | :-:    | :-: | :-:   |\n",
+    "| 24%  | 20%    | 16%   | 14%    | 13% | 13%   |"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
-   "id": "dc360e24-d676-4398-8e4b-dba71e9e68e8",
-   "metadata": {},
+   "execution_count": 34,
+   "id": "84f4e9b3-a653-422c-8fc5-83b29869ba87",
+   "metadata": {
+    "hidden": true
+   },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(56.1713713175, 10.244544391411772)"
+       "410"
       ]
      },
-     "execution_count": 33,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "x.mean(), stats.sem(x)"
+    "expected_props  = np.array([ .24, .2, .16, .14, .13, .13 ])\n",
+    "observed_counts = np.array([ 85, 79, 56, 64, 58, 68 ])\n",
+    "np.sum(observed_counts)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
-   "id": "9318d3d7-291d-4746-bf5c-5e949b9d01d9",
+   "execution_count": 35,
+   "id": "8bb2916a-e9a4-4bbe-b04f-14818bb68723",
    "metadata": {
-    "jupyter": {
-     "source_hidden": true
-    },
-    "tags": []
+    "hidden": true
    },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([ 98.95513724,  24.90943999,  58.01623473,  75.38839715,\n",
-       "       108.747231  ,  84.94425311,  71.51023652,  31.08958073])"
+       "array([98.4, 82. , 65.6, 57.4, 53.3, 53.3])"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "x1 = x\n",
-    "x2 = stats.norm.rvs(loc=71, scale=30, size=8)\n",
-    "x2"
+    "expected_counts = expected_props * np.sum(observed_counts)\n",
+    "expected_counts"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 35,
-   "id": "0b82f89c-a5ec-42cf-bc61-c4d56bed2e41",
+   "cell_type": "markdown",
+   "id": "a75bd8d7-f61e-49bc-80b4-cb1f05ccd7c1",
    "metadata": {
-    "jupyter": {
-     "source_hidden": true
-    },
-    "tags": []
+    "hidden": true
    },
-   "outputs": [],
    "source": [
-    "x2 = np.array([64.22723692,  96.56483856, 101.94191774,  85.31918879,\n",
-    "        66.4952999 ,  63.88841224, 127.63861749,  55.00527005])"
+    "|          | blue | orange | green | yellow | red  | brown |\n",
+    "| --:      | :-:  | :-:    | :-:   | :-:    | :-:  | :-:   |\n",
+    "| Expected | 98.4 | 82     | 65.6  | 57.4   | 53.3 | 53.3  |\n",
+    "| Observed | 85   | 79     | 56    | 64     | 58   | 58    |\n",
+    "\n",
+    "The statistic is:\n",
+    "\n",
+    "$$\n",
+    "\\chi^2 = \\sum_{i=1}^{k} \\frac{(O_i - E_i)^2}{E_i} \\mbox{ } \\mbox{ } \\mbox{ } \\mbox{ } \\mbox{ } \\mbox{ } \\mbox{ } \\sim \\chi^2_{k-1} \\mbox{ } \\textrm{under} \\mbox{ } H_0\n",
+    "$$"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 36,
-   "id": "52086aad-ffa3-4588-86e0-1de74dd91496",
+   "id": "a8898631-a5b5-49e8-a158-3e149345391a",
    "metadata": {
-    "jupyter": {
-     "source_hidden": true
-    },
-    "tags": []
+    "hidden": true
    },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'64.2 96.6 101.9 85.3 66.5 63.9 127.6 55.0'"
-      ]
-     },
-     "execution_count": 36,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "' '.join(f'{xi:.1f}' for xi in x2)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "2476620a-c9f5-40eb-9fdd-c620a772b64b",
-   "metadata": {},
-   "source": [
-    "### *t* test for independent samples\n",
-    "\n",
-    "This test compares the means of two samples or groups: $H_0: \\bar{X_1} = \\bar{X_2}$.\n",
-    "\n",
-    "<table style=\"text-align: center;\"><tr><td>\n",
-    "<img src='img/8mice.svg' />\n",
-    "</td><td>\n",
-    "<img src='img/8mutants1.svg' />\n",
-    "</td></tr><tr><td>\n",
-    "<code>x<sub>1</sub>=[49.5 81.9 64.0 17.3 59.8 94.6 69.9 12.4]</code>\n",
-    "</td><td>\n",
-    "<code>x<sub>2</sub>=[64.2 96.6 101.9 85.3 66.5 63.9 127.6 55.0]</code>\n",
-    "</td></tr></table>\n",
-    "\n",
-    "`scipy`'s *t* test for independent samples uses the statistic $t=\\frac{\\bar{X_1}-\\bar{X_2}}{\\sqrt{(\\frac{1}{n_1}+\\frac{1}{n_2})\\times\\textrm{PooledVariance}}}$ with $\\textrm{PooledVariance} = \\frac{1}{n_1+n_2-2}\\sum_{j\\in\\{1,2\\}}\\sum_i (x_{ij}-\\bar{x_j})^2$ and is available as [ttest_ind](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.ttest_ind.html):\n",
-    "\n",
-    "`scipy.stats.ttest_ind(a, b, axis=0, equal_var=True, nan_policy='propagate', permutations=None, random_state=None, alternative='two-sided', trim=0)`"
+       "8.566983829178941"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "k = len(expected_counts)\n",
+    "chi2 = np.sum((observed_counts - expected_counts) ** 2 / expected_counts)\n",
+    "chi2"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 37,
-   "id": "6231e214-ac36-4c4f-8a16-e1551c8484b4",
-   "metadata": {},
+   "id": "7a8af457-13dc-483a-90e3-50d3949c8edf",
+   "metadata": {
+    "hidden": true
+   },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "Ttest_indResult(statistic=-1.96174329619957, pvalue=0.06998888828308221)"
+       "0.1276329790529603"
       ]
      },
      "execution_count": 37,
@@ -3411,136 +2731,67 @@
     }
    ],
    "source": [
-    "x2 = np.array([64.22723692, 96.56483856, 101.94191774, 85.31918879,\n",
-    "               66.4952999, 63.88841224, 127.63861749, 55.00527005])\n",
-    "\n",
-    "stats.ttest_ind(x1, x2)"
+    "pvalue = stats.chi2(k-1).sf(chi2)\n",
+    "pvalue"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "abd35c81-ba5b-43c6-b4ef-b34457605baf",
-   "metadata": {},
+   "id": "92886c91-f6ef-419d-bfda-e28d9dfcc7bc",
+   "metadata": {
+    "hidden": true
+   },
    "source": [
-    "1. Had we got a more precise assumption about *e.g.* $\\bar{X_2} > \\bar{X_1}$, we could have made a one-sided test that would have successfully rejected $H_0$.\n",
-    "\n",
-    "   ...but this should be defined prior to carring out any test!\n",
-    "   \n",
-    "   More important than the *p*-value is the *effect size*, sometimes called Cohen's *d*: $d = \\frac{\\bar{X_2}-\\bar{X_1}}{\\sqrt{\\textrm{PooledVariance}}}$\n",
-    "   "
+    "`scipy.stats`'s implementation of the test is [chisquare](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.chisquare.html):"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 38,
-   "id": "3beb1fbb-a1ac-40aa-b4ce-b97f151392f5",
+   "id": "1e246915-e9be-4826-9677-d9f30348d0df",
    "metadata": {
-    "jupyter": {
-     "source_hidden": true
-    },
-    "tags": []
+    "hidden": true
    },
    "outputs": [
     {
      "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "1ad98ead0d5d4d238f97f4ceebd2d324",
-       "version_major": 2,
-       "version_minor": 0
-      },
       "text/plain": [
-       "interactive(children=(FloatSlider(value=0.5, description='cohen_d', max=4.0, step=0.5), Output()), _dom_classe…"
+       "Power_divergenceResult(statistic=8.566983829178941, pvalue=0.1276329790529603)"
       ]
      },
+     "execution_count": 38,
      "metadata": {},
-     "output_type": "display_data"
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "from matplotlib import pyplot as plt\n",
-    "import ipywidgets as widgets\n",
-    "from ipywidgets import interact\n",
-    "def plot_pdfs(cohen_d):\n",
-    "    grid = np.linspace(-3, 3+cohen_d, 100)\n",
-    "    x1 = stats.norm(0, 1).pdf(grid)\n",
-    "    x2 = stats.norm(cohen_d, 1).pdf(grid)\n",
-    "    plt.fill_between(grid, x1, alpha=.5)\n",
-    "    plt.fill_between(grid, x2, alpha=.5)\n",
-    "    plt.show()\n",
-    "slider = widgets.FloatSlider(.5, min=0, max=4, step=.5)\n",
-    "interact(plot_pdfs, cohen_d=slider);"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "e85d9f23-11cb-4f66-b6cd-bd5f499bde38",
-   "metadata": {},
-   "source": [
-    "2. Had we found enough evidence to reject $H_0$, we could have concluded about an *association* between the mutation and the observed effect.\n",
-    "   To further conclude in terms of *causation*, it is necessary to rule out all possible [confounders](https://en.wikipedia.org/wiki/Confounding) (supplier, cage effect, etc).\n",
-    "\n",
-    "3. `scipy`'s implementation does not require equal numbers of observations per group.\n",
-    "   However, it assumes the groups are normally distributed (but is relatively robust to non-«extreme non-normality») and, more importantly, have similar variances ($0.5<\\frac{s_{X_1}}{s_{X_2}}<2$).\n",
-    "   For heterogeneous groups, `ttest_ind` embarks various variants of the *t* test that can be selected with additional arguments:\n",
-    "    * Welch's *t* test with `equal_var=False`;\n",
-    "    * Yuen's *t* test with `equal_var=False` and `trim=0.2` (requires more data).\n",
-    "    \n",
-    "<div class=\"alert alert-block alert-info\" markdown=\"1\">\n",
-    "<em>Tip</em>: always check for the underlying assumptions in the documentation.\n",
-    "</div>\n",
-    "\n",
-    "### *t* test for paired samples\n",
-    "\n",
-    "<img src='img/paired1.svg' />\n",
-    "\n",
-    "`scipy`'s *t* test for paired samples is [ttest_rel](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.ttest_rel.html):\n",
-    "\n",
-    "`scipy.stats.ttest_rel(a, b, axis=0, nan_policy='propagate', alternative='two-sided')`\n",
-    "\n",
-    "This is actually a one-sample *t* test of the between-group differences against a population mean equal to zero (compare [1](https://github.com/scipy/scipy/blob/v1.7.1/scipy/stats/stats.py#L6450-L6460) and [2](https://github.com/scipy/scipy/blob/v1.7.1/scipy/stats/stats.py#L5647-L5656))."
+    "stats.chisquare(observed_counts, expected_counts)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "5b01e6fe-5670-4e45-9176-7e90b38445d2",
-   "metadata": {},
+   "id": "00614391-2cdb-4e8f-9734-a1fd2df57637",
+   "metadata": {
+    "hidden": true
+   },
    "source": [
-    "## Analysis of variance\n",
-    "\n",
-    "### One-way ANOVA\n",
-    "\n",
-    "Comparing three or more group means reads $H_0: \\bar{X_0} = \\bar{X_1} = ... = \\bar{X_k}$ and is usually carried out with an *analysis of variance*.\n",
-    "\n",
-    "The total variance ($\\propto\\textrm{TSS}$) is decomposed as the sum of two terms: *within-group* variance ($\\propto\\textrm{SSE}$) and *between-group* variance ($\\propto\\textrm{SST}$).\n",
-    "\n",
-    "$$\n",
-    "\\underbrace{\\sum_j\\sum_i (x_{ij} - \\bar{\\bar{x}})^2}_{\\textrm{TSS}} = \\underbrace{\\sum_j\\sum_i (\\bar{x_j} - \\bar{\\bar{x}})^2}_{\\textrm{SST}} + \\underbrace{\\sum_j\\sum_i (x_{ij} - \\bar{x_j})^2}_{\\textrm{SSE}}\n",
-    "$$\n",
-    "Many statistical tools give the following detailled table:\n",
+    "#### Size effect\n",
     "\n",
-    "| Source | Degrees of freedom | Sum of squares | Mean squares | F | *p*-value |\n",
-    "| :- | :-: | :-: | :-: | :-: | :-: |\n",
-    "| Treatment | $k-1$ | SST | MST | MST/MSE | p |\n",
-    "| Error | $N-k$ | SSE | MSE | | |\n",
-    "| Total | $N-1$ | TSS | | | |\n",
-    "\n",
-    "The statistic $F=\\frac{MST}{MSE}$ follows the Fisher's [F](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.f.html) distribution under $H_0$.\n",
-    "\n",
-    "More about it at: https://www.coursera.org/learn/stanford-statistics/lecture/pskeN/the-idea-of-analysis-of-variance\n",
-    "\n",
-    "The most basic [implementation](https://github.com/scipy/scipy/blob/v1.7.1/scipy/stats/mstats_basic.py#L2937-L2967) of the one-way ANOVA in SciPy is [f_oneway](https://docs.scipy.org/doc/scipy/reference/reference/generated/scipy.stats.f_oneway.html):"
+    "Cohen's $w$:"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 39,
-   "id": "2bf0aafa-d23f-44fe-b9e0-cf4bf13e7314",
-   "metadata": {},
+   "id": "f2231df3-3ce3-40c4-ae75-f6159061e3d6",
+   "metadata": {
+    "hidden": true
+   },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "F_onewayResult(statistic=2.3575322551335636, pvalue=0.11384795345837218)"
+       "2.9269410361636843"
       ]
      },
      "execution_count": 39,
@@ -3549,262 +2800,178 @@
     }
    ],
    "source": [
-    "A = [85, 86, 88, 75, 78, 94, 98, 79, 71, 80]\n",
-    "B = [91, 92, 93, 85, 87, 84, 82, 88, 95, 96]\n",
-    "C = [79, 78, 88, 94, 92, 85, 83, 85, 82, 81]\n",
-    "\n",
-    "stats.f_oneway(A, B, C)"
+    "cohen_w = np.sqrt(chi2)\n",
+    "cohen_w"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "fdfb04dc-71c6-476e-a957-ed2f52eff3f0",
+   "id": "1feb29a6-eeac-4096-8e90-c663fdeea8a8",
    "metadata": {
-    "jp-MarkdownHeadingCollapsed": true,
+    "hidden": true,
     "tags": []
    },
    "source": [
-    "### Assumptions\n",
-    "\n",
-    "The standard ANOVA requires the data to exhibit the following properties:\n",
-    "\n",
-    "* independent observations,\n",
-    "* each group is normally distributed,\n",
-    "* all groups have equal variance (*homoscedasticity*),\n",
-    "* at least 5 observations ($n \\ge 5$) per group (and equal number).\n",
-    "\n",
-    "Alternative in the case of unequal variances: Alexander-Govern's test with [alexandergovern](https://docs.scipy.org/doc/scipy/reference/reference/generated/scipy.stats.alexandergovern.html)\n",
-    "\n",
-    "<div class=\"alert alert-block alert-info\" markdown=\"1\">\n",
-    "The ANOVA is an *omnibus* test and does not tell which groups exhibit differing means. Specific differences are identified in a posterior analysis using *post-hoc tests*.\n",
-    "</div>"
+    "### Homogeneity and independence"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "7a08e9ee-3849-4317-b45c-d62b882e49d5",
-   "metadata": {},
+   "id": "2ef858d5-ec8f-405d-924e-62f5286a94c5",
+   "metadata": {
+    "hidden": true,
+    "tags": []
+   },
    "source": [
-    "## Checking for common assumptions\n",
-    "\n",
-    "Visually checking for desired properties like normality or equal variance is acceptable, especially if the data are generally known to exhibit these properties.\n",
+    "Example:\n",
+    "Comparing the frequency of cell types in cultures that differ in the treatments:\n",
     "\n",
-    "### Normality\n",
+    "| Observed    | Type A cells | Type B cells | Type C cells | Type D cells |\n",
+    "| --:         | :-:          | :-:          | :-:          | :-:          |\n",
+    "| Treatment 1 | 134          | 86           | 32           | 11           |\n",
+    "| Treatment 2 | 101          | 92           | 38           | 8            |         \n",
+    "| Treatment 3 | 188          | 67           | 54           | 19           |\n",
     "\n",
-    "#### Graphical approaches\n",
+    "$H_0$: the treatments have no effect on the frequency of the cell types.\n",
     "\n",
-    "Probability plots with [probplot](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.probplot.html) (equivalent to R's `qqnorm` function):"
+    "https://www.coursera.org/learn/stanford-statistics/lecture/78IMJ/the-chi-square-test-for-homogeneity-and-independence"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 40,
-   "id": "6bcaa795-3a85-4b8c-aad9-d554e244a2ec",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 957.6x295.2 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "id": "13145d41-7dc3-4eff-9f9c-38d0abed1e8d",
+   "metadata": {
+    "hidden": true
+   },
+   "outputs": [],
    "source": [
-    "np.random.seed(1245619531)\n",
-    "\n",
-    "x_normal = stats.norm.rvs(loc=0, scale=1, size=30) # generate 30 observations from the standard normal distribution\n",
-    "x_not_normal = stats.norm.rvs(loc=[-1,1], scale=[1,3], size=(15,2)).ravel() # generate 30 observations from a mixture of normal distributions\n",
-    "\n",
-    "_, axes = plt.subplots(1, 2, figsize=(13.3,4.1))\n",
-    "\n",
-    "stats.probplot(x_normal, plot=axes[0])\n",
-    "stats.probplot(x_not_normal, plot=axes[1]);"
+    "observed_counts = np.array([\n",
+    "    [ 134, 86, 32, 11 ],\n",
+    "    [ 101, 92, 38, 8 ],\n",
+    "    [ 188, 67, 54, 19 ],\n",
+    "])"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 41,
-   "id": "e1f2356b-dd02-47d5-8e2c-82c77a6a5c97",
-   "metadata": {},
+   "id": "fe4ce304-25ac-4734-9a0a-e20db59b742f",
+   "metadata": {
+    "hidden": true
+   },
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
       "text/plain": [
-       "<Figure size 957.6x295.2 with 2 Axes>"
+       "array([0.50963855, 0.29518072, 0.14939759, 0.04578313])"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "_, axes = plt.subplots(1, 2, figsize=(13.3,4.1))\n",
-    "axes[0].hist(x_normal, bins=7)\n",
-    "axes[1].hist(x_not_normal, bins=7);"
+    "expected_props = np.sum(observed_counts, axis=0) / np.sum(observed_counts)\n",
+    "expected_props"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "2326fc45-7aff-4a1d-84f2-beb01618d307",
-   "metadata": {},
+   "id": "7f4b4727-3a9b-474f-b6ad-b632be97b04e",
+   "metadata": {
+    "hidden": true
+   },
    "source": [
-    "#### Normality tests\n",
+    "Under $H_0$, the expected proportions are:\n",
     "\n",
-    "* D'Agostino's test: [normaltest](https://docs.scipy.org/doc/scipy/reference/reference/generated/scipy.stats.normaltest.html), preferably for large samples ($n>20$),\n",
-    "    * Similar test for skewness only: [skewtest](https://docs.scipy.org/doc/scipy/reference/reference/generated/scipy.stats.skewtest.html) ($n\\ge8$),"
+    "| Expected    | Type A cells | Type B cells | Type C cells | Type D cells |\n",
+    "| --:         | :-:          | :-:          | :-:          | :-:          |\n",
+    "| Treatment 1 | 51%          | 29%          | 15%          | 5%           |\n",
+    "| Treatment 2 | 51%          | 29%          | 15%          | 5%           |         \n",
+    "| Treatment 3 | 51%          | 29%          | 15%          | 5%           |"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 42,
-   "id": "e964be07-0696-4ff8-844a-3e7d318a7f3a",
+   "id": "087ea780-304c-459d-a7c0-066817f3d82f",
    "metadata": {
-    "jupyter": {
-     "source_hidden": true
-    },
-    "tags": []
+    "hidden": true
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 957.6x295.2 with 2 Axes>"
+       "array([[134.03493976,  77.63253012,  39.29156627,  12.04096386],\n",
+       "       [121.80361446,  70.54819277,  35.7060241 ,  10.94216867],\n",
+       "       [167.16144578,  96.81927711,  49.00240964,  15.01686747]])"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "skewed_dist = lambda sigma, x: np.exp(-np.log(x)**2/(2*sigma**2))/(x*sigma*np.sqrt(2*np.pi))\n",
-    "\n",
-    "dists = {\n",
-    "    'laplace:    ': stats.laplace(),\n",
-    "    'norm:     ': stats.norm(),\n",
-    "    'uniform: ': stats.uniform(-2, 4),\n",
-    "}\n",
-    "\n",
-    "colors = ['blue', 'green', 'orange', 'red']\n",
-    "_, axes = plt.subplots(1, 2, figsize=(13.3,4.1))\n",
-    "\n",
-    "grid = np.linspace(0, 3, 100)\n",
-    "grid = grid[1:]\n",
-    "\n",
-    "ax = axes[0]\n",
-    "for sigma, color in zip((1,.5,.25), colors):\n",
-    "    ax.plot(grid, skewed_dist(sigma, grid), '-', color=color, label=f'$\\sigma={sigma:.2f}$')\n",
-    "    \n",
-    "ax.axhline(0, linestyle='--', color='grey', linewidth=1)\n",
-    "ax.set_xlim(grid[[0,-1]])\n",
-    "ax.set_title('skewness')\n",
-    "\n",
-    "grid = np.linspace(-5, 5, 100)\n",
-    "    \n",
-    "ax = axes[1]\n",
-    "for distname, color in zip(dists, colors):\n",
-    "    dist = dists[distname]\n",
-    "    kurt = stats.kurtosis(dist.rvs(size=100), fisher=True)\n",
-    "    if distname.startswith('norm') and kurt>0: distname += '  ';\n",
-    "    ax.plot(grid, dist.pdf(grid), '-', color=color, label=f'{distname}${kurt:.2f}$')\n",
-    "    \n",
-    "ax.axvline(0, linestyle='--', color='grey', linewidth=1)\n",
-    "ax.axhline(0, linestyle='--', color='grey', linewidth=1)\n",
-    "ax.set_xlim(grid[[0,-1]])\n",
-    "ax.set_title('kurtosis')\n",
-    "\n",
-    "for ax in axes:\n",
-    "    ax.set_ylabel('probability density')\n",
-    "    ax.legend();"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "eed065d2-dd35-4fdb-ad91-8d387a06c7ea",
-   "metadata": {},
-   "source": [
-    "* Shapiro-Wilk's test: [shapiro](https://docs.scipy.org/doc/scipy/reference/reference/generated/scipy.stats.shapiro.html),\n",
-    "* Generic goodness-of-fit tests: [kstest](https://docs.scipy.org/doc/scipy/reference/reference/generated/scipy.stats.kstest.html) and [anderson](https://docs.scipy.org/doc/scipy/reference/reference/generated/scipy.stats.anderson.html).\n",
-    "\n",
-    "For smaller sample sizes, it still makes sense to make use of these tests. If they fail to reject $H_0$, one cannot conclude $X$ follows a normal distribution, but at least *extreme non-normality* cases are ruled out. *t* tests and *F* tests are actually fairly robust to moderate non-normality.\n",
-    "However, if such a normality test rejects $H_0$, then one should not proceed with applying a standard *t* test or *F* test."
+    "expected_counts = np.outer(np.sum(observed_counts, axis=1), expected_props)\n",
+    "expected_counts"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "b8c030d0-3d3e-4a19-9313-2f1f5738490b",
-   "metadata": {},
+   "id": "c0f49b1a-3a7a-4ad8-8d2a-9fd3513ad2a6",
+   "metadata": {
+    "hidden": true
+   },
    "source": [
-    "### Equal variance (homoscedasticity)\n",
-    "\n",
-    "#### Graphical approaches\n",
-    "\n",
-    "Simple per-group box plots."
+    "| Expected    | Type A cells | Type B cells | Type C cells | Type D cells |\n",
+    "| --:         | :-:          | :-:          | :-:          | :-:          |\n",
+    "| Treatment 1 | 134          | 77.6         | 39.3         | 12           |\n",
+    "| Treatment 2 | 121.8        | 70.5         | 35.7         | 10.9         |         \n",
+    "| Treatment 3 | 167.2        | 96.8         | 49           | 15           |"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 43,
-   "id": "8a31b653-d891-4f07-ab8b-73562b2ed86d",
-   "metadata": {},
+   "id": "d9585b87-f5dd-4cf2-ad91-0a79dcc95c86",
+   "metadata": {
+    "hidden": true
+   },
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "26.7075512595244"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "A = [85, 86, 88, 75, 78, 94, 98, 79, 71, 80]\n",
-    "B = [91, 92, 93, 85, 87, 84, 82, 88, 95, 96]\n",
-    "C = [79, 78, 88, 94, 92, 85, 83, 85, 82, 81]\n",
-    "\n",
-    "df = pd.DataFrame(data=dict(A=A, B=B, C=C))\n",
-    "plt.boxplot(df, labels=df.columns);"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "e985446d-d250-4d88-9a13-50a098cd016b",
-   "metadata": {},
-   "source": [
-    "#### Equality-of-variance tests\n",
-    "\n",
-    "* Bartlett's test: [bartlett](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.bartlett.html), most basic and common test,\n",
-    "* Levene's test: [levene](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.levene.html), better for skewed or heavy-tailed distributions,\n",
-    "* ...and others: Fligner-Killeen's test ([fligner](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.fligner.html)), Ansari-Bradley's test ([ansari](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.ansari.html)), etc\n",
-    "\n",
-    "Example:"
+    "j, k = expected_counts.shape\n",
+    "dof = (j - 1) * (k - 1)\n",
+    "chi2 = np.sum((observed_counts - expected_counts) ** 2 / expected_counts)\n",
+    "chi2"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 44,
-   "id": "280180fa-4f20-44a6-a463-2ce9b0ad75a4",
-   "metadata": {},
+   "id": "a7cd985e-eb2b-4a72-a221-30e3e0fdf8ec",
+   "metadata": {
+    "hidden": true,
+    "tags": []
+   },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "BartlettResult(statistic=3.3024375753550457, pvalue=0.19181598314036113)"
+       "0.00016426084515914902"
       ]
      },
      "execution_count": 44,
@@ -3813,125 +2980,75 @@
     }
    ],
    "source": [
-    "# copied-pasted from https://www.statology.org/bartletts-test-python/\n",
-    "A = [85, 86, 88, 75, 78, 94, 98, 79, 71, 80]\n",
-    "B = [91, 92, 93, 85, 87, 84, 82, 88, 95, 96]\n",
-    "C = [79, 78, 88, 94, 92, 85, 83, 85, 82, 81]\n",
-    "\n",
-    "stats.bartlett(A, B, C)"
+    "stats.chi2(dof).sf(chi2)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "e906820a-af04-4a9d-992f-f2e07a7aed91",
-   "metadata": {},
+   "id": "13d7ef58-e62d-48de-a3a4-2ccc2ac588cb",
+   "metadata": {
+    "hidden": true
+   },
    "source": [
-    "In the above example, as there is not enough evidence to reject $H_0$ ($p>0.05$), we can proceed to perform a standard one-way ANOVA. Otherwise, we would go for an Alexander-Govern's test or Welch's *F* test instead.\n",
-    "\n",
-    "<div class=\"alert alert-block alert-info\" markdown=\"1\">\n",
-    "The Welch's *F* test is not available in `scipy.stats` nor in `statsmodels`. Install the `Pingouin` package and check out the [welch_anova](https://pingouin-stats.org/generated/pingouin.welch_anova.html) function instead.\n",
-    "</div>\n",
-    "\n",
-    "The Bartlett's test statistic follows $\\chi^2_{k-1}$ with $k$ the number of groups. As most tests based on the $\\chi^2$ distribution, the *p*-value is one-sided."
+    "`scipy.stats`'s $\\chi^2$ test for homogeneity/independence is [chi2_contingency](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.chi2_contingency.html):"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 45,
-   "id": "b8123d48-7285-4fa3-8473-04f316dedffc",
+   "id": "4cd7ea08-110a-4ff7-9521-0f12e4169d35",
    "metadata": {
-    "jupyter": {
-     "source_hidden": true
-    },
-    "tags": []
+    "hidden": true
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 957.6x295.2 with 2 Axes>"
+       "(26.707551259524408,\n",
+       " 0.0001642608451591484,\n",
+       " 6,\n",
+       " array([[134.03493976,  77.63253012,  39.29156627,  12.04096386],\n",
+       "        [121.80361446,  70.54819277,  35.7060241 ,  10.94216867],\n",
+       "        [167.16144578,  96.81927711,  49.00240964,  15.01686747]]))"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "grid = np.linspace(0, 20, 200)\n",
-    "\n",
-    "dfs = [2, 3, 5, 9]\n",
-    "\n",
-    "_, axes = plt.subplots(1, 2, figsize=(13.3,4.1))\n",
-    "\n",
-    "ax = axes[0]\n",
-    "for df, color in zip(\n",
-    "    dfs,\n",
-    "    ['blue', 'green', 'orange', 'red'],\n",
-    "):\n",
-    "    chi2 = stats.chi2.pdf(grid, df)\n",
-    "    ax.plot(grid, chi2, '-', color=color)\n",
-    "    \n",
-    "ax.axhline(0, linestyle='--', color='grey', linewidth=1)\n",
-    "ax.set_xlim(grid[0],grid[-1])\n",
-    "ax.set_xlabel('$\\chi^2$')\n",
-    "ax.set_ylabel('probability density')\n",
-    "ax.legend([ f'$df={df}$' for df in dfs ])\n",
-    "\n",
-    "ax = axes[1]\n",
-    "df, color = 2, 'blue'\n",
-    "chi2 = stats.chi2.pdf(grid, df)\n",
-    "ax.plot(grid, chi2, '-', color=color)\n",
-    "ax.axhline(0, linestyle='--', color='grey', linewidth=1)\n",
-    "ax.set_xlim(grid[0],grid[-1])\n",
-    "ax.set_xlabel('$\\chi^2$')\n",
-    "ax.set_ylabel('probability density');\n",
-    "\n",
-    "A = [85, 86, 88, 75, 78, 94, 98, 79, 71, 80]\n",
-    "B = [91, 92, 93, 85, 87, 84, 82, 88, 95, 96]\n",
-    "C = [79, 78, 88, 94, 92, 85, 83, 85, 82, 81]\n",
-    "bartlett_statistic, bartlett_pvalue = stats.bartlett(A, B, C)\n",
-    "bartlett_statistic_line, = ax.plot([bartlett_statistic]*2, [0, stats.chi2.pdf(bartlett_statistic, df)], '-', zorder=1)\n",
-    "\n",
-    "tail = grid[bartlett_statistic<=grid]\n",
-    "ax.fill_between(tail, np.zeros_like(tail), stats.chi2.pdf(tail, df), alpha=.2)\n",
-    "\n",
-    "ax.annotate(f'$\\\\approx {bartlett_pvalue:.2f}$', (4, .02), xytext=(8, .1), arrowprops=dict(arrowstyle=\"->\"));"
+    "stats.chi2_contingency(observed_counts)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "b73039db-6593-4c0c-be5e-854ddeffe79e",
-   "metadata": {},
+   "id": "45da92b9-cd4e-4d1b-8996-451285ef1896",
+   "metadata": {
+    "hidden": true
+   },
    "source": [
-    "## $\\chi^2$ tests\n",
-    "\n",
-    "When the sum of the observations is known, *e.g.* observations are frequencies -- proportions that sum to $1$, we use a $\\chi^2$ test instead of an ANOVA.\n",
-    "\n",
-    "### Goodness-of-fit\n",
-    "\n",
-    "Example:\n",
-    "Comparing the frequencies of the different allele variants at a given locus between a reference genome and a test genome.\n",
-    "\n",
-    "Another popular example: [Color proportion of M&Ms [Coursera]](https://www.coursera.org/learn/stanford-statistics/lecture/rAwbR/the-color-proportions-of-m-ms):\n",
-    "\n",
-    "| blue | orange | green | yellow | red | brown |\n",
-    "| :-:  | :-:    | :-:   | :-:    | :-: | :-:   |\n",
-    "| 24%  | 20%    | 16%   | 14%    | 13% | 13%   |"
+    "Due to the design of the test, it doesn't matter what factor whose effect is hypothesized to be null under $H_0$:"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 46,
-   "id": "84f4e9b3-a653-422c-8fc5-83b29869ba87",
-   "metadata": {},
+   "id": "d7e7fd75-068c-4f37-b981-498890c4a0d7",
+   "metadata": {
+    "hidden": true
+   },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "410"
+       "(26.707551259524408,\n",
+       " 0.0001642608451591484,\n",
+       " 6,\n",
+       " array([[134.03493976, 121.80361446, 167.16144578],\n",
+       "        [ 77.63253012,  70.54819277,  96.81927711],\n",
+       "        [ 39.29156627,  35.7060241 ,  49.00240964],\n",
+       "        [ 12.04096386,  10.94216867,  15.01686747]]))"
       ]
      },
      "execution_count": 46,
@@ -3940,21 +3057,84 @@
     }
    ],
    "source": [
-    "expected_props  = np.array([ .24, .2, .16, .14, .13, .13 ])\n",
-    "observed_counts = np.array([ 85, 79, 56, 64, 58, 68 ])\n",
-    "np.sum(observed_counts)"
+    "stats.chi2_contingency(observed_counts.T)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "141dc10b-c964-4621-9e53-32f36c11d2da",
+   "metadata": {
+    "heading_collapsed": true,
+    "tags": []
+   },
+   "source": [
+    "## Correlation"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6efe325b",
+   "metadata": {
+    "hidden": true,
+    "tags": []
+   },
+   "source": [
+    "### Analyses of association (recap)\n",
+    "\n",
+    "| Test | Types of variables |\n",
+    "| :-:  | :--               |\n",
+    "| $\\chi^2$ test<br />(ind./homo.) | categorical *vs* categorical |\n",
+    "| ANOVA | categorical (*e.g.* group) *vs* continuous (response) |\n",
+    "| ? | continuous *vs* continuous |\n",
+    "\n",
+    "Note: frequencies in the $\\chi^2$ tests are summary statistics and play the role of a sample size. They are NOT treated as measurements of a variable, although they could be, at another conceptual level (e.g. population of the bags of M&Ms)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "344da42e-5707-4a0a-9b98-4cbf47781fbe",
+   "metadata": {
+    "heading_collapsed": true,
+    "hidden": true,
+    "tags": []
+   },
+   "source": [
+    "### Correlation coefficient"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0c8b61ee-e2da-4dc4-b3ad-02790d407d5b",
+   "metadata": {
+    "hidden": true,
+    "jp-MarkdownHeadingCollapsed": true,
+    "tags": []
+   },
+   "source": [
+    "Pearson correlation coefficient of two series is the covariance of the two series normalized by the standard deviation of each series:\n",
+    "\n",
+    "$$\n",
+    "\\textrm{Var}(x) = \\frac{1}{n-1}\\sum_i (x_i - \\bar{x})(x_i - \\bar{x}) \\\\\n",
+    "\\textrm{Cov}(x, y) = \\frac{1}{n-1}\\sum_i(x_i - \\bar{x})(y_i - \\bar{y}) \\\\\n",
+    "-1 \\le \\mbox{ } \\mbox{ } \\mbox{ } r(x, y) = \\frac{\\textrm{Cov}(x, y)}{\\sqrt{\\textrm{Var}(x)\\textrm{Var}(y)}} \\mbox{ } \\mbox{ } \\mbox{ } \\le 1\n",
+    "$$\n",
+    "\n",
+    "\n",
+    "The [pearsonr](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.pearsonr.html) function computes the Pearson correlation coefficient together with a *p*-value:"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 47,
-   "id": "8bb2916a-e9a4-4bbe-b04f-14818bb68723",
-   "metadata": {},
+   "id": "f5a36568-d5b5-4388-b3f9-f38855c58c80",
+   "metadata": {
+    "hidden": true
+   },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([98.4, 82. , 65.6, 57.4, 53.3, 53.3])"
+       "(0.3518680132574827, 0.05653920630309695)"
       ]
      },
      "execution_count": 47,
@@ -3963,278 +3143,328 @@
     }
    ],
    "source": [
-    "expected_counts = expected_props * np.sum(observed_counts)\n",
-    "expected_counts"
+    "x1 = stats.norm.rvs(loc=46, scale=30, size=30)\n",
+    "x2 = stats.norm.rvs(loc=71, scale=30, size=30)\n",
+    "\n",
+    "r, pv = stats.pearsonr(x1, x2)\n",
+    "r, pv"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "a75bd8d7-f61e-49bc-80b4-cb1f05ccd7c1",
-   "metadata": {},
+   "id": "a9fbd953",
+   "metadata": {
+    "hidden": true
+   },
    "source": [
-    "|          | blue | orange | green | yellow | red  | brown |\n",
-    "| --:      | :-:  | :-:    | :-:   | :-:    | :-:  | :-:   |\n",
-    "| Expected | 98.4 | 82     | 65.6  | 57.4   | 53.3 | 53.3  |\n",
-    "| Observed | 85   | 79     | 56    | 64     | 58   | 58    |\n",
-    "\n",
-    "The statistic is:\n",
-    "\n",
-    "$$\n",
-    "\\chi^2 = \\sum_{i=1}^{k} \\frac{(O_i - E_i)^2}{E_i} \\mbox{ } \\mbox{ } \\mbox{ } \\mbox{ } \\mbox{ } \\mbox{ } \\mbox{ } \\sim \\chi^2_{k-1} \\mbox{ } \\textrm{under} \\mbox{ } H_0\n",
-    "$$"
+    "The correlation coefficient is a commonly-used effect size for the linear relationship between the two variables, similarly to (but not to be confused with) a regression coefficient:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "3581eeb0-f98d-4b2f-a0f1-bef073d86980",
+   "metadata": {
+    "hidden": true
+   },
+   "outputs": [
+    {
+     "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": [
+    "df = pd.DataFrame(dict(x1=x1, x2=x2));\n",
+    "sns.regplot(x=\"x1\", y=\"x2\", data=df);"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
-   "id": "a8898631-a5b5-49e8-a158-3e149345391a",
-   "metadata": {},
+   "execution_count": 49,
+   "id": "730a1bd8-51b6-4c06-9431-9a0fce53c42c",
+   "metadata": {
+    "hidden": true
+   },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "8.566983829178941"
+       "(0.4132334074789644, 0.023224608467418917)"
       ]
      },
-     "execution_count": 48,
+     "execution_count": 49,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "k = len(expected_counts)\n",
-    "chi2 = np.sum((observed_counts - expected_counts) ** 2 / expected_counts)\n",
-    "chi2"
+    "x2_correlated = x1 + 1.5 * np.std(x1) * np.random.randn(x1.size)\n",
+    "\n",
+    "r, pv = stats.pearsonr(x1, x2_correlated)\n",
+    "r, pv"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
-   "id": "7a8af457-13dc-483a-90e3-50d3949c8edf",
-   "metadata": {},
+   "execution_count": 50,
+   "id": "bfd1c00e-20b3-48bd-9724-7342ae70f626",
+   "metadata": {
+    "hidden": true
+   },
    "outputs": [
     {
      "data": {
+      "image/png": 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\n",
       "text/plain": [
-       "0.1276329790529603"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "execution_count": 49,
-     "metadata": {},
-     "output_type": "execute_result"
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "pvalue = stats.chi2(k-1).sf(chi2)\n",
-    "pvalue"
+    "df = pd.DataFrame(dict(x1=x1, x2=x2_correlated));\n",
+    "sns.regplot(x=\"x1\", y=\"x2\", data=df);"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "92886c91-f6ef-419d-bfda-e28d9dfcc7bc",
-   "metadata": {},
+   "id": "53338c9a-9345-4ead-8487-1b51254d7330",
+   "metadata": {
+    "hidden": true
+   },
    "source": [
-    "`scipy.stats`'s implementation of the test is [chisquare](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.chisquare.html):"
+    "Pearson $r$ assumes the observations are drawn from normal distributions.\n",
+    "\n",
+    "If the data are not normally distributed, Spearman $r$ ([spearman](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.spearmanr.html)) is an interesting alternative, although Pearson $r$ works well enough in most cases:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
-   "id": "1e246915-e9be-4826-9677-d9f30348d0df",
-   "metadata": {},
+   "execution_count": 51,
+   "id": "39423438-a688-4afa-b258-e17076ba1fbd",
+   "metadata": {
+    "hidden": true
+   },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "Power_divergenceResult(statistic=8.566983829178941, pvalue=0.1276329790529603)"
+       "(4.5962170596136655e-05, 0.000184299645610984)"
       ]
      },
-     "execution_count": 50,
+     "execution_count": 51,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "stats.chisquare(observed_counts, expected_counts)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "eedc49b0-07a1-474f-91ef-509148d8c6ca",
-   "metadata": {},
-   "source": [
-    "### Homogeneity and independence\n",
-    "\n",
-    "Example:\n",
-    "Comparing the frequency of cell types in cultures that differ in the treatments:\n",
-    "\n",
-    "| Observed    | Type A cells | Type B cells | Type C cells | Type D cells |\n",
-    "| --:         | :-:          | :-:          | :-:          | :-:          |\n",
-    "| Treatment 1 | 134          | 86           | 32           | 11           |\n",
-    "| Treatment 2 | 101          | 92           | 38           | 8            |         \n",
-    "| Treatment 3 | 188          | 67           | 54           | 19           |\n",
+    "rng = np.random.default_rng()\n",
+    "x1 = rng.integers(10, size=30)\n",
+    "x2 = x1 + rng.integers(10, size=x1.size)\n",
     "\n",
-    "$H_0$: the treatments have no effect on the frequency of the cell types.\n",
+    "pearson_r, pearson_pv = stats.pearsonr(x1, x2)\n",
+    "spearman_r, spearman_pv = stats.spearmanr(x1, x2)\n",
     "\n",
-    "https://www.coursera.org/learn/stanford-statistics/lecture/78IMJ/the-chi-square-test-for-homogeneity-and-independence"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 51,
-   "id": "13145d41-7dc3-4eff-9f9c-38d0abed1e8d",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "observed_counts = np.array([\n",
-    "    [ 134, 86, 32, 11 ],\n",
-    "    [ 101, 92, 38, 8 ],\n",
-    "    [ 188, 67, 54, 19 ],\n",
-    "])"
+    "pearson_pv, spearman_pv"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 52,
-   "id": "fe4ce304-25ac-4734-9a0a-e20db59b742f",
-   "metadata": {},
+   "id": "bca6551e-9ffb-4f60-8b96-9a085b2e2282",
+   "metadata": {
+    "hidden": true
+   },
    "outputs": [
     {
      "data": {
+      "image/png": "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\n",
       "text/plain": [
-       "array([0.50963855, 0.29518072, 0.14939759, 0.04578313])"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "execution_count": 52,
-     "metadata": {},
-     "output_type": "execute_result"
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "expected_props = np.sum(observed_counts, axis=0) / np.sum(observed_counts)\n",
-    "expected_props"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "7f4b4727-3a9b-474f-b6ad-b632be97b04e",
-   "metadata": {},
-   "source": [
-    "Under $H_0$, the expected proportions are:\n",
-    "\n",
-    "| Expected    | Type A cells | Type B cells | Type C cells | Type D cells |\n",
-    "| --:         | :-:          | :-:          | :-:          | :-:          |\n",
-    "| Treatment 1 | 51%          | 29%          | 15%          | 5%           |\n",
-    "| Treatment 2 | 51%          | 29%          | 15%          | 5%           |         \n",
-    "| Treatment 3 | 51%          | 29%          | 15%          | 5%           |"
+    "df = pd.DataFrame(dict(x=np.r_[x1, x2], series=np.r_[np.zeros_like(x1), np.ones_like(x2)]))\n",
+    "sns.countplot(x=\"x\", data=df, hue=\"series\");"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 53,
-   "id": "087ea780-304c-459d-a7c0-066817f3d82f",
-   "metadata": {},
+   "id": "a2dee6dc-0f17-4b33-9431-c6dc2d2bd418",
+   "metadata": {
+    "hidden": true
+   },
    "outputs": [
     {
      "data": {
+      "image/png": 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\n",
       "text/plain": [
-       "array([[134.03493976,  77.63253012,  39.29156627,  12.04096386],\n",
-       "       [121.80361446,  70.54819277,  35.7060241 ,  10.94216867],\n",
-       "       [167.16144578,  96.81927711,  49.00240964,  15.01686747]])"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "execution_count": 53,
-     "metadata": {},
-     "output_type": "execute_result"
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "expected_counts = np.outer(np.sum(observed_counts, axis=1), expected_props)\n",
-    "expected_counts"
+    "df = pd.DataFrame(dict(x1=x1, x2=x2))\n",
+    "sns.regplot(x=\"x1\", y=\"x2\", data=df);"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "c0f49b1a-3a7a-4ad8-8d2a-9fd3513ad2a6",
-   "metadata": {},
+   "id": "18902dd3-022a-447a-9681-6713b2e9296e",
+   "metadata": {
+    "hidden": true
+   },
    "source": [
-    "| Expected    | Type A cells | Type B cells | Type C cells | Type D cells |\n",
-    "| --:         | :-:          | :-:          | :-:          | :-:          |\n",
-    "| Treatment 1 | 134          | 77.6         | 39.3         | 12           |\n",
-    "| Treatment 2 | 121.8        | 70.5         | 35.7         | 10.9         |         \n",
-    "| Treatment 3 | 167.2        | 96.8         | 49           | 15           |"
+    "What could possibly go wrong?\n",
+    "\n",
+    "<table style=\"text-align: center;\"><tr><td><img alt=\"Pearson vs Spearman\" src=\"img/Pearson_vs_Spearman.svg\" width=\"1200px\" /></td></tr>\n",
+    "<tr><td><a href=\"http://geoinfo.amu.edu.pl/qg/archives/2011/QG302_087-093.pdf\">from Hauke &amp; Kossowski 2011</a></td></tr></table>\n",
+    "\n",
+    "Because Pearson coefficient relies on squared differences, it is very sensitive to outliers.\n",
+    "On the other side, Spearman coefficient is based on ranks and may catch less intuitive patterns."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9f26feda-d0fd-4d9d-a748-b0b82d0f84b4",
+   "metadata": {
+    "heading_collapsed": true
+   },
+   "source": [
+    "## Effect sizes, confidence intervals and power"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5d8555e2-f91e-4ed8-b518-d95b1f46aa11",
+   "metadata": {
+    "hidden": true
+   },
+   "source": [
+    "Many more effect size indicators are available and the easier approach to effect sizes in Python is offered by the `pingouin` library:"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 54,
-   "id": "d9585b87-f5dd-4cf2-ad91-0a79dcc95c86",
-   "metadata": {},
+   "id": "78c838fa-6eff-459a-867c-b9e930b0cebd",
+   "metadata": {
+    "hidden": true,
+    "jupyter": {
+     "outputs_hidden": true
+    },
+    "scrolled": true,
+    "tags": []
+   },
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "26.7075512595244"
-      ]
-     },
-     "execution_count": 54,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: pingouin in /home/flaurent/.local/lib/python3.8/site-packages (0.4.0)\n",
+      "Requirement already satisfied: scipy>=1.7 in /home/flaurent/.local/lib/python3.8/site-packages (from pingouin) (1.7.1)\n",
+      "Requirement already satisfied: numpy>=1.19 in /home/flaurent/.local/lib/python3.8/site-packages (from pingouin) (1.21.1)\n",
+      "Requirement already satisfied: outdated in /home/flaurent/.local/lib/python3.8/site-packages (from pingouin) (0.2.1)\n",
+      "Requirement already satisfied: statsmodels>=0.12.0 in /home/flaurent/.local/lib/python3.8/site-packages (from pingouin) (0.12.2)\n",
+      "Requirement already satisfied: tabulate in /home/flaurent/.local/lib/python3.8/site-packages (from pingouin) (0.8.9)\n",
+      "Requirement already satisfied: pandas>=1.0 in /home/flaurent/.local/lib/python3.8/site-packages (from pingouin) (1.3.1)\n",
+      "Requirement already satisfied: matplotlib>=3.0.2 in /home/flaurent/.local/lib/python3.8/site-packages (from pingouin) (3.4.2)\n",
+      "Requirement already satisfied: seaborn>=0.9.0 in /home/flaurent/.local/lib/python3.8/site-packages (from pingouin) (0.11.1)\n",
+      "Requirement already satisfied: scikit-learn in /home/flaurent/.local/lib/python3.8/site-packages (from pingouin) (0.24.2)\n",
+      "Requirement already satisfied: pandas-flavor>=0.2.0 in /home/flaurent/.local/lib/python3.8/site-packages (from pingouin) (0.2.0)\n",
+      "Requirement already satisfied: requests in /usr/lib/python3/dist-packages (from outdated->pingouin) (2.22.0)\n",
+      "Requirement already satisfied: littleutils in /home/flaurent/.local/lib/python3.8/site-packages (from outdated->pingouin) (0.2.2)\n",
+      "Requirement already satisfied: patsy>=0.5 in /home/flaurent/.local/lib/python3.8/site-packages (from statsmodels>=0.12.0->pingouin) (0.5.1)\n",
+      "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/lib/python3/dist-packages (from pandas>=1.0->pingouin) (2.7.3)\n",
+      "Requirement already satisfied: pytz>=2017.3 in /usr/lib/python3/dist-packages (from pandas>=1.0->pingouin) (2019.3)\n",
+      "Requirement already satisfied: cycler>=0.10 in /home/flaurent/.local/lib/python3.8/site-packages (from matplotlib>=3.0.2->pingouin) (0.10.0)\n",
+      "Requirement already satisfied: kiwisolver>=1.0.1 in /home/flaurent/.local/lib/python3.8/site-packages (from matplotlib>=3.0.2->pingouin) (1.3.1)\n",
+      "Requirement already satisfied: pyparsing>=2.2.1 in /home/flaurent/.local/lib/python3.8/site-packages (from matplotlib>=3.0.2->pingouin) (2.4.7)\n",
+      "Requirement already satisfied: pillow>=6.2.0 in /home/flaurent/.local/lib/python3.8/site-packages (from matplotlib>=3.0.2->pingouin) (8.3.1)\n",
+      "Requirement already satisfied: threadpoolctl>=2.0.0 in /home/flaurent/.local/lib/python3.8/site-packages (from scikit-learn->pingouin) (2.2.0)\n",
+      "Requirement already satisfied: joblib>=0.11 in /home/flaurent/.local/lib/python3.8/site-packages (from scikit-learn->pingouin) (1.0.1)\n",
+      "Requirement already satisfied: xarray in /home/flaurent/.local/lib/python3.8/site-packages (from pandas-flavor>=0.2.0->pingouin) (0.19.0)\n",
+      "Requirement already satisfied: six in /usr/lib/python3/dist-packages (from patsy>=0.5->statsmodels>=0.12.0->pingouin) (1.14.0)\n",
+      "Requirement already satisfied: setuptools>=40.4 in /usr/lib/python3/dist-packages (from xarray->pandas-flavor>=0.2.0->pingouin) (45.2.0)\n"
+     ]
     }
    ],
    "source": [
-    "j, k = expected_counts.shape\n",
-    "dof = (j - 1) * (k - 1)\n",
-    "chi2 = np.sum((observed_counts - expected_counts) ** 2 / expected_counts)\n",
-    "chi2"
+    "import sys\n",
+    "!\"{sys.executable}\" -m pip install pingouin"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 55,
-   "id": "a7cd985e-eb2b-4a72-a221-30e3e0fdf8ec",
+   "id": "5eaf887e-9310-4b89-acca-ccde9dff5f02",
    "metadata": {
-    "tags": []
+    "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.00016426084515914902"
-      ]
-     },
-     "execution_count": 55,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "stats.chi2(dof).sf(chi2)"
+    "import pingouin as pg"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "13d7ef58-e62d-48de-a3a4-2ccc2ac588cb",
-   "metadata": {},
+   "id": "5532ddbe-202e-48f5-96fd-825c465a503f",
+   "metadata": {
+    "heading_collapsed": true,
+    "hidden": true
+   },
    "source": [
-    "`scipy.stats`'s $\\chi^2$ test for homogeneity/independence is [chi2_contingency](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.chi2_contingency.html):"
+    "### Effect sizes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "33eb7fcf-3c42-40bc-abb7-aba678a33eda",
+   "metadata": {
+    "hidden": true
+   },
+   "source": [
+    "[Reference tables](https://core.ecu.edu/wuenschk/docs30/EffectSizeConventions.pdf)\n",
+    "\n",
+    "[compute_effsize](https://pingouin-stats.org/generated/pingouin.compute_effsize.html) ([source](https://github.com/raphaelvallat/pingouin/blob/v0.4.0/pingouin/effsize.py#L553-L717)) and [convert_effsize](https://pingouin-stats.org/generated/pingouin.convert_effsize.html)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 56,
-   "id": "4cd7ea08-110a-4ff7-9521-0f12e4169d35",
-   "metadata": {},
+   "id": "d934a53e-f2b5-423a-a101-21c69e1a472b",
+   "metadata": {
+    "hidden": true
+   },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(26.707551259524408,\n",
-       " 0.0001642608451591484,\n",
-       " 6,\n",
-       " array([[134.03493976,  77.63253012,  39.29156627,  12.04096386],\n",
-       "        [121.80361446,  70.54819277,  35.7060241 ,  10.94216867],\n",
-       "        [167.16144578,  96.81927711,  49.00240964,  15.01686747]]))"
+       "0.9914036363636364"
       ]
      },
      "execution_count": 56,
@@ -4243,73 +3473,66 @@
     }
    ],
    "source": [
-    "stats.chi2_contingency(observed_counts)"
+    "pg.convert_effsize(1.0486, 'cohen', 'hedges', nx=8, ny=8)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "45da92b9-cd4e-4d1b-8996-451285ef1896",
-   "metadata": {},
+   "id": "3b30414c-6575-4dff-9637-664cb0f29a5a",
+   "metadata": {
+    "heading_collapsed": true,
+    "hidden": true
+   },
    "source": [
-    "Due to the design of the test, it doesn't matter what factor is considered neutral under $H_0$:"
+    "### Power analysis"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 57,
-   "id": "d7e7fd75-068c-4f37-b981-498890c4a0d7",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(26.707551259524408,\n",
-       " 0.0001642608451591484,\n",
-       " 6,\n",
-       " array([[134.03493976, 121.80361446, 167.16144578],\n",
-       "        [ 77.63253012,  70.54819277,  96.81927711],\n",
-       "        [ 39.29156627,  35.7060241 ,  49.00240964],\n",
-       "        [ 12.04096386,  10.94216867,  15.01686747]]))"
-      ]
-     },
-     "execution_count": 57,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "cell_type": "markdown",
+   "id": "9b54a050-85cc-44c3-b406-650734d0d2ec",
+   "metadata": {
+    "hidden": true
+   },
    "source": [
-    "stats.chi2_contingency(observed_counts.T)"
+    "* `statsmodels`: [FTestAnovaPower](https://www.statsmodels.org/stable/generated/statsmodels.stats.power.FTestAnovaPower.html) ([examples](https://www.statsmodels.org/stable/generated/statsmodels.stats.oneway.effectsize_oneway.html))\n",
+    "\n",
+    "* `pingouin`: [power_anova](https://pingouin-stats.org/generated/pingouin.power_anova.html)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "5655a86a-84ab-42ab-98c0-5166242c1d1f",
-   "metadata": {},
+   "id": "700ff9a1-e4e9-4ef5-9559-f6d6740977ed",
+   "metadata": {
+    "heading_collapsed": true,
+    "hidden": true
+   },
    "source": [
-    "## Analyses of association (recap)\n",
-    "\n",
-    "| Test | Types of variables |\n",
-    "| :-:  | :--               |\n",
-    "| $\\chi^2$ test | categorical *vs* categorical |\n",
-    "| ANOVA | categorical (*e.g.* group) *vs* continuous (measurement) |\n",
-    "| ? | continuous *vs* continuous |\n",
-    "\n",
-    "## Correlation\n",
-    "\n",
-    "## Effect sizes and confidence intervals\n",
-    "\n"
+    "### Confidence intervals"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6c8d4e2f-183a-4a1b-a49c-fc7ba21c79d3",
+   "metadata": {
+    "hidden": true
+   },
+   "source": [
+    "For the purpose of communicating about effect sizes, in addition to the [various measurements proposed](https://en.wikipedia.org/wiki/Effect_size), one may consider expressing population estimates as *confidence intervals*."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
    "id": "de47ba11-f486-44e3-9f3b-9ddffacc95ee",
-   "metadata": {},
+   "metadata": {
+    "hidden": true
+   },
    "outputs": [],
    "source": []
   }
  ],
  "metadata": {
+  "celltoolbar": "Aucun(e)",
   "kernelspec": {
    "display_name": "Python 3 (ipykernel)",
    "language": "python",
@@ -4326,6 +3549,19 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3.8.10"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": true,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": true
   }
  },
  "nbformat": 4,
diff --git a/notebooks/StatsModels.ipynb b/notebooks/StatsModels.ipynb
index f2dd6fd7b17131d18b0fdfc4dac8741e38f38d4b..23e89c1e04d258afba7b987e8e872a3df11a703d 100644
--- a/notebooks/StatsModels.ipynb
+++ b/notebooks/StatsModels.ipynb
@@ -2,14 +2,13 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 280,
+   "execution_count": 1,
    "id": "ce9d2cf1-9281-4a58-9dcd-3b0b1ab7cb0b",
    "metadata": {
-    "collapsed": true,
     "jupyter": {
-     "outputs_hidden": true,
      "source_hidden": true
     },
+    "scrolled": false,
     "tags": []
    },
    "outputs": [
@@ -18,13 +17,13 @@
      "output_type": "stream",
      "text": [
       "Requirement already satisfied: statsmodels in /home/flaurent/.local/lib/python3.8/site-packages (0.12.2)\n",
+      "Requirement already satisfied: patsy>=0.5 in /home/flaurent/.local/lib/python3.8/site-packages (from statsmodels) (0.5.1)\n",
       "Requirement already satisfied: scipy>=1.1 in /home/flaurent/.local/lib/python3.8/site-packages (from statsmodels) (1.7.1)\n",
       "Requirement already satisfied: numpy>=1.15 in /home/flaurent/.local/lib/python3.8/site-packages (from statsmodels) (1.21.1)\n",
-      "Requirement already satisfied: patsy>=0.5 in /home/flaurent/.local/lib/python3.8/site-packages (from statsmodels) (0.5.1)\n",
       "Requirement already satisfied: pandas>=0.21 in /home/flaurent/.local/lib/python3.8/site-packages (from statsmodels) (1.3.1)\n",
       "Requirement already satisfied: six in /usr/lib/python3/dist-packages (from patsy>=0.5->statsmodels) (1.14.0)\n",
-      "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/lib/python3/dist-packages (from pandas>=0.21->statsmodels) (2.7.3)\n",
-      "Requirement already satisfied: pytz>=2017.3 in /usr/lib/python3/dist-packages (from pandas>=0.21->statsmodels) (2019.3)\n"
+      "Requirement already satisfied: pytz>=2017.3 in /usr/lib/python3/dist-packages (from pandas>=0.21->statsmodels) (2019.3)\n",
+      "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/lib/python3/dist-packages (from pandas>=0.21->statsmodels) (2.7.3)\n"
      ]
     }
    ],
@@ -46,7 +45,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "id": "d6590258-e1ac-4f62-8adf-3fa014376a22",
    "metadata": {},
    "outputs": [],
@@ -57,7 +56,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "id": "7b4f63c1-9995-4516-aeb5-1fb4fe1db896",
    "metadata": {},
    "outputs": [],
@@ -70,7 +69,15 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6cafc4c9-9d2e-4af1-b077-d9e1775fc352",
+   "id": "4b642a0a-0046-4a61-87d6-d303d41d3f06",
+   "metadata": {},
+   "source": [
+    "## Data formatting"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "10c1d50d-d4f2-4ca2-bb73-7c0613069a2d",
    "metadata": {},
    "source": [
     "In the previous class, we performed an ANOVA to determine whether the following 3 groups of observations differ in their means:"
@@ -78,7 +85,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "id": "aec2f6b1-c4fc-465e-9434-b32333770e24",
    "metadata": {},
    "outputs": [],
@@ -90,7 +97,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "id": "bd00bd2f-b7eb-47e4-8af4-187ce9473481",
    "metadata": {},
    "outputs": [
@@ -100,7 +107,7 @@
        "F_onewayResult(statistic=2.3575322551335636, pvalue=0.11384795345837218)"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -115,14 +122,12 @@
    "id": "69aa48a3-1623-413b-b49d-1777b8ef92c9",
    "metadata": {},
    "source": [
-    "We can perform the same analysis with a linear model.\n",
-    "\n",
-    "Every modelling approach relies on a dataframe-like data layout. Each variable or factor should be coded as a column in a dataframe:"
+    "We can perform the same analysis with a linear model but first have to represent the data in a single DataFrame and the so-called *long format*, with one row = one observation, and each variable or factor as a column:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "id": "696ff83f-d827-4513-9801-51488e5a1df0",
    "metadata": {},
    "outputs": [
@@ -136,20 +141,20 @@
        "        'C', 'C', 'C', 'C'], dtype='<U1'))"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "X = np.concatenate((A, B, C))\n",
+    "Y = np.concatenate((A, B, C))\n",
     "Group = np.repeat(['A', 'B', 'C'], (len(A), len(B), len(C)))\n",
-    "X, Group"
+    "Y, Group"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "id": "c324bd0f-e769-4a0d-8e6b-d4d346e76f68",
    "metadata": {},
    "outputs": [
@@ -174,7 +179,7 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>X</th>\n",
+       "      <th>Y</th>\n",
        "      <th>Group</th>\n",
        "    </tr>\n",
        "  </thead>\n",
@@ -334,7 +339,7 @@
        "</div>"
       ],
       "text/plain": [
-       "     X Group\n",
+       "     Y Group\n",
        "0   85     A\n",
        "1   86     A\n",
        "2   88     A\n",
@@ -367,40 +372,48 @@
        "29  81     C"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "dataframe = pd.DataFrame(dict(X=X, Group=Group))\n",
+    "dataframe = pd.DataFrame(dict(Y=Y, Group=Group))\n",
     "dataframe"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "c5544b7f-f731-4d82-8a83-61a790a1ef48",
+   "cell_type": "markdown",
+   "id": "0fef470a-4628-468d-a32a-af36dcb21881",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "del X, C, Group # we'll see why this statement later..."
+    "## One-way ANOVA (again)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "e8178ed0-28b0-49e0-a8f0-034ebbf8a223",
+   "id": "64759d8f-7fee-405c-84f2-207fd8786904",
    "metadata": {},
    "source": [
-    "`statsmodels` understands the Wilkinson formulae introduced in S and popularized by R.\n",
+    "`statsmodels` understands Wilkinson formulae.\n",
     "\n",
-    "Let us designate *X* as the *dependent variable* or *response variable* in our analysis.\n",
-    "We use the query `'X ~ Group'`, or equivalently `'X ~ C(Group)'`, or else `'X ~ C(Group) + 1'`, to build a linear model of the effect of the *Group* categorical variable on *X*:"
+    "Let us designate *Y* as the *dependent variable* or *response variable* in our analysis.\n",
+    "We use the query `'Y ~ Group'` to build a linear model of the effect of the `Group` categorical variable on `Y`:"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 8,
+   "id": "4a2a00ec-43c6-4299-82e3-15b807110828",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fitted_model = smf.ols('Y ~ Group', data=dataframe).fit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
    "id": "21bf5c1d-caa3-4072-bc86-ce860b8f33c8",
    "metadata": {},
    "outputs": [
@@ -410,11 +423,11 @@
      "text": [
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
-      "Dep. Variable:                      X   R-squared:                       0.149\n",
+      "Dep. Variable:                      Y   R-squared:                       0.149\n",
       "Model:                            OLS   Adj. R-squared:                  0.086\n",
       "Method:                 Least Squares   F-statistic:                     2.358\n",
-      "Date:                Wed, 08 Sep 2021   Prob (F-statistic):              0.114\n",
-      "Time:                        18:40:12   Log-Likelihood:                -96.604\n",
+      "Date:                Mon, 20 Sep 2021   Prob (F-statistic):              0.114\n",
+      "Time:                        13:22:16   Log-Likelihood:                -96.604\n",
       "No. Observations:                  30   AIC:                             199.2\n",
       "Df Residuals:                      27   BIC:                             203.4\n",
       "Df Model:                           2                                         \n",
@@ -438,7 +451,6 @@
     }
    ],
    "source": [
-    "fitted_model = smf.ols('X ~ Group', data=dataframe).fit()\n",
     "print(fitted_model.summary())"
    ]
   },
@@ -454,12 +466,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "id": "638bdd6b-6964-4209-b762-2991fd3fb7fc",
    "metadata": {
-    "jupyter": {
-     "source_hidden": true
-    },
     "tags": []
    },
    "outputs": [
@@ -469,7 +478,7 @@
        "F_onewayResult(statistic=2.3575322551335636, pvalue=0.11384795345837218)"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -491,7 +500,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "id": "0fe841a0-21b1-4c92-a767-c4ab3abd37f8",
    "metadata": {
     "tags": []
@@ -525,15 +534,12 @@
    "execution_count": 12,
    "id": "a5b2750a-8965-4769-b053-cd95e3583320",
    "metadata": {
-    "jupyter": {
-     "source_hidden": true
-    },
     "tags": []
    },
    "outputs": [
     {
      "data": {
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5EVFydc881FrbLrddz5gxg83LnuDq9vUVimznXdc1hlGT/qis71KPbVvSOcDpEfFn6fsLgHdFxGW5B1wmd/GZmTWmlcABfd63pGWZk/RhSXumr6+WdK+kY0rVc4IyM2tMTwCHSjpI0u4kC8ren9Ox/joi1kk6gWQi8dtJVlcfkq9BmZkNoV5vQo+ILZIuA35IMsx8dkQsySE6gK3p8/8guQ72A0nXlarkBGVm1qAi4kHgwQocamU6dd77gRvShWpLZvyaTFA9PT2M2PgKo556oNqhDGrExhfp6dlS7TCsxhS9bTdiu/ZN6Jk4l2RO15kRsVbSBOAvS1Uq8DmrmZnVg4jYCDwPnJAWbSGZNHZINXkG1dLSwprf7VbYobiQDMdtadmv2mFYjSl623a7tuGQdA3JIreHA98Efg/4DnD8UPVqMkE1oo6ODrq7u0tut3Rp8qNk2/1QQ2lraytrOzOzXTQNOIZklQwi4rfbhp0PxQmqzjQ1NVU7BDOz/l6LiJAUAJL2KKeSE1SN8JmOmdUiSQIeSEfx7Z0u1/RpoOSqGE5QZmaWm/TM6cMk8/K9SnId6ssR8XCpuk5QZmaWtwXA2ogoObS8LycoMzPL27uAj0laDmzYVhgR7xyqkhOUZWdtxtPBbJsIO6s179aSLDBgZpX2geFUcoKyTLS1tWW+z21D5g+deGg2O5yYT5xmNrSIWD6cek5Qlok8RhlWa20rMysGT3VkZmaF5ARlZmaF5ARlZmaF5ARlZmaFlGuCknSFpCWSFku6U9KodHnhxyV1S7o7XWrYzMzsTXJLUJImAjOA9og4imRJ4fOAG4BZEdEGvAxclFcMZmZWu/IeZr4b0CTpdWA0sAp4H/DR9PM5wLXAzTnHYWY2fGszvAk96xvQoW5vQs8tQUXESkkzgRXAJuAhYD7JfEzb1ozuYZA/q6TpwHSA1tbWvMI0MxtS1jd3Z34DOtTtTei5JShJ+wBTgYNI8vt3SdakL0tEdAKdAO3t7ZFDiGZmJWV9E7pvQC9fnl18pwG/joheAEn3kizvu7ek3dKzqBZgZY4xmFmVrFg/kuu6suvHWrMx6WIbP/qNTPa3Yv1IDstkT5aXPBPUCuDdkkaTdPGdCnQBPwbOAe4CLgTuyzEGM6uCPLqbXku7xkZNyqZr7DDqs1usnuR5DepxSd8jWQdkC7CQpMvuB8Bdkq5Ly27PKwYzqw7PzWhZyHUUX0RcA1zTr/g54Lg8j2tmZrXPM0mYmVkhOUGZmVkhOUGZmVkhOUGZmdlbSLpW0kpJi9LHGZWOwSvqmpnZYGZFxMxqHdxnUGZmVkg1ewY1YuNLjHrqgUz2pc2vAhCj9spkf5DEB/tltj9rHEVu227XNWecpK4+7zvTaeTKdZmkT5BMsvC5iHg52/CGVpMJKvvJG9cBcOghWf7D2893qdtOK37bdruuMS9ERPtgH0p6hIF/cXyJZJWJrwCRPt8EfDqPIAdTkwnKkzfWto6ODrq7u0tut23W53L+e7e1teUye0GluW1bJUXEaeVsJ+k2IJvT+p3ga1BWWE1NTTQ1NVU7DLOGJGlCn7fTgMWVjqEmz6CsttXDmY5ZA7hR0mSSLr5lwCWVDsAJyszM3iIiLqh2DO7iMzOzQnKCMjOzQnKCMjOzQnKCMjOzQnKCMjOzQvIoPjOzDORxAzrUz03ow+EEZWZWQb75vHxOUGZmGWjUs5w8+RqUmZkVkhOUmZkVkrv4zKyqPLu9DcYJysxqggcXNB4nKDOrKp/p2GB8DcrMzArJCcrMzAopty4+SYcDd/cpOhj4MrA3cDHQm5b/VUQ8mFccZmZWm3JLUBHxK2AygKSRwEpgLvApYFZEzMzr2GZmVvsq1cV3KvBsRCyv0PHMzKzGVSpBnQfc2ef9ZZKelDRb0j4VisHMzGpI7glK0u7Ah4DvpkU3A4eQdP+tAm4apN50SV2Sunp7ewfaxMzM6lglzqA+CCyIiDUAEbEmIrZGxBvAbcBxA1WKiM6IaI+I9ubm5gqEaWZmRVKJBHU+fbr3JE3o89k0YHEFYjAzsxqT60wSkvYA3g9c0qf4RkmTgQCW9fvMzMwMyDlBRcQGYN9+ZRfkeUwzM6sPnknCzMwKyQnKzMwKyQnKzMwKyQnKzMzeQtKHJS2R9Iak9n6ffVFSt6RfSfpAXjF4PSgzMxvIYuBs4Na+hZLeTjI70DuA/YFHJB0WEVuzDsBnUGZm9hYR8XQ66Xd/U4G7IuJ3EfFroJtBJlzYVU5QZmb1a9y2KePSx/QM9jkR+E2f9z1pWebcxWdmVr9eiIj2wT6U9Aiw3wAffSki7ssvrPI4QZmZNaiIOG0Y1VYCB/R535KWZc5dfGZmtjPuB86T9DZJBwGHAv8/jwM5QZmZ2VtImiapB3gP8ANJPwSIiCXAPcBTwDzg0jxG8IG7+MzMbAARMReYO8hnXwW+mncMPoMyM7NCcoIyM7NCcoIyM7NCcoIyM7NCcoIyM7NCcoIyM7NCcoIyM7NCcoIyM7NCcoIyM7NCcoIyM7NCcoIyM7NCquu5+Do6Ouju7i653dKlSwGYMWNGyW3b2trK2s4sT27b1gjqOkGVq6mpqdohmOXCbdtqWV0nKP8atHrltm2NwNegzMyskJygzMyskHJLUJIOl7Soz+NVSZdLGivpYUlL0+d98orBzMxqV24JKiJ+FRGTI2IyMAXYSLI641XAoxFxKPBo+t7MzOxNKtXFdyrwbEQsB6YCc9LyOcBZFYrBzMxqSKUS1HnAnenr8RGxKn29Ghg/UAVJ0yV1Serq7e2tRIxmZlYguScoSbsDHwK+2/+ziAggBqoXEZ0R0R4R7c3NzTlHaWZmRVOJM6gPAgsiYk36fo2kCQDp8/MViMHMzGqMkpOYHA8g3QX8MCK+mb7/GvBiRFwv6SpgbER8ocQ+eoHluQYK44AXcj5Gpfi77JwDI6Iqp+lu2zutXr5Lpb5H1dp2FnJNUJL2AFYAB0fEK2nZvsA9QCvJP8xzI+Kl3IIok6SuiGivdhxZ8Hexvurpb1gv36Vevkfecp3qKCI2APv2K3uRZFSfmZnZoDyThJmZFZIT1A6d1Q4gQ/4u1lc9/Q3r5bvUy/fIVe6DJMzMzIbDZ1BmZlZITlBmZlZITlCApLMkhaQjqh3LrpC0NZ05/heSFkh6b7VjGi5J+0m6S9KzkuZLelDSYdWOq9bUQ9t2u25cTlCJ84H/SJ9r2aZ0BvmjgS8C/6faAQ2HJJHMfP+TiDgkIqaQfJ8B5220IdVD23a7blANn6AkjQFOAC4imdS2XuwFvFztIIbpFOD1iLhlW0FE/CIiflbFmGpOnbZtt+sGkuuNujViKjAvIp6R9KKkKRExv9pBDVOTpEXAKGAC8L7qhjNsRwG1+t+gSOqlbbtdN6iGP4Mi6fq4K319F/XRFXIEcDrw7bRbwRpTvbRtt+sG1dD3QUkaC/QAvSTLfoxMnw+MGvzDSFofEWP6vF8D/GFE1NSM8ZJOBa6JiJOqHUutqqe27XbduBr9DOoc4F8i4sCImBQRBwC/Bk6scly7LB21NRJ4sdqxDMOPgLdJmr6tQNI7JdX8f5cKqsu27XbdWBo9QZ1PMqqmr+9Tu10hTelw3EXA3cCFEbG1yjHttPQX/jTgtHQ47hKSkVurqxtZTamntu123aAauovPzMyKq9HPoMzMrKCcoMzMrJCcoMzMrJCcoMzMrJCcoMzMrJCcoApM0nhJd0h6Lp35+P9JmlbtuMx2ldu2lcMJqqDSqVz+DXgsIg5OZz4+D2jpt53nU7Sa4rZt5fJ9UAWVTovy5Yj44wE++yRwNjCG5K76acBs4GBgIzA9Ip6UdC2wPiJmpvUWA2emu5lHMnHlscAS4BMRsTHP72QGbttWPp9BFdc7gAVDfH4scE76j/xvgIUR8U7gr4Bvl7H/w4FvRMSRwKvA/9rFeM3K5bZtZXGCqhGS/ildUfSJtOjhiHgpfX0C8C8AEfEjYF9Je5XY5W8i4ufp6++k+zCrOLdtG4wTVHEtIfklCUBEXAqcCjSnRRvK2McW3vzfeFSf1/37dt3Xa5Xitm1lcYIqrh8BoyT9eZ+y0YNs+zPgYwCSTgZeiIhXgWWk/yOQdCxwUJ86rZLek77+KMmy4GaV4LZtZfEgiQKTNAGYBbyLZF2fDcAtQBPQHhGXpduNZeALyU3AfcBE4HHgPcAH093PA7qAKcBTwAW+kGyV4rZt5XCCakCSJgEPRMRR1Y7FLEtu2/XFXXxmZlZIPoMyM7NC8hmUmZkVkhOUmZkVkhOUmZkVkhOUmZkVkhOUmZkV0n8DpaNUpJQLqecAAAAASUVORK5CYII=\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -546,7 +552,7 @@
    ],
    "source": [
     "_, axes = plt.subplots(1, 2)\n",
-    "sns.boxplot(x='Group', y='X', data=dataframe, ax=axes[0])\n",
+    "sns.boxplot(x='Group', y='Y', data=dataframe, ax=axes[0])\n",
     "ax = axes[1]\n",
     "sns.boxplot(x=dataframe['Group'], y=fitted_model.resid, ax=ax)\n",
     "ax.set_ylabel('residuals')\n",
@@ -555,6 +561,18 @@
     "ax.axhline(0, linestyle='--', color='red', linewidth=1);"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "248559af",
+   "metadata": {},
+   "source": [
+    "The model effectively catches the grand mean and group means of $Y$, which results in estimates $\\hat{y}_i$ for each observation $y_i$ and a residual $\\epsilon_i = y_i - \\hat{y}_i$.\n",
+    "\n",
+    "$$\n",
+    "R^2 = 1 - \\frac{\\sum_i\\epsilon_i^2}{SS_{total}}\n",
+    "$$"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "a30928ea-89bd-40d1-aabf-93c9ff35686c",
@@ -568,9 +586,6 @@
    "execution_count": 13,
    "id": "fc687c84-7ad2-4055-b00d-efbcb4545ea2",
    "metadata": {
-    "jupyter": {
-     "source_hidden": true
-    },
     "tags": []
    },
    "outputs": [
@@ -623,16 +638,28 @@
   },
   {
    "cell_type": "markdown",
-   "id": "01bf4c98-61b6-455e-a9fe-098f1b68abac",
+   "id": "38e9651e-9e9a-4008-a545-5df63f30706a",
    "metadata": {},
    "source": [
     "Note that, here, the kurtosis is estimated as $\\beta_2$ and its expected value for a normal distribution is $3$.\n",
     "\n",
     "The [Durbin-Watson statistic](https://www.statsmodels.org/stable/generated/statsmodels.stats.stattools.durbin_watson.html) quantifies the autocorrelation of the residuals.\n",
-    "This statistic takes values in the $[0,4]$ range, it should be as close as possible to $2$, and informs about the homoscedasticity (=equality of variance) of the residuals.\n",
-    "\n",
-    "## Model\n",
-    "\n",
+    "This statistic takes values in the $[0,4]$ range, it should be as close as possible to $2$, and informs about the homoscedasticity (=equality of variance) of the residuals."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f7a66725-297c-45c1-b262-1a62b3ebd49f",
+   "metadata": {},
+   "source": [
+    "## Linear model"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "88e9d692-e006-459b-81bd-8655b069a9fe",
+   "metadata": {},
+   "source": [
     "The middle table is the most important one. It gives information about the terms in the linear model, and how significant is the contribution of each term in the model."
    ]
   },
@@ -665,7 +692,9 @@
    "id": "546d7d79-a709-4178-b338-acf08d0a29cf",
    "metadata": {},
    "source": [
-    "Three terms are mentioned, meaning that the *response variable* `X` is approximated as `a + b * Group[T.B] + c * Group[T.C]` with `a` the *intercept*. `a`, `b` and `c` are given in the `coef` column.\n",
+    "Three terms are mentioned, meaning that the *response variable* `Y` is approximated as `a + b * Group[T.B] + c * Group[T.C]` with `a` the *intercept*.\n",
+    "\n",
+    "`a`, `b` and `c` are given in the `coef` column.\n",
     "\n",
     "At this point, we may ask:\n",
     "\n",
@@ -673,7 +702,7 @@
     "* why group `A`, or `Group[T.A]`, does not appear in the table?\n",
     "* why does the intercept equal group `A`'s mean?\n",
     "\n",
-    "On the other side, `ols` did model group `A` as can be checked running post-hoc tests (more about these tests later):"
+    "On the other side, `ols` did model the `A` group. This can be checked running post-hoc tests (more about these tests later):"
    ]
   },
   {
@@ -775,12 +804,18 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e669dc20-cefa-4c40-9aa8-ed4299270731",
+   "id": "aa935207-cb37-4ee2-9562-ba5852230881",
    "metadata": {},
    "source": [
-    "### Design matrices\n",
-    "\n",
-    "To understand what is happening, let us first have a look at the *endog* and *exog* matrices:"
+    "### Design matrices"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "51d30cc1-196b-49ec-9548-07384aa970e1",
+   "metadata": {},
+   "source": [
+    "To understand what is happening, let us first have a look at the *design* `endog` and `exog` matrices:"
    ]
   },
   {
@@ -788,213 +823,123 @@
    "execution_count": 17,
    "id": "86386730-0784-4304-bb82-c8909e7ffb01",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(DesignMatrix with shape (30, 1)\n",
-       "    X\n",
-       "   85\n",
-       "   86\n",
-       "   88\n",
-       "   75\n",
-       "   78\n",
-       "   94\n",
-       "   98\n",
-       "   79\n",
-       "   71\n",
-       "   80\n",
-       "   91\n",
-       "   92\n",
-       "   93\n",
-       "   85\n",
-       "   87\n",
-       "   84\n",
-       "   82\n",
-       "   88\n",
-       "   95\n",
-       "   96\n",
-       "   79\n",
-       "   78\n",
-       "   88\n",
-       "   94\n",
-       "   92\n",
-       "   85\n",
-       "   83\n",
-       "   85\n",
-       "   82\n",
-       "   81\n",
-       "   Terms:\n",
-       "     'X' (column 0),\n",
-       " DesignMatrix with shape (30, 3)\n",
-       "   Intercept  Group[T.B]  Group[T.C]\n",
-       "           1           0           0\n",
-       "           1           0           0\n",
-       "           1           0           0\n",
-       "           1           0           0\n",
-       "           1           0           0\n",
-       "           1           0           0\n",
-       "           1           0           0\n",
-       "           1           0           0\n",
-       "           1           0           0\n",
-       "           1           0           0\n",
-       "           1           1           0\n",
-       "           1           1           0\n",
-       "           1           1           0\n",
-       "           1           1           0\n",
-       "           1           1           0\n",
-       "           1           1           0\n",
-       "           1           1           0\n",
-       "           1           1           0\n",
-       "           1           1           0\n",
-       "           1           1           0\n",
-       "           1           0           1\n",
-       "           1           0           1\n",
-       "           1           0           1\n",
-       "           1           0           1\n",
-       "           1           0           1\n",
-       "           1           0           1\n",
-       "           1           0           1\n",
-       "           1           0           1\n",
-       "           1           0           1\n",
-       "           1           0           1\n",
-       "   Terms:\n",
-       "     'Intercept' (column 0)\n",
-       "     'Group' (columns 1:3))"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "from patsy import dmatrices\n",
-    "dmatrices('X ~ Group', dataframe)"
+    "endog, exog = dmatrices('Y ~ Group', dataframe)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
-   "id": "c0640c00-cfc4-4ef0-a76b-25db6c4a3400",
+   "execution_count": 18,
+   "id": "6fd10d16-b7da-4adb-ba6c-2c82b6529ae6",
    "metadata": {
-    "collapsed": true,
     "jupyter": {
-     "outputs_hidden": true,
      "source_hidden": true
     },
     "tags": []
    },
+   "outputs": [],
+   "source": [
+    "design_matrix_to_str = lambda g: repr(g.data.obj)\n",
+    "\n",
+    "def side_by_side(*strs, sep='  |  '):\n",
+    "    \"\"\"\n",
+    "    Horizontally concatenate multiline string representations of objects.\n",
+    "    \n",
+    "    Example:\n",
+    "    \n",
+    "    >>> import numpy as np\n",
+    "    >>> rng = np.random.default_rng(seed=1)\n",
+    "    >>> a = rng.integers(10, size=(5,3))\n",
+    "    >>> b = rng.random(size=(6,1))\n",
+    "    >>> c = rng.choice(list('abcd'), size=(4,2))\n",
+    "    >>> print(side_by_side(str(a), str(b), str(c)))\n",
+    "    [[4 5 7]   |  [[0.54959369]   |  [['b' 'a'] \n",
+    "     [9 0 1]   |   [0.02755911]   |   ['b' 'a'] \n",
+    "     [8 9 2]   |   [0.75351311]   |   ['b' 'd'] \n",
+    "     [3 8 4]   |   [0.53814331]   |   ['a' 'b']]\n",
+    "     [2 8 2]]  |   [0.32973172]   |             \n",
+    "               |   [0.7884287 ]]  |             \n",
+    "    >>>\n",
+    "    \"\"\"\n",
+    "    row_series = [ s.split('\\n') for s in strs ]\n",
+    "    nrows = max([ len(rows) for rows in row_series ])\n",
+    "    padded_row_series = []\n",
+    "    for rows in row_series:\n",
+    "        max_len = max([len(row) for row in rows])\n",
+    "        padded_rows = []\n",
+    "        r = 0\n",
+    "        for r, row in enumerate(rows):\n",
+    "            padded_rows.append(row + ' '*(max_len-len(row)))\n",
+    "        empty_row = ' '*max_len\n",
+    "        r += 1\n",
+    "        while r < nrows:\n",
+    "            padded_rows.append(empty_row)\n",
+    "            r += 1\n",
+    "        padded_row_series.append(padded_rows)\n",
+    "    concatenated_rows = [ sep.join(rows) for rows in zip(*padded_row_series) ]\n",
+    "    return '\\n'.join(concatenated_rows)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "c885739b-16dc-4269-b0cf-1f0379e6c4c8",
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Requirement already satisfied: formulaic in /home/flaurent/.local/lib/python3.8/site-packages (0.2.4)\n",
-      "Requirement already satisfied: astor in /home/flaurent/.local/lib/python3.8/site-packages (from formulaic) (0.8.1)\n",
-      "Requirement already satisfied: interface-meta>=1.2 in /home/flaurent/.local/lib/python3.8/site-packages (from formulaic) (1.2.4)\n",
-      "Requirement already satisfied: pandas in /home/flaurent/.local/lib/python3.8/site-packages (from formulaic) (1.3.1)\n",
-      "Requirement already satisfied: wrapt in /home/flaurent/.local/lib/python3.8/site-packages (from formulaic) (1.12.1)\n",
-      "Requirement already satisfied: scipy in /home/flaurent/.local/lib/python3.8/site-packages (from formulaic) (1.7.1)\n",
-      "Requirement already satisfied: numpy in /home/flaurent/.local/lib/python3.8/site-packages (from formulaic) (1.21.1)\n",
-      "Requirement already satisfied: pytz>=2017.3 in /usr/lib/python3/dist-packages (from pandas->formulaic) (2019.3)\n",
-      "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/lib/python3/dist-packages (from pandas->formulaic) (2.7.3)\n"
+      "DesignMatrix with shape (30, 1)  |  DesignMatrix with shape (30, 3)    \n",
+      "   Y                             |    Intercept  Group[T.B]  Group[T.C]\n",
+      "  85                             |            1           0           0\n",
+      "  86                             |            1           0           0\n",
+      "  88                             |            1           0           0\n",
+      "  75                             |            1           0           0\n",
+      "  78                             |            1           0           0\n",
+      "  94                             |            1           0           0\n",
+      "  98                             |            1           0           0\n",
+      "  79                             |            1           0           0\n",
+      "  71                             |            1           0           0\n",
+      "  80                             |            1           0           0\n",
+      "  91                             |            1           1           0\n",
+      "  92                             |            1           1           0\n",
+      "  93                             |            1           1           0\n",
+      "  85                             |            1           1           0\n",
+      "  87                             |            1           1           0\n",
+      "  84                             |            1           1           0\n",
+      "  82                             |            1           1           0\n",
+      "  88                             |            1           1           0\n",
+      "  95                             |            1           1           0\n",
+      "  96                             |            1           1           0\n",
+      "  79                             |            1           0           1\n",
+      "  78                             |            1           0           1\n",
+      "  88                             |            1           0           1\n",
+      "  94                             |            1           0           1\n",
+      "  92                             |            1           0           1\n",
+      "  85                             |            1           0           1\n",
+      "  83                             |            1           0           1\n",
+      "  85                             |            1           0           1\n",
+      "  82                             |            1           0           1\n",
+      "  81                             |            1           0           1\n",
+      "  Terms:                         |    Terms:                           \n",
+      "    'Y' (column 0)               |      'Intercept' (column 0)         \n",
+      "                                 |      'Group' (columns 1:3)          \n"
      ]
     }
    ],
    "source": [
-    "import sys\n",
-    "!\"{sys.executable}\" -m pip install formulaic"
+    "print(side_by_side(design_matrix_to_str(endog), design_matrix_to_str(exog)))"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 23,
-   "id": "b9c4d0f8-ad65-4c37-bd31-2afcad0d1a42",
-   "metadata": {
-    "collapsed": true,
-    "jupyter": {
-     "outputs_hidden": true,
-     "source_hidden": true
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(     X\n",
-       " 0   85\n",
-       " 1   86\n",
-       " 2   88\n",
-       " 3   75\n",
-       " 4   78\n",
-       " 5   94\n",
-       " 6   98\n",
-       " 7   79\n",
-       " 8   71\n",
-       " 9   80\n",
-       " 10  91\n",
-       " 11  92\n",
-       " 12  93\n",
-       " 13  85\n",
-       " 14  87\n",
-       " 15  84\n",
-       " 16  82\n",
-       " 17  88\n",
-       " 18  95\n",
-       " 19  96\n",
-       " 20  79\n",
-       " 21  78\n",
-       " 22  88\n",
-       " 23  94\n",
-       " 24  92\n",
-       " 25  85\n",
-       " 26  83\n",
-       " 27  85\n",
-       " 28  82\n",
-       " 29  81,\n",
-       "     Intercept  Group[T.B]  Group[T.C]\n",
-       " 0         1.0           0           0\n",
-       " 1         1.0           0           0\n",
-       " 2         1.0           0           0\n",
-       " 3         1.0           0           0\n",
-       " 4         1.0           0           0\n",
-       " 5         1.0           0           0\n",
-       " 6         1.0           0           0\n",
-       " 7         1.0           0           0\n",
-       " 8         1.0           0           0\n",
-       " 9         1.0           0           0\n",
-       " 10        1.0           1           0\n",
-       " 11        1.0           1           0\n",
-       " 12        1.0           1           0\n",
-       " 13        1.0           1           0\n",
-       " 14        1.0           1           0\n",
-       " 15        1.0           1           0\n",
-       " 16        1.0           1           0\n",
-       " 17        1.0           1           0\n",
-       " 18        1.0           1           0\n",
-       " 19        1.0           1           0\n",
-       " 20        1.0           0           1\n",
-       " 21        1.0           0           1\n",
-       " 22        1.0           0           1\n",
-       " 23        1.0           0           1\n",
-       " 24        1.0           0           1\n",
-       " 25        1.0           0           1\n",
-       " 26        1.0           0           1\n",
-       " 27        1.0           0           1\n",
-       " 28        1.0           0           1\n",
-       " 29        1.0           0           1)"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "cell_type": "markdown",
+   "id": "207b6cb4-e44f-4ef5-b85b-2670680fa742",
+   "metadata": {},
    "source": [
-    "from formulaic import model_matrix\n",
-    "model_matrix('X ~ Group', dataframe)"
+    "$\\require{color}$"
    ]
   },
   {
@@ -1002,32 +947,64 @@
    "id": "ca7ee778-b453-4890-ae89-c7453f1a0b57",
    "metadata": {},
    "source": [
-    "The first argument is a vector that represents the response variable we previously called *X*.\n",
-    "In the `statsmodels` terminology, it is called *endog*.\n",
+    "The right-hand side (`endog`) is a vector that represents the response variable we previously called *Y*.\n",
     "Here, this is a vector because we model a single response variable.\n",
     "\n",
-    "The second argument is the (main) *design matrix*, referred to as *exog* in `statsmodels`, and represents the terms involved as input to the linear model.\n",
-    "As already said, fitting such a model consists in finding `a`, `b` and `c` such that:\n",
+    "The left-hand side is the (main) *design matrix* (`exog`) and represents the terms involved as input to the linear model.\n",
+    "As already said, fitting such a model consists in finding $a$, $b$ and $c$ such that:\n",
     "\n",
-    "`X ~ a * Intercept + b * Group[T.B] + c * Group[T.C]`\n",
+    "$$\n",
+    "\\mathtt{\\colorbox{#F2F3F4}{Y}} = a \\mbox{ } \\mathtt{\\colorbox{#F2F3F4}{Intercept}} + b \\mbox{ } \\mathtt{\\colorbox{#F2F3F4}{Group[T.B]}} + c \\mbox{ } \\mathtt{\\colorbox{#F2F3F4}{Group[T.C]}} + \\epsilon\n",
+    "$$\n",
     "\n",
     "As the intercept is a constant, the corresponding term is always modelled as a constant vector.\n",
     "\n",
     "We can observe that the `Group` variable is represented as several binary variables; one per level of the original categorical variable, **minus one**.\n",
-    "These binary variables are called *dummy variables*. All categorical variables (more exactly: all *cardinal* variables) are translated this way, into multiple dummy variables.\n",
+    "These binary variables are called *dummy variables*. All categorical variables are translated this way, into one or several dummy variables.\n",
     "\n",
     "`A` is not explicitly modelled, because all the values in a `Group[T.A]` column could be predicted knowing the corresponding values in the other two `Group` columns.\n",
     "In other words, a `Group[T.A]` dummy variable would not bring additional information.\n",
     "\n",
-    "Basically, `A` is taken as a reference group. The intercept is enough to capture group A's mean, and the `Group[T.B]` and `Group[T.C]` variables encodes the offsets with group A's mean for the other 2 groups.\n",
+    "Basically, `A` is taken as a reference group. The intercept is enough to capture group `A`'s mean, and the `Group[T.B]` and `Group[T.C]` variables encodes the offsets with group `A`'s mean for the other 2 groups.\n",
     "\n",
-    "We could force `ols` to explicitly use an additional dummy variable for group A, designing the matrices ourselves.\n",
-    "Let us first try just adding the dummy variable:"
+    "If we force `ols` to explicitly use an additional dummy variable for group `A`, designing the matrices ourselves, we get correct output in this case, but `ols` complains about collinearity:"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 20,
+   "id": "3511838e-a886-4d0f-8be6-bce37a54aa2c",
+   "metadata": {
+    "jupyter": {
+     "source_hidden": true
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: formulaic in /home/flaurent/.local/lib/python3.8/site-packages (0.2.4)\n",
+      "Requirement already satisfied: numpy in /home/flaurent/.local/lib/python3.8/site-packages (from formulaic) (1.21.1)\n",
+      "Requirement already satisfied: pandas in /home/flaurent/.local/lib/python3.8/site-packages (from formulaic) (1.3.1)\n",
+      "Requirement already satisfied: interface-meta>=1.2 in /home/flaurent/.local/lib/python3.8/site-packages (from formulaic) (1.2.4)\n",
+      "Requirement already satisfied: wrapt in /home/flaurent/.local/lib/python3.8/site-packages (from formulaic) (1.12.1)\n",
+      "Requirement already satisfied: astor in /home/flaurent/.local/lib/python3.8/site-packages (from formulaic) (0.8.1)\n",
+      "Requirement already satisfied: scipy in /home/flaurent/.local/lib/python3.8/site-packages (from formulaic) (1.7.1)\n",
+      "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/lib/python3/dist-packages (from pandas->formulaic) (2.7.3)\n",
+      "Requirement already satisfied: pytz>=2017.3 in /usr/lib/python3/dist-packages (from pandas->formulaic) (2019.3)\n"
+     ]
+    }
+   ],
+   "source": [
+    "import sys\n",
+    "!\"{sys.executable}\" -m pip install formulaic"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
    "id": "8960bbfa-ef9f-4530-94eb-2a894140b51b",
    "metadata": {},
    "outputs": [
@@ -1307,80 +1284,136 @@
        "29        1.0        0        0        1"
       ]
      },
-     "execution_count": 26,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "endog, exog = model_matrix('X ~ Group', dataframe)\n",
+    "# formulaic gives easier access to the design matrix\n",
+    "from formulaic import model_matrix\n",
+    "endog, exog = model_matrix('Y ~ Group', dataframe)\n",
+    "# add a dummy variable for group A\n",
     "exog['Group[T.A]'] = (dataframe['Group'] == 'A').astype(int)\n",
+    "# just for readability, rename a few columns\n",
     "exog = exog.rename(columns={'Group[T.A]': 'Group A', 'Group[T.B]': 'Group B', 'Group[T.C]': 'Group C'})\n",
+    "# reorder the columns\n",
     "exog = exog[['Intercept', 'Group A', 'Group B', 'Group C']]\n",
     "exog"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 209,
+   "execution_count": 22,
    "id": "b18356ea-7df2-4596-abe4-b6a320280809",
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "                            OLS Regression Results                            \n",
-      "==============================================================================\n",
-      "Dep. Variable:                      X   R-squared:                       0.149\n",
-      "Model:                            OLS   Adj. R-squared:                  0.086\n",
-      "Method:                 Least Squares   F-statistic:                     2.358\n",
-      "Date:                Wed, 08 Sep 2021   Prob (F-statistic):              0.114\n",
-      "Time:                        15:03:29   Log-Likelihood:                -96.604\n",
-      "No. Observations:                  30   AIC:                             199.2\n",
-      "Df Residuals:                      27   BIC:                             203.4\n",
-      "Df Model:                           2                                         \n",
-      "Covariance Type:            nonrobust                                         \n",
-      "==============================================================================\n",
-      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
-      "------------------------------------------------------------------------------\n",
-      "Intercept     64.3500      0.874     73.606      0.000      62.556      66.144\n",
-      "Group A       19.0500      1.674     11.380      0.000      15.615      22.485\n",
-      "Group B       24.9500      1.674     14.904      0.000      21.515      28.385\n",
-      "Group C       20.3500      1.674     12.156      0.000      16.915      23.785\n",
-      "==============================================================================\n",
-      "Omnibus:                        0.758   Durbin-Watson:                   1.379\n",
-      "Prob(Omnibus):                  0.684   Jarque-Bera (JB):                0.665\n",
-      "Skew:                           0.336   Prob(JB):                        0.717\n",
-      "Kurtosis:                       2.715   Cond. No.                     2.39e+16\n",
-      "==============================================================================\n",
-      "\n",
-      "Notes:\n",
-      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
-      "[2] The smallest eigenvalue is 6.98e-32. This might indicate that there are\n",
-      "strong multicollinearity problems or that the design matrix is singular.\n"
-     ]
-    }
-   ],
-   "source": [
-    "overdefined_model = sm.OLS(endog, exog).fit()\n",
-    "print(overdefined_model.summary())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 215,
-   "id": "fd06b73c-9ebf-43fa-a775-32ba2b2b1703",
-   "metadata": {
-    "jupyter": {
-     "source_hidden": true
+     "data": {
+      "text/html": [
+       "<table class=\"simpletable\">\n",
+       "<caption>OLS Regression Results</caption>\n",
+       "<tr>\n",
+       "  <th>Dep. Variable:</th>            <td>Y</td>        <th>  R-squared:         </th> <td>   0.149</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.086</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   2.358</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Date:</th>             <td>Mon, 20 Sep 2021</td> <th>  Prob (F-statistic):</th>  <td> 0.114</td> \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Time:</th>                 <td>13:22:20</td>     <th>  Log-Likelihood:    </th> <td> -96.604</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>No. Observations:</th>      <td>    30</td>      <th>  AIC:               </th> <td>   199.2</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Df Residuals:</th>          <td>    27</td>      <th>  BIC:               </th> <td>   203.4</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Df Model:</th>              <td>     2</td>      <th>                     </th>     <td> </td>   \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
+       "</tr>\n",
+       "</table>\n",
+       "<table class=\"simpletable\">\n",
+       "<tr>\n",
+       "      <td></td>         <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Intercept</th> <td>   64.3500</td> <td>    0.874</td> <td>   73.606</td> <td> 0.000</td> <td>   62.556</td> <td>   66.144</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Group A</th>   <td>   19.0500</td> <td>    1.674</td> <td>   11.380</td> <td> 0.000</td> <td>   15.615</td> <td>   22.485</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Group B</th>   <td>   24.9500</td> <td>    1.674</td> <td>   14.904</td> <td> 0.000</td> <td>   21.515</td> <td>   28.385</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Group C</th>   <td>   20.3500</td> <td>    1.674</td> <td>   12.156</td> <td> 0.000</td> <td>   16.915</td> <td>   23.785</td>\n",
+       "</tr>\n",
+       "</table>\n",
+       "<table class=\"simpletable\">\n",
+       "<tr>\n",
+       "  <th>Omnibus:</th>       <td> 0.758</td> <th>  Durbin-Watson:     </th> <td>   1.379</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Prob(Omnibus):</th> <td> 0.684</td> <th>  Jarque-Bera (JB):  </th> <td>   0.665</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Skew:</th>          <td> 0.336</td> <th>  Prob(JB):          </th> <td>   0.717</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Kurtosis:</th>      <td> 2.715</td> <th>  Cond. No.          </th> <td>2.39e+16</td>\n",
+       "</tr>\n",
+       "</table><br/><br/>Notes:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.<br/>[2] The smallest eigenvalue is 6.98e-32. This might indicate that there are<br/>strong multicollinearity problems or that the design matrix is singular."
+      ],
+      "text/plain": [
+       "<class 'statsmodels.iolib.summary.Summary'>\n",
+       "\"\"\"\n",
+       "                            OLS Regression Results                            \n",
+       "==============================================================================\n",
+       "Dep. Variable:                      Y   R-squared:                       0.149\n",
+       "Model:                            OLS   Adj. R-squared:                  0.086\n",
+       "Method:                 Least Squares   F-statistic:                     2.358\n",
+       "Date:                Mon, 20 Sep 2021   Prob (F-statistic):              0.114\n",
+       "Time:                        13:22:20   Log-Likelihood:                -96.604\n",
+       "No. Observations:                  30   AIC:                             199.2\n",
+       "Df Residuals:                      27   BIC:                             203.4\n",
+       "Df Model:                           2                                         \n",
+       "Covariance Type:            nonrobust                                         \n",
+       "==============================================================================\n",
+       "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
+       "------------------------------------------------------------------------------\n",
+       "Intercept     64.3500      0.874     73.606      0.000      62.556      66.144\n",
+       "Group A       19.0500      1.674     11.380      0.000      15.615      22.485\n",
+       "Group B       24.9500      1.674     14.904      0.000      21.515      28.385\n",
+       "Group C       20.3500      1.674     12.156      0.000      16.915      23.785\n",
+       "==============================================================================\n",
+       "Omnibus:                        0.758   Durbin-Watson:                   1.379\n",
+       "Prob(Omnibus):                  0.684   Jarque-Bera (JB):                0.665\n",
+       "Skew:                           0.336   Prob(JB):                        0.717\n",
+       "Kurtosis:                       2.715   Cond. No.                     2.39e+16\n",
+       "==============================================================================\n",
+       "\n",
+       "Notes:\n",
+       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
+       "[2] The smallest eigenvalue is 6.98e-32. This might indicate that there are\n",
+       "strong multicollinearity problems or that the design matrix is singular.\n",
+       "\"\"\""
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     },
-    "tags": []
-   },
-   "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1392,91 +1425,48 @@
     }
    ],
    "source": [
-    "sns.boxplot(x='Group', y='X', data=dataframe);\n",
-    "print(fitted_model.summary())"
+    "overdefined_model = sm.OLS(endog, exog).fit()\n",
+    "display(overdefined_model.summary())\n",
+    "sns.boxplot(x='Group', y='Y', data=dataframe);"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "cb434446-78f5-4642-86b5-9204bcafc7e8",
+   "id": "3e4cb32f-4ce4-4009-9cbd-528bfcdaa662",
    "metadata": {},
    "source": [
-    "Note the complaint about multicollinearity of the design matrix.\n",
-    "\n",
-    "The proper way of explicitly modelling all 3 groups consists of omitting the intercept:"
+    "[More about design matrices](https://en.wikipedia.org/wiki/Design_matrix)."
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 227,
-   "id": "7d002631-bd0b-4614-9783-7542b9c107d1",
+   "cell_type": "markdown",
+   "id": "89ab029c-14e4-4730-9a8b-58542413f571",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "                            OLS Regression Results                            \n",
-      "==============================================================================\n",
-      "Dep. Variable:                      X   R-squared:                       0.149\n",
-      "Model:                            OLS   Adj. R-squared:                  0.086\n",
-      "Method:                 Least Squares   F-statistic:                     2.358\n",
-      "Date:                Wed, 08 Sep 2021   Prob (F-statistic):              0.114\n",
-      "Time:                        17:03:17   Log-Likelihood:                -96.604\n",
-      "No. Observations:                  30   AIC:                             199.2\n",
-      "Df Residuals:                      27   BIC:                             203.4\n",
-      "Df Model:                           2                                         \n",
-      "Covariance Type:            nonrobust                                         \n",
-      "==============================================================================\n",
-      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
-      "------------------------------------------------------------------------------\n",
-      "Group A       83.4000      2.019     41.308      0.000      79.257      87.543\n",
-      "Group B       89.3000      2.019     44.230      0.000      85.157      93.443\n",
-      "Group C       84.7000      2.019     41.952      0.000      80.557      88.843\n",
-      "==============================================================================\n",
-      "Omnibus:                        0.758   Durbin-Watson:                   1.379\n",
-      "Prob(Omnibus):                  0.684   Jarque-Bera (JB):                0.665\n",
-      "Skew:                           0.336   Prob(JB):                        0.717\n",
-      "Kurtosis:                       2.715   Cond. No.                         1.00\n",
-      "==============================================================================\n",
-      "\n",
-      "Notes:\n",
-      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
-     ]
-    }
-   ],
    "source": [
-    "del exog['Intercept']\n",
-    "cell_means_model = sm.OLS(endog, exog).fit()\n",
-    "print(cell_means_model.summary())"
+    "### Wilkinson formulae"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "5843e4f4-102a-4eda-bd9a-c62ecfa301e0",
+   "id": "fa769b95-2744-470c-8213-2a522f39de25",
    "metadata": {},
    "source": [
-    "This is fine in the case of one-way ANOVA.\n",
+    "Wilkinson formulae were introduced in the S language and popularized with the advent of the R language.\n",
     "\n",
-    "[More about design matrices](https://en.wikipedia.org/wiki/Design_matrix).\n",
+    "In Python, this formalism is implemented by the [`patsy`](https://patsy.readthedocs.io/en/latest/formulas.html) package, required by `statsmodels`, with [minor differences](https://patsy.readthedocs.io/en/latest/R-comparison.html#r-comparison) with R.\n",
     "\n",
-    "### Wilkinson formulae\n",
+    "As categorical variables may be encoded as numerical values -- in which case `patsy` cannot guess these variables are categorical, it is good practice to always tag these variables as categorical with the `C()` function in the formula, *e.g.* `C(Group)`.\n",
     "\n",
-    "As categorical variables may be encoded as numerical values -- in which case Python cannot guess these variables are categorical, it is good practice to always tag these variables as categorical with `C()`, *e.g.* `C(Group)`.\n",
+    "The intercept is implicit; `Y ~ X` and `Y ~ 1 + X` are equivalent formulae. The intercept can be excluded making its contribution negative or representing it with an explicit zero: `Y ~ X - 1` or `Y ~ 0 + X`.\n",
     "\n",
-    "The intercept is implicit; `Y ~ X` and `Y ~ X + 1` are equivalent formulae. The intercept can be excluded making its contribution negative: `Y ~ X - 1`:"
+    "For example:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 240,
+   "execution_count": 23,
    "id": "d3de4753-0da7-4fe9-8412-eff18d66accf",
    "metadata": {
-    "collapsed": true,
-    "jupyter": {
-     "outputs_hidden": true,
-     "source_hidden": true
-    },
     "tags": []
    },
    "outputs": [
@@ -1486,11 +1476,11 @@
      "text": [
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
-      "Dep. Variable:                      X   R-squared:                       0.149\n",
+      "Dep. Variable:                      Y   R-squared:                       0.149\n",
       "Model:                            OLS   Adj. R-squared:                  0.086\n",
       "Method:                 Least Squares   F-statistic:                     2.358\n",
-      "Date:                Wed, 08 Sep 2021   Prob (F-statistic):              0.114\n",
-      "Time:                        17:10:22   Log-Likelihood:                -96.604\n",
+      "Date:                Mon, 20 Sep 2021   Prob (F-statistic):              0.114\n",
+      "Time:                        13:22:21   Log-Likelihood:                -96.604\n",
       "No. Observations:                  30   AIC:                             199.2\n",
       "Df Residuals:                      27   BIC:                             203.4\n",
       "Df Model:                           2                                         \n",
@@ -1514,7 +1504,8 @@
     }
    ],
    "source": [
-    "fitted_model = smf.ols('X ~ C(Group) - 1', data=dataframe).fit()\n",
+    "del C # more about this later...\n",
+    "fitted_model = smf.ols('Y ~ C(Group) - 1', data=dataframe).fit()\n",
     "print(fitted_model.summary())"
    ]
   },
@@ -1523,42 +1514,69 @@
    "id": "e28fe336-37b9-4fa4-8670-1416e61aaf24",
    "metadata": {},
    "source": [
-    "The regression coefficients are also implicit. Although `Y ~ X` corresponds to $Y \\sim a + bX$, we do not write `Y ~ a + b * X`.\n",
-    "`a` and `b` are not known and are to be inferred.\n",
+    "<hr />\n",
     "\n",
-    "We can introduce multiple input variables, *i.e.* several terms, and -- optionally -- their *interactions*: `Y ~ A + B + A:B`, `Y ~ X1 + X2 + X3 + X1:X2 + X1:X3 + X2:X3 + X1:X2:X3`, `Y ~ X^2`.\n",
+    "The regression coefficients are also implicit. Although `Y ~ X` corresponds to $Y = a + bX + \\epsilon$, we do not write `Y ~ a + b * X`.\n",
+    "`a` and `b` are unknowns and are to be inferred. The terms in the formula should be column names in the dataframe.\n",
     "\n",
-    "`A*B` is equivalent to `A + B + A:B`.\n",
+    "We can introduce multiple independent variables, *i.e.* several terms, and -- optionally -- their *interactions*: `Y ~ A + B + A:B`, `Y ~ X1 + X2 + X3 + X1:X2 + X1:X3 + X2:X3 + X1:X2:X3`, etc.\n",
     "\n",
-    "`Y ~ X^2` actually corresponds to $Y \\sim a + bX + cX^2$. Similarly to the intercept, the contribution of the first-order term can be excluded making it negative: `Y ~ X^2 - X` corresponds to $Y \\sim a + cX^2$.\n",
+    "`A*B` is a common short-hand for  `A + B + A:B`.\n",
     "\n",
-    "[More about these formulae](https://www.mathworks.com/help/stats/wilkinson-notation.html)."
+    "How `patsy` translates a formula can be checked as follows:"
    ]
   },
   {
-   "cell_type": "markdown",
-   "id": "9bb874ed-ea52-44d6-9cec-008be52945a7",
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "44932add-b649-4c6d-a88f-421549bc9481",
    "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Y ~ A\n",
+      "Y ~ 0 + A\n",
+      "Y ~ A + B + A:B\n",
+      "Y ~ A\n"
+     ]
+    }
+   ],
    "source": [
-    "### Implementation detail"
+    "from patsy import ModelDesc\n",
+    "print(ModelDesc.from_formula('Y ~ 1 + A').describe())\n",
+    "print(ModelDesc.from_formula('Y ~ A - 1').describe())\n",
+    "print(ModelDesc.from_formula('Y ~ A * B').describe())\n",
+    "print(ModelDesc.from_formula('Y ~ A**2').describe())"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 279,
+   "cell_type": "markdown",
+   "id": "9bb874ed-ea52-44d6-9cec-008be52945a7",
+   "metadata": {},
+   "source": [
+    "### Implementation detail"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
    "id": "b3fdcfa3-fe7a-48f3-9a2f-b01723a6e440",
    "metadata": {
     "tags": []
    },
    "outputs": [],
    "source": [
-    "X = C = Group = 0 # any value\n",
+    "%%script false --no-raise-error\n",
+    "\n",
+    "C = 0 # any not-callable value, or worse: an actual function\n",
     "\n",
-    "fitted_model = smf.ols('X ~ C(Group)', data=dataframe).fit()\n",
+    "fitted_model = smf.ols('Y ~ C(Group)', data=dataframe).fit()\n",
     "# raises:\n",
     "\n",
     "# >>> PatsyError: Error evaluating factor: TypeError: 'int' object is not callable\n",
-    "# >>>    X ~ C(Group)\n",
+    "# >>>    Y ~ C(Group)\n",
     "# >>>        ^^^^^^^^"
    ]
   },
@@ -1569,58 +1587,24 @@
     "tags": []
    },
    "source": [
-    "`statsmodels` uses `patsy` for processing Wilkinson formulae.\n",
-    "Per default, `patsy` evaluates the terms in the parent namespace (here the global namespace), which often conflicts with previously defined object names.\n",
+    "Per default, `patsy` evaluates the terms in the caller namespace (here the global namespace), so that we can apply local functions to variables right in the formulae.\n",
+    "A common usage consists of calling `np.log`.\n",
+    "\n",
+    "However, this may conflict with previously defined object names, especially in sandbox environment such as a notebook...\n",
+    "\n",
     "This default behavior can be disabled with `eval_env=-1`:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 272,
+   "execution_count": 26,
    "id": "e3e4e71e-27a4-4c96-ab41-050f4f7597d6",
    "metadata": {
-    "collapsed": true,
-    "jupyter": {
-     "outputs_hidden": true
-    },
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "                            OLS Regression Results                            \n",
-      "==============================================================================\n",
-      "Dep. Variable:                      X   R-squared:                       0.149\n",
-      "Model:                            OLS   Adj. R-squared:                  0.086\n",
-      "Method:                 Least Squares   F-statistic:                     2.358\n",
-      "Date:                Wed, 08 Sep 2021   Prob (F-statistic):              0.114\n",
-      "Time:                        18:29:21   Log-Likelihood:                -96.604\n",
-      "No. Observations:                  30   AIC:                             199.2\n",
-      "Df Residuals:                      27   BIC:                             203.4\n",
-      "Df Model:                           2                                         \n",
-      "Covariance Type:            nonrobust                                         \n",
-      "==============================================================================\n",
-      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
-      "------------------------------------------------------------------------------\n",
-      "Intercept     83.4000      2.019     41.308      0.000      79.257      87.543\n",
-      "Group[T.B]     5.9000      2.855      2.066      0.049       0.041      11.759\n",
-      "Group[T.C]     1.3000      2.855      0.455      0.653      -4.559       7.159\n",
-      "==============================================================================\n",
-      "Omnibus:                        0.758   Durbin-Watson:                   1.379\n",
-      "Prob(Omnibus):                  0.684   Jarque-Bera (JB):                0.665\n",
-      "Skew:                           0.336   Prob(JB):                        0.717\n",
-      "Kurtosis:                       2.715   Cond. No.                         3.73\n",
-      "==============================================================================\n",
-      "\n",
-      "Notes:\n",
-      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "fitted_model = smf.ols('X ~ C(Group)', data=dataframe, eval_env=-1).fit()"
+    "fitted_model = smf.ols('Y ~ C(Group)', data=dataframe, eval_env=-1).fit()"
    ]
   },
   {
@@ -1630,69 +1614,107 @@
     "tags": []
    },
    "source": [
-    "Advice: encapsulate the call to `smf.ols` so that `eval_env` is always `-1`:"
+    "Advice: encapsulate the call to `smf.ols` so that `eval_env` is `-1` per default, and you have to explicitly set `eval_env=0` to make user-defined functions available:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
-   "id": "16c01b5e-771e-46ce-b86d-195137e8b775",
-   "metadata": {
-    "tags": []
-   },
+   "execution_count": 27,
+   "id": "552fc5c1-3c95-445b-a91a-41e85d606a41",
+   "metadata": {},
    "outputs": [],
    "source": [
-    "import statsmodels.formula.api as smf\n",
-    "def ols(*args, **kwargs):\n",
-    "    kwargs['eval_env'] = -1\n",
-    "    return smf.ols(*args, **kwargs)"
+    "def ols(*args, eval_env=-1, **kwargs):\n",
+    "    return smf.ols(*args, eval_env=eval_env+1, **kwargs)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 28,
    "id": "6768710f-e796-4452-8c52-1ca6f484f170",
    "metadata": {
     "tags": []
    },
    "outputs": [],
    "source": [
-    "fitted_model = ols('X ~ C(Group)', data=dataframe).fit()"
+    "C = lambda x: undefined_symbol\n",
+    "\n",
+    "ols('Y ~ C(Group)', data=dataframe);"
    ]
   },
   {
-   "cell_type": "markdown",
-   "id": "3a9f7441-3a68-49f1-b0a8-6096a7115fa2",
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "4be7d27c-bfdf-42c5-8820-62bc0ed65ca8",
    "metadata": {},
+   "outputs": [],
+   "source": [
+    "ols('np.log(Y) ~ C(Group)', data=dataframe);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "c55b7dd6-a22c-46af-aabb-6128441aa228",
+   "metadata": {},
+   "outputs": [],
    "source": [
-    "## Two-way ANOVA\n",
+    "del C\n",
     "\n",
-    "The model for a two-way ANOVA can be formulated as `X ~ C(Factor1) * C(Factor2)`.\n",
-    "Let us borrow from [statology](https://www.statology.org/two-way-anova-python/) the following data example:"
+    "def my_function(x):\n",
+    "    return np.sqrt(x)\n",
+    "\n",
+    "ols('my_function(Y) ~ C(Group)', data=dataframe, eval_env=0); # crashes if C is defined"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "59e28a7a-e821-480b-afd7-8604611f4185",
+   "metadata": {},
+   "source": [
+    "## Two-way ANOVA"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "387ae6c6-5458-44aa-8253-5132e59b60a4",
+   "metadata": {},
+   "source": [
+    "Let us borrow and adapt the following data example from [statology](https://www.statology.org/two-way-anova-python/):"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 31,
    "id": "4d947388-de44-4f13-b2c0-e8b392856b79",
    "metadata": {},
    "outputs": [],
    "source": [
-    "df = pd.DataFrame({'water': np.repeat(['daily', 'weekly'], 15),\n",
+    "plant_data = pd.DataFrame({'water': np.repeat(['daily', 'weekly'], 15),\n",
     "                   'sun': np.tile(np.repeat(['low', 'med', 'high'], 5), 2),\n",
-    "                   'height': [6, 6, 6, 5, 6, 5, 5, 6, 4, 5,\n",
-    "                              6, 6, 7, 8, 7, 3, 4, 4, 4, 5,\n",
-    "                              4, 4, 4, 4, 4, 5, 6, 6, 7, 8]})"
+    "                   'height': np.array([\n",
+    "                       6.3, 6.8, 5.5, 5.1, 6.0, 6.1, 5.0, 6.1, 3.6, 5.4,\n",
+    "                       6.4, 5.7, 8.3, 7.7, 7.0, 2.9, 3.2, 2.3, 3.9, 4.1,\n",
+    "                       3.5, 5.3, 5.8, 4.6, 3.6, 5.2, 6.2, 5.1, 6.7, 7.0,\n",
+    "                   ])})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5c99a247",
+   "metadata": {},
+   "source": [
+    "Note: we will treat sun exposure as a *cardinal* variable and disregard the natural order of the levels."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 32,
    "id": "215e908f-2c5f-4ec3-9eb4-8cb67f75a2f6",
    "metadata": {},
    "outputs": [],
    "source": [
-    "plant_model = ols('height ~ water * sun', data=df).fit()"
+    "plant_model = ols('height ~ water + sun', data=plant_data).fit()"
    ]
   },
   {
@@ -1705,7 +1727,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 84,
+   "execution_count": 33,
    "id": "cc06b3ed-a066-4de3-884c-a7c82729c359",
    "metadata": {},
    "outputs": [
@@ -1713,11 +1735,10 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "             df     sum_sq    mean_sq        F    PR(>F)\n",
-      "water       1.0   8.533333   8.533333  16.0000  0.000527\n",
-      "sun         2.0  24.866667  12.433333  23.3125  0.000002\n",
-      "water:sun   2.0   2.466667   1.233333   2.3125  0.120667\n",
-      "Residual   24.0  12.800000   0.533333      NaN       NaN\n"
+      "            df     sum_sq    mean_sq          F    PR(>F)\n",
+      "water      1.0  15.552000  15.552000  16.034261  0.000462\n",
+      "sun        2.0  21.424667  10.712333  11.044518  0.000337\n",
+      "Residual  26.0  25.218000   0.969923        NaN       NaN\n"
      ]
     }
    ],
@@ -1726,9 +1747,115 @@
     "print(anova_table)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "309fa360-4a14-4f5e-bbe3-eea72e1e8dc4",
+   "metadata": {},
+   "source": [
+    "...and have a look at the coefficients:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "36130c37-c833-4953-9983-7c92bfdbe2e6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Intercept          7.25\n",
+       "water[T.weekly]   -1.44\n",
+       "sun[T.low]        -1.92\n",
+       "sun[T.med]        -1.63\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "plant_model.params"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "9ea0c1f5-fb3f-4110-b824-9a7c6018c35e",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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Je9WF+z7SU7VlDWUJOzxpf0ORd3tAKOBFJPA6Na/i7qxdnrSVf3wKF+eH2LK75h+M0zok8fuhIRJC3rT/i4UtPWkHFPAiIocko3Uib3+/K68v3UVqszgu6NaShFB0LoSogBcROURtUuL5TvZRfpfRIO3oJCISUAp4EZGAUsCLiASUxuBFxFeuvJjyNfNrlgvOOIX4dO/mkzd1CngR8Y1zjpIP/k71rpq55ZV5n5KUfRnxHbr5XFkwKOBF5JCEird5tidrRWkxu3fVf3CoetlbJO9a40n7oeJtkNR0lxxRwNeqqqpiy5YtVFdXU15erqdaRfbDy8fxAYqLi3l/w4p659q2ak6P48PfZu/g0snPz4fKHR61F1sU8EB5eTnXXHMNH330EQDf+ta3+Mc//kHLlt49USYSBJFYHnvSpEn89a9/BeCoo47iT3/6EyeccIJn7Y8bN46y9Zs8ay+WxGTAh7PG+6HYvHkzixYtqjtes2YNV199NZ07d/bsHlo7XmT/7rnnHlavXk1JSQlPPPGElur2UEwG/KpVq1i0eBlVKd48SVayY+s+5zZ8uYOt1d7sEx4q3uZJOyJB1bJlS1q2bBlT4V5aUU0ozqJ2mQKI0YAHqEo5ipJuwzxpy5UVw8w/QnlxzYlQApx+CSXNvdlt0KsPpETEf5VVjomvbOS5RdtJTohj3LlHc0O/6Nx4O2YD3kvWLIWUnOuoWLcAqquIP+504jwKdxHxV35+PrsLQ56t0rh8/Re8t2g7AIVl1Uz6z2aWl6WT1sqb3z7WF4ZIzc/3pC0FfK241NY06z7Y7zJEJMoV7Cja59yWnbs9C3gvKeAlpmzfvp3f//73LF++nH79+nHDDTcQCoWYPn06M2fO5Pjjj2fs2LG0a9fO71IlSmRkZFBWucmz9eBfS0rklnVfH8fHwc8HxNGpjXfrwTfLyPCkLQW8xJTx48fz4YcfAjB//nwKCwtp0aIFDz/8cN25JUuW8Pzzz/tZpgTYsFNacdf55fx1/jaaN4tj/MB0OrWJzudmFPDS6A5lmmt+fj4lJSVAzcNoa9eurff6k08+SVxc/TXzFi9ezJAhQxrcND05OZmMMHtKmuYqe7r5nHbcfE70/5YY0YA3s9bAn4BTAQeMcc59GMl7Hi5XWUZl/tKaD1k7nII1S/G7pMA6lGmucaXFWHUFULNuSVxcHNXV1V+/HgphVj/gzYySiirKqtxB2y4sd2wua3gqrKa5SqyKdA/+YeAN59y3zSwRiMrUdJXlFL8/HVdUMx++fOUckgeMIS6phc+VBdfhTnNNyF9K2aJXoKoCa5ZK6MwrsFACNvdpXMkuiIsn8bQLKD7udM9q1TRXiVURC3gzawX0B0YDOOfKgXIv2s7PzydUvNOzv3ilu7bVhTuAKyvCFj5L8lHHeNJ+qHgr+fmVnrTV1CVknEL80cdTvXsbcS3TsbiaHehTBn+P6l1fEJfSGktM9rlKkegQyQ0/ugAFwHQz+8jM/mRm+8wjMrMbzSzXzHILCgoiWM7B7PurvDv4b/fiI0tIItS6Q124A1hcHKHW7RXuInuI5BBNPJAFjHXO/c/MHgbuBH6y55ucc9OAaQDZ2dlhxWpGRgaby+K9e5K1sgx790+44h0AWGIKZH2bkmRvHoxIXv4aGRlerY4nIhKeSAZ8HpDnnPtf7fFz1AR81LH4ZqT0H0NF/mKoqiK+Y3eNv4tIzItYwDvnNpvZ52Z2knNuBTAYWBqp+x0pS0wmsUsfv8sQEfFMpDfdHgs8ZWafAKcDv4jw/URiwieffMKQIUM44YQTuOOOO6ioqPC7JAmgiE6TdM4tArIjeQ+RWFNZWck3vvEN8vLyAJg6dSrNmzfnvvvu87kyCRo9ySrioXCe0i0oKKgL96889thjbNt28Aeq9DStHKpID9GIyF5atWq1zzIKbdtG53rijaGoqIi1a9eybNkyFixY4Hc5gaIevIiHwu1hDxo0iGuuuYbS0lL69+/Ps88+y9FHHx3h6qLT9ddfz4oVNRtvjxw5kj/+8Y8MGDDA56qCQQEv4oMRI0bw3nvvUV5ezrRp0/wuJyLCGa7atWtX3Wb3ULPe0MSJE+ndu/dBr9NwVXjCGqIxs7+Gc05EwhcKhUhObtpP3oZCoX3Oxcer3+mVcP8ku+95YGYh4OD/xIpIkxZuD/vOO+/kxRdfBKB58+b84Q9/4OSTT45kaU3GQQPezO4C7gaSzeyr7UqMmkXDgvl7pYg0ql/96lcMHz6cjRs30r9/f446quFlpCU8Bw1459wvgV+a2S+dc3c1Uk0i0sScccYZfpcQSGEN0Tjn7jKzDOC4Pa9xzr0fqcIaW/ma+VSsnI2rriLh+D4066ZP8UUktoUV8Gb2K+BKataSqao97QDfAj5UvM2z9eArSosp2rDi6+OVs0kuyqdZ89aetF+zI5BWkxSRxhXuh6yXAic558oiWUy4MjMzPW1v/fr17NjrXFozOOl4r0I53fOaRUQaEm7ArwESgKgIeK/nvy5ZsoThw4fXO3fHHXcwePBgT+8jkeGco3LDIiq/+Iy45m1JzOyrjT9EaHgWzaPUDMUUA4vM7L/sEfLOudsiW17j6N69O/fffz+//OUvqa6u5pZbblG4x5CKNfMoX/I2AFV8RtW2PFLOucbnqkT811APPrf2vwuAf0e4Fl9dddVVzJ07F4Dvfe97PlcTbJ7vqbt+eb3j6m2fk/jpvwglJHrSvvbUlVjV0DTJvzRWISKHKy4+AcpKvj5hhu3nCclo4pzj888/Z+fOneTl5dGxY0e/S5IACncWzafsuzP1Tmp6+JOcc1u9LkyCy+s9dUPtN8OHf4fyEjAj8ZTzKDvBu3nVkdhT9+abb657evPEE0/k7bffpl+/fp7eQyTcD1lfp2Z65N9rj68EUoDNwAzgIs8rEwlTqNUxpJ43lqrtecQ1TyPOo83SvxJXuotVqwoZN26cJ+0VFhYyffr0uuOSkhJGjRrFRRd599dIi3EJhB/w5znnsvY4/tTMFjrnssxsVCQKEzkUFp9AfLsukWm7ugJXVkbZ+tyG3xyGkqKSfc6VF27zrP0NRdE9PBWrdhRXEhdntEyKnT/fcAM+ZGZnOOfmAZhZH+Cr71KfPkngdWpexd1Zuxp+Y5g2rW/Oe6uKADCDe89rxdCTvWn/Fwu9/Q2mqausctz573ye/3gHoTjjujPTmHjBMX6XFZZwA/564M9m1pyaxcZ2AdebWSrwy0gVJxJU067sxLMfbWfdtnKGntKSPp1S/S4p0DYUhQ77H76Vnxcwc9EOAKqrHNM+2MImSyeU0gaA9JRqr8oEamrt6lFb4a5FMx84zcxa1R7v3OPlf3pUi0iTkZQQx9VnpPldRpNwpE+R78qbs++5+LakJtT8o9zsOG+fUu+Kd0/rN/Sg0yjn3N/M7Id7nQfAOfegJ1VEgTlz5jBv3jyqq6t5/fXXufDCC/0uSUQ8cKQfNr/33nuce+65dcehUIhhw4bx29/+loSEBCZMmED//v2PsMrIaKgH/9XvjS0iXYifNmzYwE033URFRQUA48ePJz09naysrAauFJGgGzBgADNmzODhhx8mMTGRCy+8kAkTJtS9PnToUFavXk379u19rHL/GnrQ6Y+1//1p45TjvXD2hVy/fn1duEPNQyh33303J5100kGv01Q0kWA5WF7k5OQA8MILL9Q7X1JSwrXXXtvgLlR+5EW4e7KeaGb/NbPFtcc9zOyeMK5bZ2afmtkiM/NmDlgEpKbu+wHX/s5J9Kralk/Z8nepyFuMq/b2Qy+RPbVp0yasc9Eg3Fk0jwN3AF/16D8xs78Dk8K4dqBzbsth1nfEwvkX0znHz372M5555hmqq6sZOnQoU6dOJSEhoREqlCNVuXEZpblf96qqvlxNUta3fKxIYlU4eVFSUsLll1/OK6+8Qnx8PD/4wQ+YMmVKI1R36MIN+BTn3LyvPlytFZj572bGfffdx/e//30qKytJT9fmHJHm5YYt2zesrHdcmbeYZom1a9R4oSow/1cXDyQnJ/Pyyy/z+eefk5ycTNu2bf0u6YDCDfgtZnYCtevRmNm3gU1hXOeAN83MAX90zu2zUbeZ3QjcCNCpU6cwy4mMtDRNW2sMXm9+8r+CdWwv3V13bGb07Hw0iYnerCa5alUhNfvMi3zt2GOP9buEBoUb8N8DpgHdzCwfWAuMDOO6c5xz+WZ2NPCWmS3fex/X2tCfBpCdnb33gmYSQF5/0PTee+9x6623UllZ09O+6qqruO+++zxrf9y4cZ4tIyDSmML6kBXIB6YDk4FngLeAaxu6yDmXX/vfL4EXAW2dLp4bMGAA//73v+nWrRu9e/fm3nvv9bskkagQbg/+JWAHsBDYGM4FtcsYxDnnCmu/HgL87HCKFGnICSecQOfOnYGvH8QTaerCDfiOzrmhh9h2OvBi7V+2eODvzrk3DrENERE5TOEG/Admdppz7tNwG3bOrQF6Hl5ZIiJypBpai+arnZzigevMbA01m24b4JxzPSJfooiIHI6GevDfbJQqRETEcw2tRbO+sQoRERFvhTtNUkREYowCXsQnizeV8OqSnewsqfK7FAmocGfRiIiHJv1nE49/sBWAlklx/P3aLpzWIdnnqiRoFPAiDcjPz2d34eHv6bm33aXlPFUb7gC7SqsZ++/tDDnDm0Xu1heGSM3P96QtiW0aohFpZOUVley96FJZhVasFO+pBy/SgIyMDMoqN3F31i7P2ly7KoX5G4rrjicMaMklPbxp/xcLW9IsI8OTtiS2KeBFfDB95HE8OW8b67aVceEprRh0YqC3PRafKOBFfNAiKcT3+rfzuwwJOI3Bi4gElAJeRCSgFPAiIgGlgBcRCSgFvIhIQCngRUQCSgEvIhJQCngRkYBSwIuIBJQCXkQkoBTwMaq8vJwf//jHZGZmcuGFF7J48WK/SxKRKKO1aGLU5MmTmTJlCgCrV69m2bJlrF69mlAo5HNlIhItFPBR6NFHH2XVqlUHfc8//vGPesfr16/n2muvJS0t7aDXZWZmMnbs2COuUUSiX8SHaMwsZGYfmdkrkb5XU7J3kCckJNCihZacFZGvNUYPfhywDPBmv7MmIJwe9ubNm7nsssv44IMPSEpK4sknn2TEiBGNUJ2IxIqIBryZdQS+AUwGfhjJezU1xxxzDHPmzOGGG26gWbNmCncR2Uekh2geAn4MVB/oDWZ2o5nlmlluQUFBhMsJluLiYrZs2UJRUZHfpYhIFIpYD97Mvgl86ZxbYGbnHuh9zrlpwDSA7OzsvfcilgNYvHgxgwcP5ssvvwSga9euTJw40eeqRCSaRHKI5mzgYjMbBiQBLc3sb865URG8Z9QKZ2bMoXj11Vfrwh3g3nvvZf369SQnJ3t2D824EYltEQt459xdwF0AtT34HzXVcAdYtWoVny35iE7Nqzxpb/f2L+sdV1dXs2t1LnEtvAn4DUWaTy8S6zQPvhF1al7F3Vm7PGnruKoW3P1KYd1xz4xkfj2gAqjwpP1fLNSkJ5FY1ygB75x7F3i3Me7VVIzscxQpzeJ4Y+kuuqQlctPZbf0uSUSijHrwMezSHq25tEdrv8sQkSilxcZERAJKAS8iElAKeBGRgFLASyBs3LiRzz//nO3bt/tdygHN37CbpxdsI39Hud+lSBOhD1kl5n344YfccMMNVFTUTBF94IEHmDBhgs9V1Tf5P5uZ9sEWABJDxvRRx3HO8c19rkqCTgEvUS2cJ4DnzZtXF+4A06dPZ926dSQmJh70ukN5UndDUeiwnw0oLa/grx9urTsur3Lc8eo2zujVEYD0lAMu1XRYNhSF6OppixKrFPAS86qq6j8d7Jyjutq70MzMzDyi6yt376baza93riqUTElcKpWVlXQ6rvsRtb+3rhx5zRIMCniJauH0sP/1r3/VG5IZMmQIjz76aKPW0JDt27fzwgsv1B1fdtll/PnPf6a0tJTS0lKef/550tPTj/g+IntSwEvMu+SSS0hPT+edd97hhBNOYPjw4b7VcqAhpWOOOYaBAweyfft2MjIyePzxx+uGlebMmcN5553HoEGDDtq2Fn+TQ6WAl0Do27cvffv29buMA4qPj+e0004DoKCgoN5nBgBbtmzxoywJOAW8iIfC6WFXVlYye/ZsPv/887pzt956Kz/5yU8iWZo0QZoHL9LI4uPjefXVVxk6dChdu3ZlwoQJ3HnnnX6XJQGkHryID0477TRef/11v8uQgFMPXkQkoBTwIiIBpYAXEQkoBXwMq6xyfJxfzJaiSr9LEZEopA9ZY9TarWWMenIdeTsqSAgZE4ccw3VnpfldlohEEQV8I8nPz2d34eEvWLW3/+auJG9HzcMyFVWOn/9nM+s4lmaJ3vxI1xeGSM3P96QtEfGHhmhiVGFxWb3jqmpHcZnWGReRr6kH30gyMjIoq9zE3Vm7PGkvvSyVn71RWHfcLb0Zv+5fgZk37f9iYUuaZWR40paI+EMBH6PGnJVGfJzxxrJddElL5LYBR2NmfpclIlFEAR+jzIxrz0zj2jP1waqI7F/ExuDNLMnM5pnZx2a2xMx+Gql7iYjIviLZgy8DBjnniswsAZhtZq875+ZG8J4iIlIrYgHvnHNAUe1hQu3/XKTuJyIi9UV0mqSZhcxsEfAl8JZz7n/7ec+NZpZrZrkFBQWRLCdwdpZU8drSnSzbXOp3KSIShSL6Iatzrgo43cxaAy+a2anOucV7vWcaMA0gOztbPfwwfbqxhO/8ZS27Sms2l771nLZMOP8Yn6sSkWjSKLNonHM7zGwmMBRY3ND7g2pDkXdPsv7nfxvrwh3gD3O2UJjamZSkRE/a31AUoqsnLYmIXyIW8GbWDqioDfdk4HzggUjdL9plZmZ62l75/HX1jp0DSz+FZq1be9J+V7yvWUQaVyR78O2Bv5hZiJqx/n86516J4P2iWjh7dR6K3r17c+2119Yd9+/fn7/85S+e3kNEYlskZ9F8AvSKVPtN3TXXXEObNm2YMGECrVu35uWXX/a7JBGJMnqSNYZddNFFvP322wC0bOnN2L6IBIdWkxQRCSgFvIhIQCngRUQCSgEvIhJQCngRkYBSwIuIBJQCXkQkoBTwIiIBpYAXEQkoBbyISEAp4EVEAkoBLyISUAp4EZGA0mqSMez999/n/fffp3Xr1pSWlpKUlOR3SSISRRTwMeq5555jxIgRdcfDhw/ntdde87EiEYk2Cvgo9Oijj7Jq1aqDvuf555+vd/z6668zevRoWrVqddDrMjMzPd9dSkSik8bgY1RCQkK9YzMjFAr5VI2IRCP14KNQOD3sESNGMGTIEEpKSgC4+eab+b//+79IlyYiMUQBH6POOeccPvvsM9544w0yMzMZMGCA3yWJSJRRwMewjIwMvvvd7/pdhohEKY3Bi4gElAJeRCSgFPAiIgEVsYA3s2PNbKaZLTWzJWY2LlL3EhGRfUXyQ9ZK4Hbn3EIzawEsMLO3nHNLI3hPERGpFbEevHNuk3NuYe3XhcAyICNS9xMRkfoaZZqkmXUGegH/289rNwI31h4WmdmKxqjJB22BLX4XIYdNP7/YFuSf33EHesGccxG9s5k1B94DJjvnXojozaKYmeU657L9rkMOj35+sa2p/vwiOovGzBKA54GnmnK4i4j4IZKzaAx4AljmnHswUvcREZH9i2QP/mzgamCQmS2q/d+wCN4v2k3zuwA5Ivr5xbYm+fOL+Bi8iIj4Q0+yiogElAJeRCSgFPAeMrMiv2sQ/5jZu2bW5Kbi+cXMOpvZ4v2c/5mZndfAtfeb2Y8iV1100HrwIhIozrl7/a4hWqgHHwFWY4qZLTazT83sitrzvzezi2u/ftHM/lz79Rgzm+xnzU1VbS9wuZnNMLOVZvaUmZ1nZnPM7DMzO8PMUs3sz2Y2z8w+MrNv1V6bbGbPmNkyM3sRSPb522mKQmb2eO2Chm/W/kxmmNm3AcxsWO3Pd4GZPWJmr+xx7Sm1v3WtMbPbfKo/otSDj4zhwOlAT2oekZ5vZu8Ds4Ac4N/UrMvTvvb9OcAzjV+m1MoERgBjgPnAd4BzgIuBu4GlwDvOuTFm1hqYZ2ZvAzcBxc65k82sB7DQj+KbuK7AVc65G8zsn8BlX71gZknAH4H+zrm1Zvb0Xtd2AwYCLYAVZvYH51xFYxXeGNSDj4xzgKedc1XOuS+oWaqhD7UBb2anUBMaX5hZe6Av8IFv1cpa59ynzrlqYAnwX1czf/hToDMwBLjTzBYB7wJJQCegP/A3AOfcJ8AnjV65rHXOLar9egE1P6+vdAPWOOfW1h7vHfCvOufKnHNbgC+B9EgW6gf14BuRcy6/tgc4FHgfOAq4HCiqXXFT/FG2x9fVexxXU/N3pAq4zDlXbyG8moe1xWd7/uyqOLRhsr2vDVweqgcfGbOAK8wsZGbtqOnpzat9bS7wA2oCfhbwo9r/SvT6DzC2dvkNzKxX7fn3qRnOwcxOBXr4U54cwArg+NrVbAGu8LEWXyjgI+NFan5d/xh4B/ixc25z7WuzgHjn3CpqxmyPQgEf7X4OJACfmNmS2mOAPwDNzWwZ8DNqhggkSjjnSoBbgTfMbAFQCOz0t6rGpaUKRCSwzKy5c66o9rev3wOfOed+63ddjUU9eBEJshtqPxxfArSiZlZNk6EevIhIQKkHLyISUAp4EZGAUsCLiASUAl5EJKAU8CIiAaWAFwFqV4x81cw+rl0F9AozW2dmbWtfzzazd2u/vr92dclAr0QosU8BL1JjKLDROdfTOXcq8EYD7+8GXACcAdxnZgmRLlDkUCngRWp8CpxvZg+YWY5zrqFH2gO/EqHEvsCtniZyOJxzK80sCxgGTDKz/wKVfN0JStrrksCvRCixTz14EcDMOlCzecffgClAFrAO6F37lssOcKlI1FKvQ6TGacAUM6sGKoBbqFlb/Akz+zk1G32IxBStRSMiElAaohERCSgFvIhIQCngRUQCSgEvIhJQCngRkYBSwIuIBJQCXkQkoP4f2pGNd+l+rqsAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.boxplot(data=plant_data, x='sun', y='height', hue='water')\n",
+    "ax = sns.swarmplot(data=plant_data, x='sun', y='height', hue='water', dodge=True, color='k');\n",
+    "#ax.legend([], frameon=False);\n",
+    "\n",
+    "# redraw the legend\n",
+    "import matplotlib\n",
+    "colored_patches = [ child for child in ax.get_children() if isinstance(child, matplotlib.patches.Rectangle) ][:-1]\n",
+    "ax.legend(colored_patches, [ patch.get_label() for patch in colored_patches ], title='water');"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "4f4785b3-b798-416a-9a53-1d5b873117ce",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "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": [
+    "ax = sns.swarmplot(data=plant_data, x='sun', y='height', hue='water', dodge=True)\n",
+    "\n",
+    "x = ax.get_xticks()\n",
+    "dx = .2\n",
+    "w = plant_model.params\n",
+    "\n",
+    "y_low_daily = w['Intercept'] + w['sun[T.low]']\n",
+    "y_low_weekly = w['Intercept'] + w['sun[T.low]'] + w['water[T.weekly]']\n",
+    "ax.plot([x[0]-dx, x[0]+dx], [y_low_daily, y_low_weekly], 'k-d', markerfacecolor='w')\n",
+    "\n",
+    "y_med_daily = w['Intercept'] + w['sun[T.med]']\n",
+    "y_med_weekly = w['Intercept'] + w['sun[T.med]'] + w['water[T.weekly]']\n",
+    "ax.plot([x[1]-dx, x[1]+dx], [y_med_daily, y_med_weekly], 'k-d', markerfacecolor='w')\n",
+    "\n",
+    "y_high_daily = w['Intercept']\n",
+    "y_high_weekly = w['Intercept'] + w['water[T.weekly]']\n",
+    "ax.plot([x[2]-dx, x[2]+dx], [y_high_daily, y_high_weekly], 'k-d', markerfacecolor='w');"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 37,
    "id": "60de13e5-b798-4312-8d06-0ef79f480760",
    "metadata": {},
    "outputs": [
@@ -1736,78 +1863,148 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "               sum_sq    df         F        PR(>F)\n",
-      "water      444.133333   2.0  416.3750  2.334993e-19\n",
-      "sun         24.866667   2.0   23.3125  2.371556e-06\n",
-      "water:sun    2.466667   2.0    2.3125  1.206671e-01\n",
-      "Residual    12.800000  24.0       NaN           NaN\n"
+      "             df     sum_sq    mean_sq          F    PR(>F)\n",
+      "water       1.0  15.552000  15.552000  19.117394  0.000205\n",
+      "sun         2.0  21.424667  10.712333  13.168203  0.000138\n",
+      "water:sun   2.0   5.694000   2.847000   3.499693  0.046376\n",
+      "Residual   24.0  19.524000   0.813500        NaN       NaN\n"
      ]
     }
    ],
    "source": [
-    "model_variant = ols('height ~ water * sun - 1', data=df).fit()\n",
-    "print(sm.stats.anova_lm(model_variant, typ=2))"
+    "model_with_interaction = ols('height ~ water * sun', data=plant_data).fit()\n",
+    "print(sm.stats.anova_lm(model_with_interaction))"
    ]
   },
   {
-   "cell_type": "markdown",
-   "id": "16bc5b35-3e0f-46d2-8147-fd76b811aa56",
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "6141c9fa-aab9-45d5-91e3-a41e8fe8587d",
    "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Intercept                     7.02\n",
+       "water[T.weekly]              -0.98\n",
+       "sun[T.low]                   -1.08\n",
+       "sun[T.med]                   -1.78\n",
+       "water[T.weekly]:sun[T.low]   -1.68\n",
+       "water[T.weekly]:sun[T.med]    0.30\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "<div class=\"alert alert-block alert-warning\" markdown=\"1\">\n",
-    "Don't remove the intercept!\n",
-    "</div>"
+    "model_with_interaction.params"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
-   "id": "6968743b-dda3-4ce2-be82-38af74ee2ff9",
+   "execution_count": 39,
+   "id": "b4de4c0a-ada5-4df1-98bc-43bc7f038cc4",
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "                            OLS Regression Results                            \n",
-      "==============================================================================\n",
-      "Dep. Variable:                 height   R-squared:                       0.737\n",
-      "Model:                            OLS   Adj. R-squared:                  0.682\n",
-      "Method:                 Least Squares   F-statistic:                     13.45\n",
-      "Date:                Wed, 08 Sep 2021   Prob (F-statistic):           2.62e-06\n",
-      "Time:                        20:32:54   Log-Likelihood:                -29.792\n",
-      "No. Observations:                  30   AIC:                             71.58\n",
-      "Df Residuals:                      24   BIC:                             79.99\n",
-      "Df Model:                           5                                         \n",
-      "Covariance Type:            nonrobust                                         \n",
-      "==============================================================================================\n",
-      "                                 coef    std err          t      P>|t|      [0.025      0.975]\n",
-      "----------------------------------------------------------------------------------------------\n",
-      "Intercept                      6.8000      0.327     20.821      0.000       6.126       7.474\n",
-      "water[T.weekly]               -0.4000      0.462     -0.866      0.395      -1.353       0.553\n",
-      "sun[T.low]                    -1.0000      0.462     -2.165      0.041      -1.953      -0.047\n",
-      "sun[T.med]                    -1.8000      0.462     -3.897      0.001      -2.753      -0.847\n",
-      "water[T.weekly]:sun[T.low]    -1.4000      0.653     -2.143      0.042      -2.748      -0.052\n",
-      "water[T.weekly]:sun[T.med]    -0.6000      0.653     -0.919      0.367      -1.948       0.748\n",
-      "==============================================================================\n",
-      "Omnibus:                        1.012   Durbin-Watson:                   1.647\n",
-      "Prob(Omnibus):                  0.603   Jarque-Bera (JB):                0.297\n",
-      "Skew:                           0.201   Prob(JB):                        0.862\n",
-      "Kurtosis:                       3.275   Cond. No.                         9.77\n",
-      "==============================================================================\n",
-      "\n",
-      "Notes:\n",
-      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
-     ]
+     "data": {
+      "image/png": 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C1KlTdep0LmiBB6qXL3HVvhp+vhYkUUpdS5s2bYiPj6d+/fr07duXrl27cuLECWvCHN8Lv/4XVv8PUo5bkyEXtMADTWqWo1ejf+DpIYjAI4GVaBuc9+WFlVLOUaVKFX7++WfefPNNZs+ene1KrU53dDd83BSWvgE/DYHJLSD1bMFmyCUt8ICIMKLN3ax75T7WDrmPjx4LwdtT/2mUckWenp4MGTKEFStW4OHhQbNmzXj99ddJT08vmAAbPofzpy9tH9sNu1xslk8mrWKXKVfChwqldAkApdxBw4YN2bBhA507d2bYsGHcd999/Pnnn85v2CObhcWy2+cCtMArpdxW6dKlmTZtGp999hmxsbEEBQUxZ06e1jTMvdDejuXIL6hUD+5o6dw280gLvFLKrYkIPXv2ZMOGDdSoUYP27dvz1FNPcebMmZwvzotbboNn18EjY6HDFOj7k8suF6wFXillCzVr1mTlypW8+OKLTJw4kfDwcOLj453TWPGyENYH6j4K3q47rKsFXillG0WKFOGdd95h0aJF/P3339SvX58PP/yw0M6Z1wKvlLKdli1bEh8fT4sWLXj++edp3bp1oVxyXAu8UsqW/Pz8mDdvHh988AGLFi0iKCiIX375xepYBUoLvFLKUseTzzNm0Q4Gz9zI0u35u0SIiPD888+zbt06SpcuTcuWLXn55ZdJTU3N13ZclRZ4pZRljDF0m7yWcUt2823cAfpErefHhEP53k5QUBCxsbH079+fd955hyZNmvDbb7/lezuuRgu8Usoymw+cYuuhU1n2zYxxzoeVihcvzsSJE5k9eza7du2iXr16fPHFF05py1Vogc+UnmFYvjORxVsPcz4tw+o4ShUKtxT3RiTrvjK+RZzaZocOHdi0aRPBwcH07NmT7t27c+rUqZwvdENa4IHzaRl0mrianp+u4/HPY3jwg+WcTCkcY3RKWem2ssXp1cj/4nY53yI8c08Np7d7++23s3TpUkaMGMH06dMJDg5m7dq1Tm+3oGmBBxZvO0zsvktLfv6WmMzs2P0WJlKq8BjeOoAfnm/KpB6hLH+xOTUrlCyQdj09PRk2bBjLly8nLS2Npk2b8vbbb5ORYZ938FrgIdveuvbglSo4AZVL86+AW/H18Srwtps0acKmTZto3749Q4YMoWXLlhw8eDDnC1NTIN2164QWeOD+gFspe9m4XzFvT9rW02eyKlVY3HLLLcyYMYMpU6awZs0aAgMDmTdvXvYnp6fB98/BW1Xhv9Vh1UcFG/YGaIEHyvoW4btnm/Bks+r0buzP3GebUN3v6qc8KaXsS0To27cvcXFx3HbbbbRu3ZoBAwaQkpKS9cRNX0Hc55CRBudOwaKh8Ndma0LnQAt8ptvKFmfIQ3UY3jqAWrcWzBigUsr11KpVizVr1jBo0CDGjx9P/fr12bJly6UTDm68+qJDmwos343QAq/cyvHk8wz/fgudJq7mw192kZqeQUaGYdLy3+g0cTWvzEngyGnXfHyach8+Pj6MGTOGH3/8kSNHjhAWFsaECRMci5ZV/2fWkz28wL+JNUFzUPB3NJS6CQOmx7Fy9zEA1u35m9Pn0ijp48V7P++8uG/zgZN8P6CplTGVTTzwwAPEx8fTq1cvnn76aX766ScmT55MuRYjOL9qAvv+OobPAyO4vYy/1VGzpT145TZOnkm9WNwvWJBwiAWb/8qyL37/SfYfd9LDHlShU7FiRRYsWMB7773HDz/8QFBQEAuTalMvyoOh+5vz4KDxJCcnWx0zW04t8CJyi4jMFpHtIrJNRBo5s72bkXQujRnr/uCL1Xv5O/m81XFUNor7eFLuik853lamOFXLFMuyz7eIZ5ZZUUrdLA8PDwYPHszq1aspXrw47dq1IyQkhJkzZxIeHs6AAQOsjpgtZ/fgPwAWGmNqA0HANie3lydnzqfR+qMVvPxtAq99t4UWo5dw5JSO47oab08PRrQJoJi3JwB+JX145aE6vPRALSqXdjxVx8fLg2Gt7qJ4ER19VPkvNDSUwYMHU6VKFSZOnAjA+PHjWbt2LVFRUdaGy4Y460knIlIa2AhUN7lsJCwszMTExDglz/XM2bCfQV9nvQv+7+bV+Pf9dxV4FpWzU2dT2Xs0mdq3lqKIl6OPkpaewbZDp7mtbDFuKa69d+U81apV4/3336dt27YX982dO5dBgwaxZ8+eAs8jIrHGmLDsjjmzB18NSASmisgGEZksIr7ZhHtCRGJEJMaqJ65k98nk7671IQdluVJFvQmsesvF4g7g5elB3aqltbgrp4uMjGTo0KEXx92Tk5N55ZVXGD58uLXBsuHMAu8FhAAfG2OCgWTg5StPMsZMMsaEGWPC/Pz8nBjn2o5u/AVJvnTzrmxxbw6tmuuSb7mUUtbq3bt3lnH3Z599lgYNGtCrVy+Lk13NmUM0twJrjDH+mdsRwMvGmIevdY1VQzTVqlXjjXffJ7VyPc6nZdCmXmVWLVlo2VsupZRrS05OJjw8nICAALZu3cq6devw9b1qgKJAWDJEY4z5C/hTRGpl7roP2Oqs9m5GZGQkb0QO5dEgP/o3q46vZ7rLvuVSSlnP19eXWbNmsW/fPmbOnGlZcc+J03rwACJSD5gMFAF+B/oYY45f63yrevDgeNslIkydOpXOnTtz/vx55syZY0kWVQj8tRkWvQrH90CdVnBfJHh6W51KuaHr9eCdOpfMGLMRyLZhVzN+/HjCw8Pp2LEjCxcu5J577rE6krKr9DT4qhOcOuDYXvUhFCkB91x1i0qpm6KfZM10+Vuunj17Mn/+fGJjY62Opewocdul4n7B7l+syaJsTQv8ZQICAli3bh1vvvkmZcqU0TF45Rxl/B099stVDLAkiitIOpfG5OjfGf79FmL2/m11HFvRAp+N0qVL88ILLzB//nxbPqdRWcynJLT5CIqXc2z/owk0H2ptJgv1+nQdo37YRtSqvXScuJql249YHck2nHqT9UZZeZP1SqdPn6Z69eqEhoaycOFCq+MoO0pPhbOnwLec1Ukss+XgSR4etyLLvhZ1KjC5V7hFidzPTU+TFJEvcrPPTkqWLMmLL77ITz/9xMqVK62Oo+zI07tQF3cA32zWDNJ1hPJPbodosgwQiognEJr/cVzLM888Q4UKFRg2bJjVUZSyJf/yvnQIqXpxu6SPF0/+s7qFiezlur8qRWQI8ApQTEROXdgNnAcmOTmb5Xx9fRkyZAiDBg1i2bJlOnVSKSd4r1MQHcOqcuB4CvfU8qNcCR+rI9lGrsbgReQtY8wQZ4dxpTH4C1JSUqhZsyY1atTg119/RUSsjqSUUhfd9Bi8MWaIiFQRkcYi0uzCV/7GtFbUyj2Evv4zdSN/YsyiHRf3FytWjFdeeYXo6Gh++UXnKiul3Edue/BvA11wrCWTnrnbGGNa52cYq3rw8ftP0PqjrDdSJ/YI5f6AWwE4d+4cNWvWpGrVqqxatUp78Uopl5Efi421A2oZYx4yxrTK/MrX4m6luH1XL48T98elfT4+Prz66qusWbNGp0wqpdxGbgv874BtV0IK8y979b5/ZN3Xp08f/P39GTZsGK702QEFxhhmrPuDxz+L4e0ft3PyTKrVkZRyCdct8CLyoYiMA84AG0VkooiMu/BVMBGd7+4qpRnV9m4qlvKhTHFvBre8k5Z3VcxyTpEiRXjttdeIiYlhnj7tyaVMWbGHl79NYPG2w0z49Tf6f+5aN+qVssp1x+BF5LqPKDHGfJafYVxxFs3l0tLSqF27NiVKlCAuLg4PD13pwRU8PC6aLQdPZdm38uV7qXJLMYsSKVVw8rxccH4XcHfn5eVFZGQkPXv2ZM6cOXTo0MHqSAqoUNKHLZdtF/X2oHQxFx9RNAb2RsPfe6BmCyhdxepEyoZyO4smAbjyxJNADDDKGHPs6qtunKv34AHS09MJCAjAy8uL+Ph47cW7gM0HTtJjylqOn0mFjAz61y/H0EcbWx3r+uYNhNgox/dexaDnd3B7A0sjKfeUH7NofgR+ALplfs3DUdz/AqLyIaPb8PT0ZPjw4WzZsoVZs2ZZHUfhuIfy8/MN8Vk1kaA/v+GryP4Xn3jvkk4egNjL3hynpcCK963Lo2wrtwW+hTFmiDEmIfNrKPBPY8w7gL/z4rmmTp06ERAQwPDhw0lPT8/5AuV0L/z7eRrXKMd306OyPPHeJaWd5ao3xKlnLImibsCZv+HsSatT3JDcFnhPEal/YUNEwgHPzM20fE/l4jw8PBgxYgTbt29n+vTpVscp9KKioli/fj0fffQR4Hj84tq1a4mKirI22LWUqwE17rtsh0D9/pbFUTlIT4O5z8C7NeC/NRzP0nUTuR2DDwc+BUrgWGzsFPA4sAV42BgzMz/CuMMY/AUZGRmEhISQnJzMtm3b8PLSJU6tUq1aNd5//33atm17cd/cuXMZNGgQe/bssS7Y9aSmwMYvHTdZ67SC2xtanUhdy6avYc4TWff1mg/VIqzJc4X8WItmvTGmLlAPCDLGBBpj1hljkvOruLsbDw8PRo4cye7du/niC1svje/yIiMjGTp06MVx9+TkZAYOHMi5c+f46quvXHMYzbsYhD8O97+hxd3VHdmazb5tBZ8jD3KaB9/dGDNNRAZnd9wYMyY/w1jZg4/elcjHy37jfFoGfZpU4+HASjleY4whPDycY8eOsXPnTry9XXxqno317t0bEWHq1Kn07t2b/fv3c+TIERISEqhduzbDhg2jU6dOeHp65vxiSl1u7wqIevjStnjCfcNg+w9QxBea/Qf8m1gW72Z68L6Zf5a8xpct7DuWTN+o9az67Rgx+44zYHocsftyfviviDBy5Ej27t3L1KlTCyCpupYL4+4dO3Zk/fr1fPfdd2zcuJFZs2bh5eXFY489Rt26dZkxY4Zr9uiV6/JvCm0/hlsDoUqYo6AvjoT96+D3pTCtA5z+y+qU2bpugTfGTMz8c0R2XwUT0fl+3ZlIavqldzLGwOJtuXvw74MPPkjDhg0ZNWoU586dc1ZElQNfX19mzZrFvn37mDlzJr6+vnh4ePDoo4+yadMmZs6ciYeHB127diUwMJCvv/6ajIwMq2Mrd1HvMXgqGvr/Ameu+NhPWgr8ttSaXDnI7TNZ7xSRX0Rkc+Z2oIjkeCtZRPaKSIKIbBQRl717Wr18iWz2+WZz5tUu9OL//PNPJk+enN/RVC7F/XGchQe8GDppDrVq18lyzMPDg44dOxIfH8/XX38NQJcuXahbty4zZ87UQq9uTPk7crfPBeR2muQnwBAgFcAYE49jffjcaG6MqXetMSJX0KRmOXo0/Acemcu8P1y3Em2Dc//R8RYtWhAREcGbb75JSkqKk1Kqa/kh/hAdPl7Fh0t2M3DGRv4zOz7b8zw8POjUqRMJCQnMmDEDYwydO3cmMDBQC73KvZCecOcDju89vKDxc1DVNctbbqdJrjfGhIvIBmNMcOa+jcaYejlctxcIM8YczU0Yq6dJHk06R1q64dbSRW/42mXLltG8eXPGjh3LwIEDnZBOXUv7/60k7o8TF7dFYN0rLfAref1ne6anpzNr1ixGjhzJtm3bCAgIIDIykg4dOugSFCpnJ/c7lpnwLWdpjPxYquCoiNQg8+N3IvIocCgX1xlgkYjEisgT2Z0gIk+ISIyIxCQmJuYyjnOUL+GTp+IOcM8999C8eXPeeustzpzRTyUWJK8rirGHCJ4eOT91y9PTky5dupCQkHBxOmWnTp0ICgpi9uzZ2qNX11e6quXFPSe5LfDPAhOB2iJyAPg38FQurmtqjAkBHgSeze45rsaYScaYMGNMmJ+fXy7juKaRI0dy+PBh/ve//1kdpVB5+p4aeF1W0B+rfztlfYvk+npPT0+6du3K5s2b+eqrr0hLS6Njx47Uq1ePb775Rgu9clu5HaLxAR7Fse5MWRyfZDXGmJG5bkhkOJBkjBl9rXOsHqLJD/fffz9xcXH8/vvvlCxpm5mkLm/3kSR+3ZlIzQolaHZH+Zt6bm56ejpff/01I0eOZMeOHQQGBhIZGUnbtm116Ea5nPwYovkOaIXjJutBIAm47nJ9IuIrIiUvfA/8C9ic29DuauTIkRw9evTiuiiqYNSsUIJ+Tavxzzv9bvqh6J6enjz22GNs2bKFadOmcfbsWTp06EBISAhz5szRRzYqt5HbHvxmY8zdN/TCItWBOZmbXsBXxpg3rneNHXrwAI888girVq1i7969lCpVyuo46ialpaUxY8YMRo4cya5du6hXrx6RkZG0adPmpn+ZKHWz8qMHv0pE6t5Io8aY340xQZlfATkVdzsZMWIEx48fZ+zYsVZHUfnAy8uL7t27s3XrVj7//HOSkpJo164dISEhfPfdd9qjVy4rp4duJ4hIPNAUiBORHSISf9l+lY3Q0FDatm3LmDFjOH78uNVxVD7x8vKiR48ebNu2jc8++4ykpCTatm1LaGgo33//vRZ65XJy6sE/gmPs/UGgJo5x9FaX7VfXMGLECE6ePMmYMfm6HptyAV5eXvTs2ZNt27YRFRXFqVOnaNOmDWFhYcybN08LvXIZOa1Fs+96XwUV0h0FBgbSsWNHxo4dy7Fj+fLIWuVivLy86NWrF9u3b2fq1KmcOHGC1q1bEx4ezvz587XQK8vpnC8nioyMJDk5mdGjrzkzVNmAl5cXvXv3Zvv27Xz66accP36cVq1aUb9+fX744Qct9MoyWuCdKCAggC5dujBu3DiOHMnd6pTKfXl7e9OnTx+2b9/OlClTOHbsGI888ggNGjRgwYIFVxX631Z8y8ut67Btw2qLEiu70wLvZJGRkZw9e5b//ve/VkdRBcTb25u+ffuyY8cOJk+eTGJiIg8//DANGzbkxx9/xBhD6vwXqbG4D2+HHKTKrAdJ+V2LvMp/WuCdrFatWnTv3p3x48dz6FBulu9RduHt7U2/fv3YuXMnn3zyCYcPH+ahhx7ikXvC8Fg/8eJ5pYoYtnzc18Kkyq60wBeAYcOGkZqayttvv211FGUBb29vHn/8cXbu3MmkSZM4dmAvnld8Pio9+ShRUVGW5FP2pQW+ANSoUYPevXszceJE9u/fb3UcZZEiRYrQv39/DqeX4qjvnVmOeYb3ZcQI2zwkTbkILfAF5NVXXyUjI4M333zT6ijKYpGRkTw0LYnzEUMguDtnO3xBz3fnMXz4cKujKZvRAl9A/P396devH5MnT2bfPv0IQWHWu3dv7gpuwJPTdkCb8Tz13rc0aNCAXr16WR1N2UyuFhsrKHZZbOxa/vzzT2rWrEnPnj355JNPrI6jLJScnEx4eDgBAQFs3bqVdevW4eubu+cAK3W5/FhsTOWD2267jSeffJKpU6fy22+/WR1HWcjX15dZs2axb98+Zs6cqcVdOYX24AvYwYMHqVGjBl26dGHq1KlWx1FKuTntwbuQypUr8/TTT/P555+zc+dOq+MopWxMC7wFXnrpJYoWLcrIkbl+4qFSSt0wLfAWqFixIgMGDOCrr75i69atVsdRStmUFniL/Oc//8HX11c/3KKUchot8BYpX748AwcOZObMmSQkJFgdRyllQ1rgLTR48GBKlSpFZGSk1VGUUjakBd5CZcuWZfDgwcyZM4e4uDir4yilbEYLvMX+/e9/U6ZMmRvvxaedh0WvwQf1YFoHOKw3a5VSWWmBt1jp0qV54YUXmD9/PuvWrcv9hdGjYdU4OL4Hdi+GrzpDRrrzgiql3I4WeBfw3HPPUa5cuRvrxe9enHX75B+QuCN/gyml3JrTC7yIeIrIBhGZ7+y23FXJkiV56aWXWLhwIatWrcrdRRXuyrpdpCTccnv+h1NKua2C6MEPBLYVQDtu7ZlnnqFChQoMGzYsdxfc+xrc1sDxffFy0OZD8CnhvIBKKbfj1AIvIlWBh4HJzmzHDnx9fXn55Zf55Zdf+PXXX3O+oGRF6LcIXtgNg7dDQDvnh1RKuRVn9+DHAi8CGdc6QUSeEJEYEYlJTEx0chzX9tRTT1GpUiWGDRtGrlb5PH8GDifAqQPOD6eUcjtOK/Ai8ghwxBgTe73zjDGTjDFhxpgwPz8/Z8VxC8WKFeOVV15h+fLlLFmy5PonH94KHwTCF+1gXDAsf7dgQiql3IYze/BNgNYisheYAdwrItOc2J4t9O/fn6pVq/Laa69dvxe/7C1IvvCOx8CydyD5WIFkVEq5B6cVeGPMEGNMVWOMP9AFWGKM6e6s9uzCx8eHV199ldWrV/PTTz9d+8SkI1m3M1Ih5W/nhlNKuRWdB++C+vTpg7+///V78UGds25XDoHydzg/nFLKbRRIgTfGLDPGPFIQbdlBkSJFeO2114iJiWH+/Gt8fCCsL7T/BOq0gib/hu7fFGhGpZTr02eyuqjU1FTq1KlDyZIliYuLQ0SsjqSUckH6TFY35O3tTWRkJBs3bmTOnDlWx1FKuSHtwbuwtLQ07r77bry9vdm0aRMeHvr7WCmVlfbg3ZSXlxeRkZFs3ryZWbNmWR1HKeVmtAfv4tLT0wkKCiI9PZ3Nmzfj6elpdSSXdOBECtE7E6lZoQRh/mWtjpO9P9Y4VvyscS/ccpvVaZRNXK8H71XQYdSN8fT0ZPjw4XTs2JEZM2bQrVs3qyO5nJW7j9Jn6nrOpztWxHiiWXVeeaiOxamusOhVWPWh43vPItBtFlS/x9JIyv50iMYNtG/fnqCgIEaMGEFaWprVcVzOR0t2XyzuAJ+u2MOJM+ctTHSFM3/Dmo8vbaefh+WjrcujCg0t8G7Aw8ODESNGsGvXLqZN09UernQmNeuTrNIyDOfTrrm+XcFLPw8ZV/xiTj0Daeeu/kSyUvlIC7ybaN26NaGhoYwcOZLU1FSr47iUng3/kWX7gYBbqVCqqEVpslHyVscH0i5XuR68VwtG3wFT7tdCr5xCb7K6kQULFvDwww8zadIk+vfvb3Ucl7Jy91EWbztMzQoleDS0Kj5eLnYzOu0cbPwSEndCtWbwzeOQmnzpeGhvaPWBZfGU+7reTVYt8G7EGEOjRo04dOgQO3fuxMfHx+pIKi/+SoAJTbPuq1ofHv/ZmjzKrek8eJsQEV5//XX++OMPpkyZYnUclVd+daBU1az77mhpTRZla1rg3UyLFi1o2rQpb7zxBmfPnrU6jsoLTy/oNhNqtoCyNRyLxTUdZHUqZUNa4N2MiDBy5EgOHjzIxIkTrY6j8qpigGMF0OfjoOUI8PS2OpGyIS3wbqh58+Y0b96ct956i5iYGOrXr8+WLVusjqWUcjFa4N3UyJEjOXz4MG3btsXf359OnTqRnJyc84VKqUJDC7ybatq0Kf7+/kRERDBz5kzCw8MZMGCA1bGUUi5EC7ybioqKwreYD5++PgCSEhk/fjxr164lKirK6mhKKReh8+DdVPPA25nfxRvf80fBwxv+NYq5f93KoEGD2LNnj9XxlFIFRFeTtKEpPWrgmxzn2MhIxfw8jLdnl2X48OGW5lJKuQ4donFT1ctk/d0s6ee4t34AvXr1siiRUsrVaIF3VwHtsmzuOOHN0Pc/syiMUsoV6RCNu2r4NHh6kxQznUUxuwl45nN8S5SwOpVSyoVogXdXIlC/PyXq96e91VmUUi7JaUM0IlJURNaJyCYR2SIiI5zVllJKqas5swd/DrjXGJMkIt7AChH50RizxoltKqWUyuS0Am8cE+yTMje9M79cZ9K9UkrZnFNn0YiIp4hsBI4APxtj1mZzzhMiEiMiMYmJic6MYz8px2Hrd/DXZquTKKVckFMLvDEm3RhTD6gK1BeRu7M5Z5IxJswYE+bn5+fMOPZycAOMDYKZPWFCE1g83OpESikXUyDz4I0xJ4ClwAMF0V6h8Ou7cO7kpe2V4/TBzUqpLJw5i8ZPRG7J/L4Y0BLY7qz2Cp2U41m3TTqcO21NFqWUS3JmD74SsFRE4oH1OMbg5zuxvcIlpGfW7X80gXI1rMmilHJJzpxFEw8EO+v1C716XaHYLbBtHpStDvWfsDqRUsrF6CdZ3VmtBx1fSimVDV1sTCmlbEoLvFJK2ZQWeKWUsikt8EopZVNa4JVSyqa0wCullE1pgVdKKZvSAq+UUjalBV4ppWxKC7xSStmUFnillLIpLfBKKWVTWuCVUsqmdDVJd7Z3JWz/AcpWg+Ae4F3U6kRKKReiBd5dbZkLs3pd2t75E3SfbVkcpZTr0SEad7V+ctbt3T/D33usyaKUckla4N2Vd7Gs2+IBXjpEo5S6RAu8u2o6GLwuK/KhfaBUJevyKKVcjo7Bu6t/NILn42D3YsczWf2bWp1IKeVitMC7s1KVIaSn1SmUUi5Kh2iUUsqmtMArpZRNaYFXSimbclqBF5HbRGSpiGwVkS0iMtBZbSmllLqaM2+ypgH/Z4yJE5GSQKyI/GyM2erENpVSSmVyWg/eGHPIGBOX+f1pYBtQxVntKaWUyqpApkmKiD8QDKzN5tgTwBOZm0kisqMgMlmgPHDU6hAqz/Tn597s/PP7x7UOiDHGqS2LSAngV+ANY8y3Tm3MhYlIjDEmzOocKm/05+feCuvPz6mzaETEG/gG+LIwF3ellLKCM2fRCDAF2GaMGeOsdpRSSmXPmT34JkAP4F4R2Zj59ZAT23N1k6wOoG6K/vzcW6H8+Tl9DF4ppZQ19JOsSillU1rglVLKprTA5yMRSbI6g7KOiCwTkUI3Fc8qIuIvIpuz2T9SRFrkcO1wEXnBeelcg64Hr5SyFWPMMKszuArtwTuBOLwrIptFJEFEOmfuHy8irTO/nyMin2Z+31dE3rAyc2GV2QvcLiJRIrJTRL4UkRYislJEdolIfRHxFZFPRWSdiGwQkTaZ1xYTkRkisk1E5gDFcmhO5T9PEfkkc0HDRZk/kygReRRARB7K/PnGisg4EZl/2bV3Zb7r+l1Enrcov1NpD9452gP1gCAcH5FeLyLLgWggAvgex7o8Fx6iGgHMKPiYKlNNoCPQF1gPPAY0BVoDrwBbgSXGmL4icguwTkQWA08CZ4wxdUQkEIizInwhdwfQ1RjTX0RmAh0uHBCRosBEoJkxZo+ITL/i2tpAc6AksENEPjbGpBZU8IKgPXjnaApMN8akG2MO41iqIZzMAi8id+EoGodFpBLQCFhlWVq1xxiTYIzJALYAvxjH/OEEwB/4F/CyiGwElgFFgduBZsA0AGNMPBBf4MnVHmPMxszvY3H8vC6oDfxujNmTuX1lgf/BGHPOGHMUOAJUdGZQK2gPvgAZYw5k9gAfAJYDZYFOQFLmipvKGucu+z7jsu0MHP9H0oEOxpgsC+E5PqytLHb5zy6dGxsmu/Ja29VD7cE7RzTQWUQ8RcQPR09vXeaxNcC/cRT4aOCFzD+V6/oJeC5z+Q1EJDhz/3IcwzmIyN1AoDXx1DXsAKpnrmYL0NnCLJbQAu8cc3C8Xd8ELAFeNMb8lXksGvAyxuzGMWZbFi3wru51wBuIF5EtmdsAHwMlRGQbMBLHEIFyEcaYFOAZYKGIxAKngZPWpipYulSBUsq2RKSEMSYp893XeGCXMeZ9q3MVFO3BK6XsrH/mzfEtQGkcs2oKDe3BK6WUTWkPXimlbEoLvFJK2ZQWeKWUsikt8EopZVNa4JVSyqa0wCsFZK4Y+YOIbMpcBbSziOwVkfKZx8NEZFnm98MzV5e09UqEyv1pgVfK4QHgoDEmyBhzN7Awh/NrA/cD9YFIEfF2dkClbpQWeKUcEoCWIvKOiEQYY3L6SLvtVyJU7s92q6cplRfGmJ0iEgI8BIwSkV+ANC51gopecYntVyJU7k978EoBIlIZx8M7pgHvAiHAXiA085QO17hUKZelvQ6lHOoC74pIBpAKPI1jbfEpIvI6jgd9KOVWdC0apZSyKR2iUUopm9ICr5RSNqUFXimlbEoLvFJK2ZQWeKWUsikt8EopZVNa4JVSyqb+Hx+Fylg2QbygAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = sns.swarmplot(data=plant_data, x='sun', y='height', hue='water', dodge=True)\n",
+    "\n",
+    "x = ax.get_xticks()\n",
+    "dx = .2\n",
+    "w = model_with_interaction.params\n",
+    "\n",
+    "y_low_daily = w['Intercept'] + w['sun[T.low]']\n",
+    "y_low_weekly = w['Intercept'] + w['sun[T.low]'] + w['water[T.weekly]'] + w['water[T.weekly]:sun[T.low]']\n",
+    "ax.plot([x[0]-dx, x[0]+dx], [y_low_daily, y_low_weekly], 'k-d', markerfacecolor='w')\n",
+    "\n",
+    "y_med_daily = w['Intercept'] + w['sun[T.med]']\n",
+    "y_med_weekly = w['Intercept'] + w['sun[T.med]'] + w['water[T.weekly]'] + w['water[T.weekly]:sun[T.med]']\n",
+    "ax.plot([x[1]-dx, x[1]+dx], [y_med_daily, y_med_weekly], 'k-d', markerfacecolor='w')\n",
+    "\n",
+    "y_high_daily = w['Intercept']\n",
+    "y_high_weekly = w['Intercept'] + w['water[T.weekly]']\n",
+    "ax.plot([x[2]-dx, x[2]+dx], [y_high_daily, y_high_weekly], 'k-d', markerfacecolor='w');"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "811df467-f3ec-4ae4-939c-a8917c2f9d04",
+   "metadata": {},
+   "outputs": [
+    {
+     "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": [
-    "print(plant_model.summary())"
+    "ax = sns.swarmplot(data=plant_data, x='water', y='height', hue='sun');\n",
+    "\n",
+    "# get the colors used by swarmplot, to tell interaction_plot which colors to use;\n",
+    "# and get the objects drawn by swarmplot to redraw the legend after calling interaction_plot\n",
+    "sun_levels = np.unique(plant_data['sun'])\n",
+    "colors = {}\n",
+    "colored_points = []\n",
+    "for child in ax.get_children():\n",
+    "    if child.get_label() in sun_levels:\n",
+    "        colors[child.get_label()] = child.get_facecolor()\n",
+    "        colored_points.append(child)\n",
+    "\n",
+    "# interaction plot\n",
+    "from statsmodels.graphics.factorplots import interaction_plot\n",
+    "colors = [ colors[sun] for sun in np.sort(sun_levels) ]\n",
+    "interaction_plot(x=plant_data['water'], trace=plant_data['sun'], response=plant_data['height'],\n",
+    "                 ax=ax, colors=colors, markers='d'*len(sun_levels), markerfacecolor='w');\n",
+    "\n",
+    "# redraw the legend to remove the duplicates from interaction_plot\n",
+    "ax.legend(colored_points, [ points.get_label() for points in colored_points ], title='sun');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "48953eb2-9d8b-42e4-b086-144f07a54359",
+   "metadata": {},
+   "source": [
+    "## Post-hoc tests and multiple comparisons"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7f5b7972",
+   "metadata": {},
+   "source": [
+    "If main effects are found to be significant, we can proceed to performing pairwise comparisons between the levels of each factor.\n",
+    "\n",
+    "If the interaction effect was not significant, we could proceed as follows:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 41,
    "id": "4d1c85a8-2bd8-450b-8e84-632b25874e4f",
    "metadata": {},
    "outputs": [
@@ -1845,35 +2042,35 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>low-high</th>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>0.46188</td>\n",
-       "      <td>-2.165064</td>\n",
-       "      <td>0.040547</td>\n",
-       "      <td>-1.953274</td>\n",
-       "      <td>-0.046726</td>\n",
-       "      <td>0.079450</td>\n",
-       "      <td>False</td>\n",
+       "      <td>-1.92</td>\n",
+       "      <td>0.440437</td>\n",
+       "      <td>-4.359308</td>\n",
+       "      <td>0.000182</td>\n",
+       "      <td>-2.825331</td>\n",
+       "      <td>-1.014669</td>\n",
+       "      <td>0.000547</td>\n",
+       "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>med-high</th>\n",
-       "      <td>-1.8</td>\n",
-       "      <td>0.46188</td>\n",
-       "      <td>-3.897114</td>\n",
-       "      <td>0.000683</td>\n",
-       "      <td>-2.753274</td>\n",
-       "      <td>-0.846726</td>\n",
-       "      <td>0.002048</td>\n",
+       "      <td>-1.63</td>\n",
+       "      <td>0.440437</td>\n",
+       "      <td>-3.700871</td>\n",
+       "      <td>0.001015</td>\n",
+       "      <td>-2.535331</td>\n",
+       "      <td>-0.724669</td>\n",
+       "      <td>0.002029</td>\n",
        "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>med-low</th>\n",
-       "      <td>-0.8</td>\n",
-       "      <td>0.46188</td>\n",
-       "      <td>-1.732051</td>\n",
-       "      <td>0.096100</td>\n",
-       "      <td>-1.753274</td>\n",
-       "      <td>0.153274</td>\n",
-       "      <td>0.096100</td>\n",
+       "      <td>0.29</td>\n",
+       "      <td>0.440437</td>\n",
+       "      <td>0.658437</td>\n",
+       "      <td>0.516046</td>\n",
+       "      <td>-0.615331</td>\n",
+       "      <td>1.195331</td>\n",
+       "      <td>0.516046</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -1881,18 +2078,18 @@
        "</div>"
       ],
       "text/plain": [
-       "          coef  std err         t     P>|t|  Conf. Int. Low  Conf. Int. Upp.  \\\n",
-       "low-high  -1.0  0.46188 -2.165064  0.040547       -1.953274        -0.046726   \n",
-       "med-high  -1.8  0.46188 -3.897114  0.000683       -2.753274        -0.846726   \n",
-       "med-low   -0.8  0.46188 -1.732051  0.096100       -1.753274         0.153274   \n",
+       "          coef   std err         t     P>|t|  Conf. Int. Low  Conf. Int. Upp.  \\\n",
+       "low-high -1.92  0.440437 -4.359308  0.000182       -2.825331        -1.014669   \n",
+       "med-high -1.63  0.440437 -3.700871  0.001015       -2.535331        -0.724669   \n",
+       "med-low   0.29  0.440437  0.658437  0.516046       -0.615331         1.195331   \n",
        "\n",
        "          pvalue-hs  reject-hs  \n",
-       "low-high   0.079450      False  \n",
-       "med-high   0.002048       True  \n",
-       "med-low    0.096100      False  "
+       "low-high   0.000547       True  \n",
+       "med-high   0.002029       True  \n",
+       "med-low    0.516046      False  "
       ]
      },
-     "execution_count": 67,
+     "execution_count": 41,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1904,45 +2101,604 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 79,
-   "id": "25b21f28-f70d-466e-bbb6-8a6fc86b3696",
-   "metadata": {
-    "jupyter": {
-     "source_hidden": true
-    },
-    "tags": []
-   },
+   "execution_count": 42,
+   "id": "04e77ca6-0d64-4f6a-92d4-de26c0ee3702",
+   "metadata": {},
    "outputs": [
     {
      "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": [
-    "y = 0\n",
-    "for var in ('sun', 'water'):\n",
-    "    post_hoc_tests = plant_model.t_test_pairwise(var).result_frame[['coef', 'Conf. Int. Low', 'Conf. Int. Upp.', 'reject-hs']]\n",
-    "    for contrast in post_hoc_tests.index:\n",
-    "        mean, lower_bound, upper_bound, reject = post_hoc_tests.loc[contrast]\n",
-    "        plt.errorbar(mean, y, lolims=True, xerr=[[mean-lower_bound], [upper_bound-mean]], yerr=0, linestyle='', c='red' if reject else 'black')\n",
-    "        plt.text(mean, y, f'{var}: {contrast}', ha='center', va='top')\n",
-    "        y -= 1\n",
-    "plt.axvline(0, color='darkorange')\n",
-    "plt.yticks([]);"
-   ]
-  },
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>coef</th>\n",
+       "      <th>std err</th>\n",
+       "      <th>t</th>\n",
+       "      <th>P&gt;|t|</th>\n",
+       "      <th>Conf. Int. Low</th>\n",
+       "      <th>Conf. Int. Upp.</th>\n",
+       "      <th>pvalue-hs</th>\n",
+       "      <th>reject-hs</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>weekly-daily</th>\n",
+       "      <td>-1.44</td>\n",
+       "      <td>0.359615</td>\n",
+       "      <td>-4.00428</td>\n",
+       "      <td>0.000462</td>\n",
+       "      <td>-2.1792</td>\n",
+       "      <td>-0.7008</td>\n",
+       "      <td>0.000462</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              coef   std err        t     P>|t|  Conf. Int. Low  \\\n",
+       "weekly-daily -1.44  0.359615 -4.00428  0.000462         -2.1792   \n",
+       "\n",
+       "              Conf. Int. Upp.  pvalue-hs  reject-hs  \n",
+       "weekly-daily          -0.7008   0.000462       True  "
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "post_hoc_tests = plant_model.t_test_pairwise('water')\n",
+    "post_hoc_tests.result_frame"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "76d3083a",
+   "metadata": {},
+   "outputs": [
+    {
+     "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": [
+    "power = 0.8\n",
+    "type1_error = 0.05\n",
+    "\n",
+    "rejection_grid = np.array([[ np.random.rand() <= type1_error for _ in range(60) ] for _ in range(20)])\n",
+    "rejection_grid[:10,-10:] = [[ np.random.rand() <= power for _ in range(10)] for _ in range(10)]\n",
+    "\n",
+    "plt.imshow(rejection_grid, cmap='seismic')\n",
+    "plt.gca().axis(\"off\");"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3fe8ac1f",
+   "metadata": {},
+   "source": [
+    "Problem: Corrections are per-factor. We perform a total of 4 comparisons, therefore we should correct considering this number.\n",
+    "\n",
+    "Anyway, as we found significant interaction, we should rerun the ANOVA in the shape of one-way ANOVA, with one factor, for each level of the other factor, and vice-versa.\n",
+    "\n",
+    "<table><tr><td><img src=\"img/two-way-anova-interaction-significant-flowchart.png\" /></td></tr>\n",
+    "<tr><td><a href=\"https://www.spss-tutorials.com/spss-two-way-anova-interaction-significant/\">SPSS recommendation for two-way ANOVA interaction</a></td></tr></table>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "c380d42c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "daily_water_model  = ols('height ~ sun',   data=plant_data[plant_data['water']=='daily']).fit()\n",
+    "weekly_water_model = ols('height ~ sun',   data=plant_data[plant_data['water']=='weekly']).fit()\n",
+    "low_sun_model      = ols('height ~ water', data=plant_data[plant_data['sun']=='low']).fit()\n",
+    "med_sun_model      = ols('height ~ water', data=plant_data[plant_data['sun']=='med']).fit()\n",
+    "high_sun_model     = ols('height ~ water', data=plant_data[plant_data['sun']=='high']).fit()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b7ea24c3",
+   "metadata": {},
+   "source": [
+    "This would eventually lead to up to 9 comparisons and again `t_test_pairwise` would not properly take this into account.\n",
+    "\n",
+    "We should use [multipletests](https://www.statsmodels.org/stable/generated/statsmodels.stats.multitest.multipletests.html) instead, for the purpose of correcting the $p$-values:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "1b9e153d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "7"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from statsmodels.stats.multitest import multipletests\n",
+    "\n",
+    "significance_level = 0.05\n",
+    "\n",
+    "all_comparisons = []\n",
+    "for factor1, factor2 in (('sun', 'water'), ('water', 'sun')):\n",
+    "    for f2_level in np.unique(plant_data[factor2]):\n",
+    "        model = ols(f'height ~ {factor1}', data=plant_data[plant_data[factor2]==f2_level]).fit()\n",
+    "        if model.f_pvalue <= significance_level:\n",
+    "            model_name = f'{factor2}={f2_level}'\n",
+    "            pairwise_tests = model.t_test_pairwise(factor1).result_frame\n",
+    "            pairwise_tests.index = [ f'{comparison}[{model_name}]' for comparison in pairwise_tests.index ]\n",
+    "            all_comparisons.append(pairwise_tests)\n",
+    "all_comparisons = pd.concat(all_comparisons)\n",
+    "\n",
+    "len(all_comparisons)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "2fe99f26",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>coef</th>\n",
+       "      <th>std err</th>\n",
+       "      <th>t</th>\n",
+       "      <th>P&gt;|t|</th>\n",
+       "      <th>Conf. Int. Low</th>\n",
+       "      <th>Conf. Int. Upp.</th>\n",
+       "      <th>pvalue-hs</th>\n",
+       "      <th>reject-hs</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>low-high[water=daily]</th>\n",
+       "      <td>-1.08</td>\n",
+       "      <td>0.584580</td>\n",
+       "      <td>-1.847481</td>\n",
+       "      <td>0.089466</td>\n",
+       "      <td>-2.353690</td>\n",
+       "      <td>0.193690</td>\n",
+       "      <td>0.170928</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>med-high[water=daily]</th>\n",
+       "      <td>-1.78</td>\n",
+       "      <td>0.584580</td>\n",
+       "      <td>-3.044923</td>\n",
+       "      <td>0.010180</td>\n",
+       "      <td>-3.053690</td>\n",
+       "      <td>-0.506310</td>\n",
+       "      <td>0.049876</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>med-low[water=daily]</th>\n",
+       "      <td>-0.70</td>\n",
+       "      <td>0.584580</td>\n",
+       "      <td>-1.197442</td>\n",
+       "      <td>0.254253</td>\n",
+       "      <td>-1.973690</td>\n",
+       "      <td>0.573690</td>\n",
+       "      <td>0.254253</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>low-high[water=weekly]</th>\n",
+       "      <td>-2.76</td>\n",
+       "      <td>0.555938</td>\n",
+       "      <td>-4.964586</td>\n",
+       "      <td>0.000328</td>\n",
+       "      <td>-3.971284</td>\n",
+       "      <td>-1.548716</td>\n",
+       "      <td>0.002279</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>med-high[water=weekly]</th>\n",
+       "      <td>-1.48</td>\n",
+       "      <td>0.555938</td>\n",
+       "      <td>-2.662169</td>\n",
+       "      <td>0.020708</td>\n",
+       "      <td>-2.691284</td>\n",
+       "      <td>-0.268716</td>\n",
+       "      <td>0.080295</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>med-low[water=weekly]</th>\n",
+       "      <td>1.28</td>\n",
+       "      <td>0.555938</td>\n",
+       "      <td>2.302416</td>\n",
+       "      <td>0.040022</td>\n",
+       "      <td>0.068716</td>\n",
+       "      <td>2.491284</td>\n",
+       "      <td>0.115325</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>weekly-daily[sun=low]</th>\n",
+       "      <td>-2.66</td>\n",
+       "      <td>0.443847</td>\n",
+       "      <td>-5.993059</td>\n",
+       "      <td>0.000326</td>\n",
+       "      <td>-3.683513</td>\n",
+       "      <td>-1.636487</td>\n",
+       "      <td>0.002279</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                        coef   std err         t     P>|t|  Conf. Int. Low  \\\n",
+       "low-high[water=daily]  -1.08  0.584580 -1.847481  0.089466       -2.353690   \n",
+       "med-high[water=daily]  -1.78  0.584580 -3.044923  0.010180       -3.053690   \n",
+       "med-low[water=daily]   -0.70  0.584580 -1.197442  0.254253       -1.973690   \n",
+       "low-high[water=weekly] -2.76  0.555938 -4.964586  0.000328       -3.971284   \n",
+       "med-high[water=weekly] -1.48  0.555938 -2.662169  0.020708       -2.691284   \n",
+       "med-low[water=weekly]   1.28  0.555938  2.302416  0.040022        0.068716   \n",
+       "weekly-daily[sun=low]  -2.66  0.443847 -5.993059  0.000326       -3.683513   \n",
+       "\n",
+       "                        Conf. Int. Upp.  pvalue-hs  reject-hs  \n",
+       "low-high[water=daily]          0.193690   0.170928      False  \n",
+       "med-high[water=daily]         -0.506310   0.049876       True  \n",
+       "med-low[water=daily]           0.573690   0.254253      False  \n",
+       "low-high[water=weekly]        -1.548716   0.002279       True  \n",
+       "med-high[water=weekly]        -0.268716   0.080295      False  \n",
+       "med-low[water=weekly]          2.491284   0.115325      False  \n",
+       "weekly-daily[sun=low]         -1.636487   0.002279       True  "
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "all_comparisons['reject-hs'], all_comparisons['pvalue-hs'], _, _ = multipletests(all_comparisons['P>|t|'], alpha=significance_level)\n",
+    "all_comparisons"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "25b21f28-f70d-466e-bbb6-8a6fc86b3696",
+   "metadata": {
+    "jupyter": {
+     "source_hidden": true
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "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": [
+    "y = 0\n",
+    "post_hoc_tests = all_comparisons[['coef', 'Conf. Int. Low', 'Conf. Int. Upp.', 'reject-hs']]\n",
+    "for y, contrast in enumerate(post_hoc_tests.index):\n",
+    "    mean, lower_bound, upper_bound, reject = post_hoc_tests.loc[contrast]\n",
+    "    plt.errorbar(mean, -y, lolims=True, xerr=[[mean-lower_bound], [upper_bound-mean]], yerr=0, linestyle='', c='red' if reject else 'black')\n",
+    "    plt.text(mean, -y, contrast, ha='center', va='top')\n",
+    "plt.axvline(0, color='darkorange')\n",
+    "plt.yticks([]);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "aecb5d85-20d7-4261-a572-b6c891cb8aff",
+   "metadata": {},
+   "source": [
+    "Beware: the confidence intervals from [t_test_pairwise](https://www.statsmodels.org/stable/generated/statsmodels.regression.linear_model.OLSResults.t_test_pairwise.html)'s table are not corrected for multiple comparisons.\n",
+    "\n",
+    "[multipletests](https://www.statsmodels.org/stable/generated/statsmodels.stats.multitest.multipletests.html) implements several correction procedures. The Holm correction with Šidák adjustments is the default method (`holm-sidak`).\n",
+    "\n",
+    "If we perform $n$ tests, the $p$-value for each test can be adjusted as follows:\n",
+    "\n",
+    "* Bonferroni adjustement : $p_{corrected} = np$\n",
+    "* Šidák adjustment : $p_{corrected} = 1 - ( 1 - p )^n$\n",
+    "\n",
+    "In the Holm's procedure, we sequentially consider each $p$-value, starting from the smallest one, and adjust them on basis of the number of remaining $p$-values to adjust.\n",
+    "Basically:\n",
+    "\n",
+    "1. the smallest $p$-value is adjusted considering $n$ multiple comparisons (because we have not adjusted any $p$-value yet),\n",
+    "2. the second smallest $p$-value is adjusted considering $n-1$ multiple comparisons (because we have already adjusted one $p$-value),\n",
+    "3. and so on.\n",
+    "\n",
+    "`statsmodels` also implements the Turkey \"Honest Significant Differences\" post-hoc test as [MultiComparison.turkeyhsd](https://www.statsmodels.org/stable/generated/statsmodels.sandbox.stats.multicomp.MultiComparison.html)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1d8f929c-fdd7-419d-8495-22080ea87926",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "## Hierarchical models"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b1936ef3",
+   "metadata": {},
+   "source": [
+    "The notion of hierarchy in an analysis of variance arises when not all factors or dependent variables have equal importance in the analysis.\n",
+    "\n",
+    "* explicit hierarchies (student < class < school);\n",
+    "* repeated measurements on the same sample;\n",
+    "* sources of variation we cannot avoid but are not interested in."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "42e71e2c-bf98-45e5-aa97-30475b0b10a4",
+   "metadata": {},
+   "source": [
+    "### Repeated measures ANOVA and sphericity"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1c1575be-558d-4ec2-bd32-d69762b25ceb",
+   "metadata": {},
+   "source": [
+    "Example (one-way): each animal observed multiple times, *e.g.* at different ages; and we are not interested in the putative differences between animals.\n",
+    "\n",
+    "$$\n",
+    "SS_{\\textrm{total}} = SS_{\\textrm{treatment}} + (SS_{\\textrm{subject}} + SS_{\\textrm{error}})\n",
+    "$$\n",
+    "\n",
+    "$$\n",
+    "F^* = \\frac{\\frac{SS_{\\textrm{treatment}}}{k - 1}}{\\frac{SS_{\\textrm{error}}}{(k-1)(n-1)}}\n",
+    "$$\n",
+    "\n",
+    "Designs are balanced.\n",
+    "\n",
+    "`statsmodels` features [AnovaRM](https://www.statsmodels.org/stable/generated/statsmodels.stats.anova.AnovaRM.html) but corrections for departure from sphericity are not implemented and we should first perform a Mauchly's test for sphericity, for example with [pingouin.sphericity](https://pingouin-stats.org/generated/pingouin.sphericity.html).\n",
+    "\n",
+    "[rm_anova](https://pingouin-stats.org/generated/pingouin.rm_anova.html) from `pingouin` does implement Greenhouse-Geiser correction.\n",
+    "\n",
+    "Let us borrow an example from `pingouin` documentation:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "id": "5bbe2b04",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Subject</th>\n",
+       "      <th>Time</th>\n",
+       "      <th>Metric</th>\n",
+       "      <th>Performance</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Pre</td>\n",
+       "      <td>Product</td>\n",
+       "      <td>13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Pre</td>\n",
+       "      <td>Product</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Pre</td>\n",
+       "      <td>Client</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Pre</td>\n",
+       "      <td>Client</td>\n",
+       "      <td>19</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Pre</td>\n",
+       "      <td>Action</td>\n",
+       "      <td>17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Pre</td>\n",
+       "      <td>Action</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Post</td>\n",
+       "      <td>Product</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Post</td>\n",
+       "      <td>Product</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Subject  Time   Metric  Performance\n",
+       "0         1   Pre  Product           13\n",
+       "1         2   Pre  Product           12\n",
+       "10        1   Pre   Client           12\n",
+       "11        2   Pre   Client           19\n",
+       "20        1   Pre   Action           17\n",
+       "21        2   Pre   Action           18\n",
+       "30        1  Post  Product           18\n",
+       "31        2  Post  Product            6"
+      ]
+     },
+     "execution_count": 82,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pingouin as pg\n",
+    "\n",
+    "data = pg.read_dataset('rm_anova2')\n",
+    "data.loc[[0,1,10,11,20,21,30,31]]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "21f450d5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "SpherResults(spher=True, W=0.9681178957928578, chi2=0.25921124757845354, dof=2, pval=0.8784417991645136)"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pg.sphericity(data, dv='Performance', subject='Subject', within=['Metric'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "id": "4a695145",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "SpherResults(spher=True, W=0.6247989838343564, chi2=3.762602454747652, dof=2, pval=0.15239168046050933)"
+      ]
+     },
+     "execution_count": 50,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pg.sphericity(data, dv='Performance', subject='Subject', within=['Time', 'Metric'])"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 69,
-   "id": "64fd9fe9-046e-4250-a1c8-c5e322a50606",
+   "execution_count": 51,
+   "id": "e523e3da",
    "metadata": {},
    "outputs": [
     {
@@ -1966,71 +2722,559 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>coef</th>\n",
-       "      <th>Conf. Int. Low</th>\n",
-       "      <th>Conf. Int. Upp.</th>\n",
+       "      <th>Source</th>\n",
+       "      <th>SS</th>\n",
+       "      <th>ddof1</th>\n",
+       "      <th>ddof2</th>\n",
+       "      <th>MS</th>\n",
+       "      <th>F</th>\n",
+       "      <th>p-unc</th>\n",
+       "      <th>p-GG-corr</th>\n",
+       "      <th>np2</th>\n",
+       "      <th>eps</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>low-high</th>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.953274</td>\n",
-       "      <td>-0.046726</td>\n",
+       "      <th>0</th>\n",
+       "      <td>Time</td>\n",
+       "      <td>828.816667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>9</td>\n",
+       "      <td>828.816667</td>\n",
+       "      <td>33.85228</td>\n",
+       "      <td>0.000254</td>\n",
+       "      <td>0.000254</td>\n",
+       "      <td>0.789976</td>\n",
+       "      <td>1.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>med-high</th>\n",
-       "      <td>-1.8</td>\n",
-       "      <td>-2.753274</td>\n",
-       "      <td>-0.846726</td>\n",
+       "      <th>1</th>\n",
+       "      <td>Metric</td>\n",
+       "      <td>1365.233333</td>\n",
+       "      <td>2</td>\n",
+       "      <td>18</td>\n",
+       "      <td>682.616667</td>\n",
+       "      <td>26.95919</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>0.000005</td>\n",
+       "      <td>0.749716</td>\n",
+       "      <td>0.969103</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>med-low</th>\n",
-       "      <td>-0.8</td>\n",
-       "      <td>-1.753274</td>\n",
-       "      <td>0.153274</td>\n",
+       "      <th>2</th>\n",
+       "      <td>Time * Metric</td>\n",
+       "      <td>224.433333</td>\n",
+       "      <td>2</td>\n",
+       "      <td>18</td>\n",
+       "      <td>112.216667</td>\n",
+       "      <td>12.63227</td>\n",
+       "      <td>0.000373</td>\n",
+       "      <td>0.001708</td>\n",
+       "      <td>0.583955</td>\n",
+       "      <td>0.727166</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          Source           SS  ddof1  ddof2          MS         F     p-unc  \\\n",
+       "0           Time   828.816667      1      9  828.816667  33.85228  0.000254   \n",
+       "1         Metric  1365.233333      2     18  682.616667  26.95919  0.000004   \n",
+       "2  Time * Metric   224.433333      2     18  112.216667  12.63227  0.000373   \n",
+       "\n",
+       "   p-GG-corr       np2       eps  \n",
+       "0   0.000254  0.789976  1.000000  \n",
+       "1   0.000005  0.749716  0.969103  \n",
+       "2   0.001708  0.583955  0.727166  "
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pg.rm_anova(data, dv='Performance', subject='Subject', within=['Time', 'Metric'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "d60b902e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>F Value</th>\n",
+       "      <th>Num DF</th>\n",
+       "      <th>Den DF</th>\n",
+       "      <th>Pr &gt; F</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Time</th>\n",
+       "      <td>33.85228</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>0.000254</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Metric</th>\n",
+       "      <td>26.95919</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>0.000004</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Time:Metric</th>\n",
+       "      <td>12.63227</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>0.000373</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              F Value  Num DF  Den DF    Pr > F\n",
+       "Time         33.85228     1.0     9.0  0.000254\n",
+       "Metric       26.95919     2.0    18.0  0.000004\n",
+       "Time:Metric  12.63227     2.0    18.0  0.000373"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from statsmodels.stats import anova\n",
+    "result = anova.AnovaRM(data, depvar='Performance', subject='Subject', within=['Time', 'Metric']).fit()\n",
+    "result.anova_table"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6a895941",
+   "metadata": {},
+   "source": [
+    "Mixed effects models are increasingly popular and preferred over the standard repeated measures ANOVA."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1ca9ce9c",
+   "metadata": {},
+   "source": [
+    "### Mixed effects models"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d14b605d-5737-4d22-9a37-4bd6df7dffb0",
+   "metadata": {},
+   "source": [
+    "The [mixedlm](https://www.statsmodels.org/stable/generated/statsmodels.formula.api.mixedlm.html) function and underlying [MixedLM](https://www.statsmodels.regression.mixed_linear_model.MixedLM ) class offer a flexible framework for defining models with random effects (`re`) and variance components (`vc`):"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "id": "c368c19e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Coef.</th>\n",
+       "      <th>Std.Err.</th>\n",
+       "      <th>z</th>\n",
+       "      <th>P&gt;|z|</th>\n",
+       "      <th>[0.025</th>\n",
+       "      <th>0.975]</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Intercept</th>\n",
+       "      <td>33.000</td>\n",
+       "      <td>2.123</td>\n",
+       "      <td>15.543</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>28.839</td>\n",
+       "      <td>37.161</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Time[T.Pre]</th>\n",
+       "      <td>-10.700</td>\n",
+       "      <td>1.928</td>\n",
+       "      <td>-5.551</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>-14.478</td>\n",
+       "      <td>-6.922</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Metric[T.Client]</th>\n",
+       "      <td>-3.100</td>\n",
+       "      <td>1.928</td>\n",
+       "      <td>-1.608</td>\n",
+       "      <td>0.108</td>\n",
+       "      <td>-6.878</td>\n",
+       "      <td>0.678</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Metric[T.Product]</th>\n",
+       "      <td>-15.500</td>\n",
+       "      <td>1.928</td>\n",
+       "      <td>-8.041</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>-19.278</td>\n",
+       "      <td>-11.722</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Time[T.Pre]:Metric[T.Client]</th>\n",
+       "      <td>1.100</td>\n",
+       "      <td>2.726</td>\n",
+       "      <td>0.404</td>\n",
+       "      <td>0.687</td>\n",
+       "      <td>-4.243</td>\n",
+       "      <td>6.443</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Time[T.Pre]:Metric[T.Product]</th>\n",
+       "      <td>8.700</td>\n",
+       "      <td>2.726</td>\n",
+       "      <td>3.191</td>\n",
+       "      <td>0.001</td>\n",
+       "      <td>3.357</td>\n",
+       "      <td>14.043</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Group Var</th>\n",
+       "      <td>26.497</td>\n",
+       "      <td>3.545</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                 Coef. Std.Err.       z  P>|z|   [0.025  \\\n",
+       "Intercept                       33.000    2.123  15.543  0.000   28.839   \n",
+       "Time[T.Pre]                    -10.700    1.928  -5.551  0.000  -14.478   \n",
+       "Metric[T.Client]                -3.100    1.928  -1.608  0.108   -6.878   \n",
+       "Metric[T.Product]              -15.500    1.928  -8.041  0.000  -19.278   \n",
+       "Time[T.Pre]:Metric[T.Client]     1.100    2.726   0.404  0.687   -4.243   \n",
+       "Time[T.Pre]:Metric[T.Product]    8.700    2.726   3.191  0.001    3.357   \n",
+       "Group Var                       26.497    3.545                           \n",
+       "\n",
+       "                                0.975]  \n",
+       "Intercept                       37.161  \n",
+       "Time[T.Pre]                     -6.922  \n",
+       "Metric[T.Client]                 0.678  \n",
+       "Metric[T.Product]              -11.722  \n",
+       "Time[T.Pre]:Metric[T.Client]     6.443  \n",
+       "Time[T.Pre]:Metric[T.Product]   14.043  \n",
+       "Group Var                               "
+      ]
+     },
+     "execution_count": 84,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "me_model = smf.mixedlm(\"Performance ~ Time * Metric\", data, groups=data[\"Subject\"]).fit()\n",
+    "me_model.summary().tables[1]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0c8455ee",
+   "metadata": {},
+   "source": [
+    "For comparison with a fixed effect model without grouping:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "id": "1d278355",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table class=\"simpletable\">\n",
+       "<tr>\n",
+       "                <td></td>                   <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Intercept</th>                     <td>   33.0000</td> <td>    2.123</td> <td>   15.543</td> <td> 0.000</td> <td>   28.743</td> <td>   37.257</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Time[T.Pre]</th>                   <td>  -10.7000</td> <td>    3.003</td> <td>   -3.564</td> <td> 0.001</td> <td>  -16.720</td> <td>   -4.680</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Metric[T.Client]</th>              <td>   -3.1000</td> <td>    3.003</td> <td>   -1.032</td> <td> 0.306</td> <td>   -9.120</td> <td>    2.920</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Metric[T.Product]</th>             <td>  -15.5000</td> <td>    3.003</td> <td>   -5.162</td> <td> 0.000</td> <td>  -21.520</td> <td>   -9.480</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Time[T.Pre]:Metric[T.Client]</th>  <td>    1.1000</td> <td>    4.246</td> <td>    0.259</td> <td> 0.797</td> <td>   -7.413</td> <td>    9.613</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Time[T.Pre]:Metric[T.Product]</th> <td>    8.7000</td> <td>    4.246</td> <td>    2.049</td> <td> 0.045</td> <td>    0.187</td> <td>   17.213</td>\n",
+       "</tr>\n",
+       "</table>"
+      ],
+      "text/plain": [
+       "<class 'statsmodels.iolib.table.SimpleTable'>"
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "fe_nogrouping_model = ols(\"Performance ~ Time * Metric\", data).fit()\n",
+    "fe_nogrouping_model.summary().tables[1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "id": "e3391f0c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>df</th>\n",
+       "      <th>sum_sq</th>\n",
+       "      <th>mean_sq</th>\n",
+       "      <th>F</th>\n",
+       "      <th>PR(&gt;F)</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Time</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>828.816667</td>\n",
+       "      <td>828.816667</td>\n",
+       "      <td>18.387125</td>\n",
+       "      <td>0.000075</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Metric</th>\n",
+       "      <td>2.0</td>\n",
+       "      <td>1365.233333</td>\n",
+       "      <td>682.616667</td>\n",
+       "      <td>15.143708</td>\n",
+       "      <td>0.000006</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Time:Metric</th>\n",
+       "      <td>2.0</td>\n",
+       "      <td>224.433333</td>\n",
+       "      <td>112.216667</td>\n",
+       "      <td>2.489503</td>\n",
+       "      <td>0.092427</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Residual</th>\n",
+       "      <td>54.0</td>\n",
+       "      <td>2434.100000</td>\n",
+       "      <td>45.075926</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "          coef  Conf. Int. Low  Conf. Int. Upp.\n",
-       "low-high  -1.0       -1.953274        -0.046726\n",
-       "med-high  -1.8       -2.753274        -0.846726\n",
-       "med-low   -0.8       -1.753274         0.153274"
+       "               df       sum_sq     mean_sq          F    PR(>F)\n",
+       "Time          1.0   828.816667  828.816667  18.387125  0.000075\n",
+       "Metric        2.0  1365.233333  682.616667  15.143708  0.000006\n",
+       "Time:Metric   2.0   224.433333  112.216667   2.489503  0.092427\n",
+       "Residual     54.0  2434.100000   45.075926        NaN       NaN"
       ]
      },
-     "execution_count": 69,
+     "execution_count": 75,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "post_hoc_tests[['coef', 'Conf. Int. Low', 'Conf. Int. Upp.']]"
+    "sm.stats.anova_lm(fe_nogrouping_model)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7ddee4e7-319b-460a-b577-9f299e8bd555",
+   "metadata": {},
+   "source": [
+    "Rule of thumb: a random effect factor should exhibit at least 5 levels."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a5f2e5a4-1119-4379-8b02-abde4828eb02",
+   "metadata": {},
+   "source": [
+    "### Nested designs"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f999ae16",
+   "metadata": {},
+   "source": [
+    "\"Sometimes, constraints prevent us from crossing every level of one factor with every level of the other factor. In these cases we are forced into what is known as a nested layout. We say we have a nested layout when fewer than all levels of one factor occur within each level of the other factor.\"\n",
+    "[Engineering Statistics Handbook](https://www.itl.nist.gov/div898/handbook/ppc/section2/ppc233.htm)\n",
+    "\n",
+    "Examples: Students in classrooms in schools; mice in breeding cages\n",
+    "\n",
+    "Terminology: the `student` factor is nested in `classroom`, that in turn is nested in `school`. `classroom` is a grouping factor for `student`, and `school` is a grouping factor for `classroom`.\n",
+    "\n",
+    "Again, it is possible to treat these factors as *fixed effect* factors in the model, introducing the grouping factors in interaction terms only. For example:\n",
+    "\n",
+    "`test_score ~ student_age + student_age:C(classroom) + C(classroom):C(school)`\n",
+    "\n",
+    "However, it becomes more common to treat the grouping factors as *random effect* factors instead.\n",
+    "Models with both fixed and random effects are called [linear *mixed effects* models](https://www.statsmodels.org/stable/mixed_linear.html)."
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8001e35b",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "markdown",
-   "id": "827d51e2-aeda-4528-bbb5-cbc69c159230",
+   "id": "f8cd7dd0-9c93-427f-b254-8098bd95e3c3",
    "metadata": {},
    "source": [
-    "## Post-hoc tests and multiple comparisons\n",
-    "[t_test_pairwise](https://www.statsmodels.org/stable/generated/statsmodels.regression.linear_model.OLSResults.t_test_pairwise.html)'s argument `method` that can take method names listed in [multipletests](https://www.statsmodels.org/stable/generated/statsmodels.stats.multitest.multipletests.html) for corrected *p*-value approaches.\n",
+    "## Regression"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3ad43587-7f54-4288-a775-ffc16a15c171",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "What if -- instead of factors -- our independent variables are continuous variables?\n",
     "\n",
-    "[MultiComparison.turkeyhsd](https://www.statsmodels.org/stable/generated/statsmodels.sandbox.stats.multicomp.MultiComparison.html) for the Turkey \"Honest Significant Differences\" post-hoc test."
+    "### Residuals and model selection\n",
+    "\n",
+    "### Diagnostic plots"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5492f4e8-2ac8-4ba7-9a6c-241f33994998",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4cc7280e-2dd2-49bd-af85-de6538245cc0",
+   "metadata": {},
+   "source": [
+    "## Generalized linear models"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "779f4f5a-8a7f-43d9-8b83-5fe703361ff6",
+   "id": "337f7ce4-9acf-461a-a9a3-2a78b2af2e01",
    "metadata": {},
    "source": [
-    "## Regression\n",
-    "Continuous independent variables\n",
+    "What if -- instead of a continuous variable -- our response variable is a binary (or categorical) variable?\n",
     "\n",
-    "### "
+    "### Link function"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "01e6b10d-fc3a-4fe8-9f94-b3ff3a1278ea",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
@@ -2050,6 +3294,19 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3.8.10"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": true,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": true
   }
  },
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