diff --git a/iris/tvae/4/0/synth.csv b/iris/tvae/4/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7710c44bb344cbb02e5de585c95495a7669df464
--- /dev/null
+++ b/iris/tvae/4/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.910815358453178,2.954805840319351,4.750713707896876,1.985192911723967,Iris-virginica
+1,6.578895053941357,2.8410311056237165,5.2400364049637345,2.093551952279114,Iris-virginica
+2,5.144159978678492,3.318332460092048,1.4861432165170358,0.2626597228527663,Iris-setosa
+3,6.723614826457361,3.219662123684345,4.673511480968214,1.6537042105717272,Iris-versicolor
+4,5.175269170959479,2.3357316309942466,1.0832429318351968,0.17029451713290128,Iris-setosa
+5,7.541047708256721,3.5551122655989493,5.907204435641134,2.0494618784163583,Iris-virginica
+6,5.139587904111634,3.1519925487380136,1.6361640016867898,0.30198470922082193,Iris-setosa
+7,4.734259657071518,3.417775137923356,1.6293412403560548,0.13890003087043995,Iris-setosa
+8,6.341169800131986,3.232913730040749,5.022483157436541,2.1083493420711052,Iris-virginica
+9,5.965232963734931,3.1265846769164263,4.147586321280603,1.2070678833156594,Iris-versicolor
+10,5.569340178312357,2.587748702460329,5.16488467673571,2.0116685695988723,Iris-virginica
+11,4.751746942077921,3.1274857997505014,1.4034910473326532,0.10623253629879889,Iris-setosa
+12,5.067888911492351,3.0788746176812367,1.4572533982743006,1.483069713525413,Iris-setosa
+13,6.353705030511871,2.8335622973699945,5.183911087112575,1.774654158709308,Iris-virginica
+14,5.5346176300253775,2.583369208591215,4.372792325942065,1.2066030065767825,Iris-versicolor
+15,4.9138761257425765,3.3060148941970997,1.6194800890907795,0.25363552026037833,Iris-setosa
+16,6.873243416359422,3.0538984464239185,5.315726789754882,2.031258172393983,Iris-virginica
+17,6.290096869540284,3.002678978192408,4.901173669421582,1.7759931012867838,Iris-virginica
+18,5.13231519400145,3.4104271205800187,1.2865004257850536,0.34835749308061176,Iris-setosa
+19,6.399576047390298,2.7753989870802753,4.7931102925423135,1.5458055382434388,Iris-versicolor
+20,6.059719627172875,3.0951452749351653,4.9653722062030035,2.1096672792558717,Iris-virginica
+21,5.318697165080127,3.6755635593798135,1.4057464635234738,0.4292468919738389,Iris-setosa
+22,4.995133775418164,3.0853286134806446,4.486335368463937,1.0237994402255683,Iris-versicolor
+23,5.217756343808989,2.736680546875943,3.9795893105131244,1.0267836511795694,Iris-versicolor
+24,6.851024529700936,3.369629468464615,4.140498969946755,1.4123456273420714,Iris-versicolor
+25,4.829417769881079,3.3031247344688266,1.4694845211065093,1.1519051471133033,Iris-setosa
+26,6.777727562313097,2.5672098066724476,5.453717234926012,1.6966003121827835,Iris-virginica
+27,6.063225785184834,3.2548644278717895,5.022214852783549,1.76909111341963,Iris-virginica
+28,6.027136793403278,2.330423879433317,4.070237525677744,1.4921995990875425,Iris-versicolor
+29,6.3865876682562766,2.8119001492829967,4.493316100037796,1.424994262052173,Iris-versicolor
+30,6.325867454416757,2.950571407448453,4.84511138680141,1.7290067678536318,Iris-versicolor
+31,5.659400617221072,3.0408190746509973,3.567574843634312,1.2944853906994587,Iris-versicolor
+32,6.535884594091785,2.76508864765524,4.958431303776621,1.302448455492902,Iris-versicolor
+33,4.982832970894249,3.4135781139092414,1.5337648719100683,0.0739757790759954,Iris-setosa
+34,4.6205233487840704,2.5052520095068416,1.1043767475289956,0.18433024140756138,Iris-setosa
+35,5.440073097038465,2.3091149010950915,3.850219115236901,1.05428532714823,Iris-versicolor
+36,5.435851766599227,3.6254075363068194,1.5487995284560354,0.26652617080217683,Iris-setosa
+37,5.333447724021875,3.3780675771854107,1.4945982000392126,0.47024887492529455,Iris-setosa
+38,4.940080628577559,3.0456723063880364,1.258938056429759,0.2877602032673583,Iris-setosa
+39,6.100228442702049,3.110338440368787,5.12740262159258,1.6054344308780255,Iris-versicolor
+40,7.2462563171563925,2.8179919116853704,6.292939064747346,1.805943871404642,Iris-virginica
+41,5.509501026815008,3.0318554088012086,5.340556104906196,1.8858660774818832,Iris-virginica
+42,5.25481714270476,2.521636999983459,3.7507936828064996,1.2074981348360758,Iris-versicolor
+43,6.539359595374491,3.123331325994054,5.450766753772662,2.0918138048252306,Iris-virginica
+44,6.715432704165217,3.0267986603803174,5.632382655366987,2.126330133553412,Iris-virginica
+45,7.190476375973711,3.08343797433153,6.25671741216866,2.0169497965567067,Iris-virginica
+46,5.445735020137037,2.480973607557502,3.843377842097053,1.3727189537891715,Iris-versicolor
+47,7.177655425856987,2.813140744544155,6.154874965433577,2.1507393315717134,Iris-virginica
+48,5.8591250372955095,3.2138022151704266,4.94299543310531,1.583168232184558,Iris-virginica
+49,5.742951460415178,3.1304204620003153,5.027938852318812,1.3129345950365265,Iris-versicolor
+50,5.430646866253069,2.879107507805365,3.903620990397666,0.9214670146703288,Iris-versicolor
+51,5.27279842937847,3.4808320194508964,1.5263368194272167,0.6596256440096478,Iris-setosa
+52,4.8185986696026175,3.44864078721555,1.8047507231651727,0.1449222681707013,Iris-setosa
+53,5.608783732063278,3.872313989321235,1.3543910656650533,0.26494294578961797,Iris-setosa
+54,4.889595728941985,2.994865434828098,1.5031320791722285,0.3159227649572659,Iris-setosa
+55,6.8725863033940975,3.0472486409618305,5.945077641892343,2.051383618403078,Iris-virginica
+56,5.985436727396153,2.8163171714173103,4.3619422281687195,1.432708288911115,Iris-versicolor
+57,5.024984548929034,3.099305373758482,1.5628122356760004,0.166758600988139,Iris-setosa
+58,5.903541787263759,2.830881293532111,4.752507877087478,2.1143946977138146,Iris-virginica
+59,6.647318763231574,3.476775521495938,5.564826514953176,2.7915298516268736,Iris-virginica
+60,5.639968264740638,2.5515282456438695,3.9080541332286165,1.416137833219687,Iris-versicolor
+61,4.854965568818731,2.7773393405463644,1.6184585488098497,0.20693812093924294,Iris-setosa
+62,5.414048478804995,2.582090827769071,4.073932822201472,0.8750936280399679,Iris-versicolor
+63,6.189563700463496,2.9016243532786414,5.089029698503529,2.328131864040155,Iris-virginica
+64,4.872056625429388,3.220125257576807,1.532177218530671,0.12869203326333611,Iris-setosa
+65,6.366421508548278,3.028826109367863,5.147105580779021,2.2649628645030084,Iris-virginica
+66,5.740273715391899,2.911549172849891,4.473582342675376,1.674928706368497,Iris-versicolor
+67,6.830578559159022,2.9278489776526415,4.216160459629548,0.8771525346299015,Iris-versicolor
+68,6.646118324267336,2.8754179899003423,4.858491490178789,1.3023638948023,Iris-versicolor
+69,4.767932038114154,3.344393627947723,1.3097548801680023,0.19568214643515577,Iris-setosa
+70,6.8097747879398325,2.5462878000212994,5.521651879754984,1.773797595376079,Iris-virginica
+71,5.084198935241504,3.3887111711965283,1.6143826565356159,0.1380964513300279,Iris-setosa
+72,5.971047816790181,2.8708380778228566,3.981697192717187,1.4423279156613873,Iris-versicolor
+73,4.990565900179586,3.239796072581663,1.4101569536797653,0.30045360433402435,Iris-setosa
+74,5.118538633104732,3.405316059074912,1.4597956984982756,0.17351529849877328,Iris-setosa
+75,5.054312541562665,3.4415094875776715,1.5014567418637754,0.32354535908562015,Iris-setosa
+76,5.812580988586173,3.117280560270854,4.377172530728727,1.5537470684640522,Iris-versicolor
+77,4.987616864144632,3.3197569370209457,1.4548603849719295,1.761985781910722,Iris-setosa
+78,5.584393143237582,3.119703669385563,5.013564144378596,2.0800830307919402,Iris-virginica
+79,4.878163096728319,2.836769276979068,1.229079326794749,0.2315751681491796,Iris-setosa
+80,6.581149200292413,2.847825901200921,4.691347951062113,1.5675174970858217,Iris-virginica
+81,5.0374862067371735,3.193555508172088,1.2976322028048988,0.07166030701832568,Iris-setosa
+82,6.408036125023028,3.0337467607346986,4.486367160971805,1.322795281920956,Iris-versicolor
+83,6.192112347664053,3.2972577217845886,5.0509454808290375,2.3129766097998115,Iris-virginica
+84,5.209962879581264,3.353106621284031,1.350989321155867,0.4353859156104978,Iris-setosa
+85,7.324600909615901,2.4182286981532193,5.794434700446823,1.7845769113474061,Iris-virginica
+86,7.009473527212873,2.8855180895817982,5.671713822845151,1.897611212063274,Iris-virginica
+87,6.751430297532308,2.821299829262577,6.173176554443497,1.6946156669578851,Iris-virginica
+88,6.051668279806511,2.8026708391137634,4.98718250241965,1.6959031326296368,Iris-virginica
+89,6.65375674740264,3.256943725365213,5.451970080318245,2.3126949896380182,Iris-virginica
+90,5.9778092528746765,3.3317014412801207,4.81533424077062,1.2850046107868356,Iris-versicolor
+91,6.233435495574005,2.7487049016641256,5.221500814787705,2.4650516946836443,Iris-virginica
+92,4.775641617634137,3.0534853981453782,1.3912359757480608,1.5044784129190305,Iris-setosa
+93,6.269160050355934,3.0639335298045864,4.418145376409303,1.532506437288523,Iris-versicolor
+94,4.752593925115944,2.7831584661263724,1.0689347323138092,0.2050173976449528,Iris-setosa
+95,7.368280083947602,2.9626405293571,6.207006204435293,2.370242319832727,Iris-virginica
+96,4.862485599052677,3.138445068168963,1.27802500223038,0.10063044445193015,Iris-setosa
+97,7.157757702824775,3.0641937674480655,5.824932004385855,1.6994935465715835,Iris-virginica
+98,7.214949728833802,3.423965770375023,5.791892998092181,2.1091974157644,Iris-virginica
+99,6.040323744544181,2.946419390882468,5.279305680787345,1.8901535735838686,Iris-virginica
+100,5.176591941255818,3.0376475500267905,1.571378346224612,1.2694469100305752,Iris-setosa
+101,6.942422235659174,2.749304084149548,5.756819590864299,1.6436892581919813,Iris-virginica
+102,5.082671828560535,2.5477275260398082,3.894877262024698,1.1405055111226663,Iris-versicolor
+103,7.638578364108898,2.9587608625356596,6.026587142841202,1.9327156679549777,Iris-virginica
+104,5.2155642253294,2.3233222610818043,3.9548306642994326,1.0852278982580923,Iris-versicolor
+105,5.1687489918790925,3.6405889346220786,1.456324108053151,0.414113274239557,Iris-setosa
+106,6.339323486935416,2.83805522583726,5.2083808122245845,1.6268763275933462,Iris-virginica
+107,5.105010781008229,3.625514385219213,1.485272176497505,0.1733006104331929,Iris-setosa
+108,5.701061285072809,2.668086810876127,5.117877040884254,1.472106414195229,Iris-virginica
+109,6.053200637067839,2.9415292487122504,4.522111998383655,1.488894508789967,Iris-versicolor
+110,7.980608828137342,3.5189121349522177,6.2017255594961735,2.0836451900378323,Iris-virginica
+111,6.387046393630643,2.931745532851705,4.774040833448692,1.91018430112943,Iris-virginica
+112,5.562530342829434,2.601541867264763,4.55678155841821,1.2215316858568206,Iris-versicolor
+113,6.292374777865288,2.548246134192339,3.991362607852853,1.0922506166486732,Iris-versicolor
+114,6.2374514247268,2.4733413782451077,4.2110131616492605,1.5601273302740506,Iris-versicolor
+115,6.248733311848894,3.0260901788581296,4.2712419431416215,1.5093006742367259,Iris-versicolor
+116,6.576871407981243,2.994783212700937,4.886033344731383,2.023763928692525,Iris-virginica
+117,5.283373395308734,3.308458248016058,1.3526616615342673,0.24442923034766728,Iris-setosa
+118,5.37985181867675,2.7728447778971357,4.1381092749276025,1.6260953286543158,Iris-versicolor
+119,6.309524797980419,2.6258722280955564,4.290045894585607,1.2675890609211897,Iris-versicolor
diff --git a/iris/tvae/4/0/test.csv b/iris/tvae/4/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/0/train.csv b/iris/tvae/4/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/0/val.csv b/iris/tvae/4/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/1/synth.csv b/iris/tvae/4/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0c561035ebebdd025a0ed57a49f2b323ec097188
--- /dev/null
+++ b/iris/tvae/4/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.59414299505647,2.9501500789907755,5.060441708625188,1.8655064775583163,Iris-virginica
+1,5.452973026822487,2.6398677150394274,4.144634270068609,1.5107942044839597,Iris-versicolor
+2,7.441475308295947,3.17635684305766,6.437661323977928,1.805011291707789,Iris-virginica
+3,6.446529303457114,3.2800775230358092,5.154663733926572,2.1243672501119364,Iris-virginica
+4,5.77975186755252,3.292292818504743,1.3746172552832623,0.2029417165179807,Iris-setosa
+5,5.267777015555834,4.063324959538539,1.612512090296852,0.3280571234924827,Iris-setosa
+6,5.494347507416704,2.811045972158894,4.221150516479579,1.4100962082151878,Iris-versicolor
+7,6.527260789501686,3.276335319704997,5.289851162374854,2.005236260285425,Iris-virginica
+8,5.949773162937955,2.651843560845469,5.372810747686286,2.1053344598840864,Iris-virginica
+9,5.058415934412554,3.5437630864701513,1.3264691702118714,0.22823273961234672,Iris-setosa
+10,6.546263607017143,2.919598765503995,5.118545142364331,2.032229853097042,Iris-virginica
+11,4.909315603011754,3.146307709281307,1.4441376573486855,0.13546019087263975,Iris-setosa
+12,5.8394794847036176,2.8634200076787253,3.967786470213211,1.5524726884165718,Iris-versicolor
+13,6.413741739284485,3.4672275707070224,5.724281657458483,2.3689354816458703,Iris-virginica
+14,7.716774943829358,3.0518327501960534,6.542228409954044,2.3198589131665424,Iris-virginica
+15,5.974407965546744,2.7477309890981996,4.570495777819814,1.8341223890030898,Iris-virginica
+16,4.798504846007743,3.2210961803994675,1.7315783823335407,0.30095307127577664,Iris-setosa
+17,4.9165079240256775,2.9452658720462197,1.5481245740315766,1.2954099855721362,Iris-setosa
+18,5.823964807078047,2.987184884139931,4.332255522605118,1.00577796359434,Iris-versicolor
+19,5.360671971905235,3.2843145016047623,1.4003474765771202,0.20978359670430566,Iris-setosa
+20,5.553134201792811,2.2675000230181013,3.85352845741955,1.1962096494717587,Iris-versicolor
+21,6.692390719777498,2.8045661393289487,5.041519498237812,1.839123893097569,Iris-virginica
+22,4.878974828178888,3.13978955808021,1.483846618115612,0.043074402830345526,Iris-setosa
+23,7.433841852718201,3.290936662617191,6.08998115117797,2.0658238400802826,Iris-virginica
+24,5.349952481978056,3.6816040634951412,1.4412641098136847,0.35508228902101135,Iris-setosa
+25,4.8132603064825386,3.1433601940560836,1.6409805889421105,0.1387599409404458,Iris-setosa
+26,5.29873881545427,3.7526704853705546,1.583034394764554,0.2182469173145342,Iris-setosa
+27,4.87512061099075,3.0768236486232348,1.4282242176221902,0.1746691502455835,Iris-setosa
+28,4.800438917518402,3.046525202710373,1.3412937144274162,0.08895986675098039,Iris-setosa
+29,6.097112786784817,3.0550396337964383,4.695293801265421,1.6214095561307558,Iris-virginica
+30,6.484534649411795,2.985365818301984,4.943119412855099,1.243177847922839,Iris-versicolor
+31,5.162921867456937,1.943515898463745,4.243623900023051,1.4869254555167364,Iris-versicolor
+32,5.016095153458518,3.583510012528633,1.5854116577172535,0.16099128354442296,Iris-setosa
+33,6.410460132600416,3.375179959186487,4.984362362978987,1.6339341053122425,Iris-versicolor
+34,4.767318502746352,3.066885327409696,1.2549541226274405,1.2640256829990895,Iris-setosa
+35,5.035369956757944,3.284128355526706,1.3897544236132102,0.25642922161179765,Iris-setosa
+36,7.355604464625497,2.972107797316676,6.06851764420651,1.7491352455487814,Iris-virginica
+37,7.226670881716944,3.2797193527943813,6.208001999513396,2.4991145208319905,Iris-virginica
+38,5.08896900966643,3.235227241006076,1.4957673406202654,0.18021317746541507,Iris-setosa
+39,6.4600274100302375,2.412827294792389,4.4642373018015835,1.5843026490502619,Iris-versicolor
+40,5.011357847658299,3.280233720235825,1.398982601505207,0.06215472079453127,Iris-setosa
+41,4.836231188876765,2.9824951786625586,4.529376925838125,1.3562527005793124,Iris-versicolor
+42,5.987726446217447,3.1865329869584857,4.675564041365695,1.5328101121713384,Iris-versicolor
+43,7.2206079386373405,2.836659939465874,6.082529255730291,2.1219157397081174,Iris-virginica
+44,5.067650725020707,3.819846118272377,1.5258147835583145,0.19073706107616423,Iris-setosa
+45,6.743188071568086,2.983070415819694,5.737199972485007,2.0779525621306187,Iris-virginica
+46,5.167092746864116,3.6154683816056212,1.4574910062923958,0.1601580288530243,Iris-setosa
+47,6.750874925098479,3.391098978742029,5.164600006728737,2.162058028441095,Iris-virginica
+48,5.879743550384936,3.36637543276745,4.045753786154616,1.3819214935672162,Iris-versicolor
+49,5.923685575602534,3.554926264451058,1.4620056847898004,0.3422200076741413,Iris-setosa
+50,7.093965684126409,2.7526506344033246,5.8712545619258085,1.8728781583326752,Iris-virginica
+51,7.244393639868665,2.9699215135815806,6.111669065621902,2.1321093897926424,Iris-virginica
+52,6.830296013392231,3.2759556106686323,5.902568972233302,2.0250940984343893,Iris-virginica
+53,5.031305645352812,3.1956991709253546,1.4253310379439017,0.40522846736581486,Iris-setosa
+54,5.058152051840163,3.0590901856173796,4.958627695381702,1.6860223474292892,Iris-virginica
+55,6.763950393334622,2.9067006529078916,4.71747910872314,1.3010929676485594,Iris-versicolor
+56,7.045993660989981,3.150038468112271,4.937895388695266,1.5177510255926978,Iris-versicolor
+57,5.09435781749253,2.8947471080888736,5.091364743104585,1.9911289682260973,Iris-virginica
+58,5.685846759109193,2.8978013608748263,3.9928494457714057,1.3062732573922287,Iris-versicolor
+59,6.388100814357429,2.732658700361025,4.533485481857302,0.9855151941070274,Iris-versicolor
+60,4.935799315341396,3.0111192083605776,1.7316750164442,0.14642038468827817,Iris-setosa
+61,5.76259652340542,3.0074192835563256,4.159262645712185,1.7363784178911177,Iris-versicolor
+62,5.148642530139784,3.4409809986006143,1.3899698749527745,0.3581872153581345,Iris-setosa
+63,6.840143330413084,3.223036261306106,5.533759456139474,1.8584764032656098,Iris-virginica
+64,4.6270174965590956,2.902668224810299,1.2089994137156501,0.3133008914447122,Iris-setosa
+65,4.998830624300853,3.0292098501117355,5.183543417831992,1.6035259315698331,Iris-setosa
+66,6.845097139571032,3.0736641002112557,4.822081140118569,1.5332906068219998,Iris-versicolor
+67,5.2949829739927665,3.803658239470824,1.5211729634177784,0.28476843475337327,Iris-setosa
+68,6.83779577743856,3.0176648001391873,4.890329661270119,1.5746831025516557,Iris-versicolor
+69,4.933061116604016,3.3662756968705168,1.4231083259643054,0.18039335173720772,Iris-setosa
+70,5.605913064207431,3.0141805117806095,5.24553915322803,2.1139654943982285,Iris-virginica
+71,6.134492610261401,2.7938527406439286,4.465659430709111,1.4894981803294662,Iris-versicolor
+72,5.729576578852237,4.0267592463441515,1.7294110213238132,0.3255383882226288,Iris-setosa
+73,5.054166082272946,3.3096435622221434,1.3049844794031966,0.15288466096496453,Iris-setosa
+74,6.6217574247108555,2.940215720667403,6.189265850553055,1.9523804958779052,Iris-virginica
+75,4.797228818342623,2.980556432189109,1.6024092459137613,0.15223716607428267,Iris-setosa
+76,4.858288804392346,3.2354738277063513,4.8384167885807905,1.4500777744930209,Iris-versicolor
+77,7.018040266714745,2.9403913943997395,5.755189919582759,2.126101672031037,Iris-virginica
+78,6.518098256232418,4.421562735307292,1.2137430987138502,0.35168878571680684,Iris-setosa
+79,6.54326421132873,3.1580112542163876,4.364358216752229,1.7245211074643954,Iris-versicolor
+80,4.923526878056035,3.1337991422243654,4.7128374121532035,1.434854877183461,Iris-versicolor
+81,5.610960398691499,3.8667997759211628,1.4643459018550364,0.1346117062456169,Iris-setosa
+82,6.30662096566753,2.8461979730401628,5.167768019380642,1.8423029616708515,Iris-virginica
+83,5.389400030136491,4.023854049475308,1.4416865337549911,0.33193810350474456,Iris-setosa
+84,6.887425039234727,2.571705065113396,5.857978415635857,1.7602671552428686,Iris-virginica
+85,5.980494328630962,3.5159047225347706,1.6453523937090053,0.32218520122427946,Iris-setosa
+86,5.118529791799059,2.2778102043998536,3.8797227740047147,1.2190204276365884,Iris-versicolor
+87,5.099648956048929,2.08604221382636,4.034355722692494,1.289514536812532,Iris-versicolor
+88,6.152255300893442,2.953340674827532,4.646522752596484,1.4277949643986578,Iris-versicolor
+89,5.2913050138715985,3.952194655286219,1.6641007142883601,0.3269817568584682,Iris-setosa
+90,5.361153740912337,3.6072059160287084,1.49104826168073,0.1969880313140128,Iris-setosa
+91,5.363284810986306,3.459016663138472,1.5926467855383015,0.342134533593105,Iris-setosa
+92,6.076695186294034,3.032682216146722,4.562446410307031,1.8692467306354486,Iris-virginica
+93,5.055924891934247,3.319137373389866,1.4647770252753778,0.24732037480849145,Iris-setosa
+94,7.097570695293168,2.977737046006248,6.161736271452151,2.3391507742953173,Iris-virginica
+95,5.468993028045855,2.93876660956036,3.8480052708731574,1.0365694683784321,Iris-versicolor
+96,5.039707213432269,4.135310718829655,1.3853464500333106,0.2527677714955752,Iris-setosa
+97,5.954455806100325,2.806615890974667,4.407500364470705,1.9462874667397299,Iris-virginica
+98,6.189709607353904,3.2362767134282993,3.955768573754211,1.3019450873566822,Iris-versicolor
+99,6.4194225422007944,3.1223801174291683,4.636320114826484,2.037667571970515,Iris-virginica
+100,7.262200663396857,3.744845409782996,5.943075825525634,2.306935739765689,Iris-virginica
+101,5.321102366149584,3.5721046060812376,1.6289115977598192,0.10963192446635867,Iris-setosa
+102,5.4922633823689715,3.6597580650555273,1.456117531729726,0.26820476307310837,Iris-setosa
+103,5.264936627509037,3.552747418790304,1.5152036092402081,0.5944754433788957,Iris-setosa
+104,4.5693675958855104,2.724478029168543,1.4161779998487547,0.18096205055325,Iris-setosa
+105,5.066754160980884,3.773869900973396,1.4971443148993122,0.17245495987956383,Iris-setosa
+106,7.355383397616732,3.3622696510646413,5.931006938476871,2.5376920865750705,Iris-virginica
+107,6.092350913619779,2.762363739723216,4.376131496628735,1.6105053680994117,Iris-versicolor
+108,4.837286736510154,3.3218751928229735,1.5582496463733295,0.27594729559005404,Iris-setosa
+109,5.052919370644693,3.1770022056595706,1.3397092111484277,0.28375136761191155,Iris-setosa
+110,4.701096523688284,3.1695343215939467,1.6267430499653857,0.2026770720235438,Iris-setosa
+111,5.295576617426681,3.71448516345185,1.7621549463496498,0.2581093079171948,Iris-setosa
+112,6.445648441479722,2.651485448452346,4.166133413801916,1.1658724466403247,Iris-versicolor
+113,6.447579500168754,3.7600261295655066,5.438109694311132,2.833257958941734,Iris-virginica
+114,6.0377639673753265,2.8518443173657433,4.1546313369818275,1.2815015143723105,Iris-versicolor
+115,4.782922867112118,3.022937426608593,1.3742697656274057,0.12621157376716555,Iris-setosa
+116,6.563455980494522,2.913076135593522,5.414886458673395,1.9497674412638117,Iris-virginica
+117,5.799415497942367,2.9975516732604217,4.699607288695502,1.2919467877730522,Iris-versicolor
+118,6.904548179474627,2.4747745803661036,4.969126851538108,1.8920233824719555,Iris-virginica
+119,6.23279120422786,2.8625768841213923,4.894496279719592,1.7190318776081723,Iris-virginica
diff --git a/iris/tvae/4/1/test.csv b/iris/tvae/4/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/1/train.csv b/iris/tvae/4/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/1/val.csv b/iris/tvae/4/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/10/synth.csv b/iris/tvae/4/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..60e3c82eed00188eaf57aba5ef706f7076a415c0
--- /dev/null
+++ b/iris/tvae/4/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.28075964020829,3.0560024188671,4.227350451952427,1.5136202897832387,Iris-versicolor
+1,5.076218239286603,2.792434842382455,4.993420439872418,1.8392666176211763,Iris-virginica
+2,5.8619342524787035,3.390510147257501,4.299506187713248,1.589873634975153,Iris-versicolor
+3,4.93544109467472,3.435311281974098,1.1718540991957176,0.12451064287336669,Iris-setosa
+4,5.824532579793172,3.147261057827082,4.336334390527849,1.0905766957996368,Iris-versicolor
+5,5.06548329740803,3.459530498155014,1.4788392973554683,0.41590000626072104,Iris-setosa
+6,6.706672346068208,3.22843202418242,5.667318636894059,2.131079184003434,Iris-virginica
+7,6.344222185616792,3.114385662031539,4.28568981698566,1.5068203203298347,Iris-versicolor
+8,6.8872774835448505,3.0937466609659117,5.301165397600578,1.798065132927134,Iris-virginica
+9,6.062308511863054,3.0492199976929784,5.062525987740693,2.044763092953749,Iris-virginica
+10,4.846892831945837,2.9358304406370914,1.326297781916561,1.5196425556210915,Iris-versicolor
+11,5.443456503714278,2.9807299234520905,1.4661548178615134,0.10501858994289251,Iris-setosa
+12,6.12839431783661,2.968237817490566,4.963878651096017,2.1949882552273343,Iris-virginica
+13,6.188314930343213,2.6452530507949183,4.298453905822841,0.8356532238276791,Iris-versicolor
+14,4.518429300519898,2.6158774985200153,1.438207971024986,0.26956833029163285,Iris-setosa
+15,5.160523194221681,3.4302670706604497,1.6357560589552025,0.25133815250895525,Iris-setosa
+16,5.891148205669928,3.2761373300322423,4.5827888746419205,1.574633455034179,Iris-versicolor
+17,6.199672856325373,2.752458689621636,5.029044005345561,1.67773631343086,Iris-virginica
+18,5.1081533645459105,2.1450884101158416,3.027465771635426,0.5617029683435122,Iris-versicolor
+19,4.874035794626419,3.341099142948723,1.3039876255573701,0.18896936168808975,Iris-setosa
+20,4.738319553916693,3.0500462964933077,1.676252042826761,0.14030310194922935,Iris-setosa
+21,5.413820164427629,2.552213119933817,4.282803075563828,1.4462173881784497,Iris-versicolor
+22,4.943837832095945,3.308024018933014,1.5513377146422442,0.11294757307773001,Iris-setosa
+23,6.448324997540516,2.87027782127014,4.707847304583052,1.8881183094965543,Iris-virginica
+24,6.325179658138787,3.2101620871211036,4.504422100614477,1.6186286063098898,Iris-versicolor
+25,5.706883883308539,4.081645341518797,1.6208271109502628,0.29251416000225355,Iris-setosa
+26,4.71452652785196,2.8839928058015314,1.4141462272345238,0.143270307385929,Iris-setosa
+27,7.115514615419486,2.9229460538708034,5.90820622955439,2.1046504894427085,Iris-virginica
+28,4.582107362253299,3.315640663156321,1.577780655732164,0.23016755722083748,Iris-setosa
+29,5.689969589236789,2.9592663494127907,4.061544901942865,1.203052961101546,Iris-versicolor
+30,5.296001731125027,4.034486187741273,1.3885281819768474,0.23901536533056128,Iris-setosa
+31,5.28679553356904,3.8186235872509404,1.3787147895291316,0.25935249393786475,Iris-setosa
+32,5.761916590348501,4.048478480611867,1.4739317505019198,0.276599819338947,Iris-setosa
+33,6.022494810771827,3.067543471750711,4.5084289309926,1.6859861308133053,Iris-virginica
+34,6.7872552649608116,3.3220402790942827,5.07964683890421,2.5359623381962795,Iris-virginica
+35,6.938857031816666,2.837658809530212,5.8482559823786096,2.01443317260217,Iris-virginica
+36,5.9666318478003975,3.67029823499735,1.5661296086671306,0.16283325563236178,Iris-setosa
+37,5.729011352875404,2.9439498464255753,4.028255215365899,1.0887971101746434,Iris-versicolor
+38,6.196616021350824,3.017966052229847,5.179767960654819,1.802412549304307,Iris-virginica
+39,5.031501098747694,2.0378325575859355,4.263539157049481,0.13164621697998913,Iris-versicolor
+40,5.192627091201334,3.73936292539367,1.304373553946124,0.25432730297964445,Iris-setosa
+41,6.419654197823041,2.928398748970372,4.627214076484302,1.1595791552320471,Iris-versicolor
+42,5.595098343312106,2.926304424135903,5.160838811041913,1.876937308599826,Iris-virginica
+43,6.046929172680924,3.1636930038747395,4.783884060425378,1.6509190525354651,Iris-versicolor
+44,5.7413309540454485,2.5479597435919015,4.9537974079316935,1.0989364198436118,Iris-versicolor
+45,4.866720207156873,3.000774818557322,1.5696317438514307,0.17840018332481622,Iris-setosa
+46,5.087566506662536,3.2711477625317515,1.6498950060481843,0.5585166106417947,Iris-setosa
+47,6.75780550216027,2.84912895090581,5.548648486452237,2.1159533099263625,Iris-virginica
+48,7.461446516276838,2.873722620665507,6.531849550050801,1.8433644759599221,Iris-virginica
+49,6.169906468988492,2.864132570246653,3.655721209694567,1.1973282974293533,Iris-versicolor
+50,6.080221370212979,2.4464344667554534,4.214711809065103,1.3301539757598784,Iris-versicolor
+51,5.079157511935724,3.4895867208976865,1.4619918512784733,0.1629535119334386,Iris-setosa
+52,5.98973745759146,3.3249557450181677,4.708237813692059,0.9386815256571213,Iris-versicolor
+53,6.617717411658927,2.8807246991156448,4.398486867570009,1.5561682422856689,Iris-versicolor
+54,6.644911345361247,3.1371550659263145,5.502977392130192,2.267244063845035,Iris-virginica
+55,5.753324471722505,2.5269922761760433,4.163303790882187,1.1474310977271607,Iris-versicolor
+56,6.801257144946827,2.9217445691761665,5.361923388288647,1.9824934599016606,Iris-virginica
+57,5.632967004057483,2.8162408414096753,5.017135950292853,1.9567848439018163,Iris-virginica
+58,6.517724557392223,2.903638268314771,5.225312897786437,1.7564341812115627,Iris-virginica
+59,5.211649128299995,3.169274478379004,1.5990183478048021,0.1897875609872664,Iris-setosa
+60,5.569006472309538,2.5642161554809983,5.172049278170267,1.933416854868317,Iris-virginica
+61,5.9928161837571245,2.8314190674192483,5.180352664231781,1.9260464273418991,Iris-virginica
+62,5.05007776551944,3.2456597099349525,1.4042237424651776,1.3483375204984616,Iris-setosa
+63,6.499915997649203,3.192023745751408,4.5572277126493255,1.6300532554853007,Iris-versicolor
+64,5.729834221965621,4.244581744889596,1.3926945137140814,0.32579728797992863,Iris-setosa
+65,5.2024500002788185,3.556398761937957,1.5659705813787927,0.5243845197878647,Iris-setosa
+66,5.4644950549021845,2.6237280344307026,4.481364623996561,1.1673247446287165,Iris-versicolor
+67,5.525674478513702,2.338897018971699,3.9341202128840314,1.1847457201199845,Iris-versicolor
+68,5.666210860034109,2.206087828669543,3.7795632901314518,1.1252979176741618,Iris-versicolor
+69,5.083805634771433,3.4005229357848124,1.2388655647705311,0.16102508285939698,Iris-setosa
+70,5.0614571127670045,3.112954696411952,5.540939544949867,1.9128186559003286,Iris-virginica
+71,4.930133017754887,3.286514910857059,1.3780221794393142,0.23499362339662133,Iris-setosa
+72,7.0551759073081755,2.793388171116605,6.383646048391049,2.0197499274495767,Iris-virginica
+73,5.220716286477928,3.3917044555900118,1.425133795355741,0.5348398799633642,Iris-setosa
+74,6.7883737169932115,2.6387278291780425,5.413366555723406,1.9560029612614094,Iris-virginica
+75,7.626078469669611,3.137731717837983,6.263718459344428,2.346509209114696,Iris-virginica
+76,6.178399093286772,2.9082259521003997,4.941826641557688,1.882225280813358,Iris-virginica
+77,6.051363945496584,2.8088853173367485,4.852190999302294,1.6487229431392667,Iris-virginica
+78,6.0860196287138635,2.9114849759153776,4.141008439245688,1.2825101213902632,Iris-versicolor
+79,5.063578447910948,3.746713667920536,1.650808155517282,0.2794167829508673,Iris-setosa
+80,7.749375789336637,3.4156438512091554,6.270314534795272,1.9336250178010181,Iris-virginica
+81,7.401477732950902,3.0226446304116927,6.017636088732322,1.9566791047189809,Iris-virginica
+82,6.072435377196681,3.136719011015075,4.953759275570803,2.351888405462761,Iris-virginica
+83,6.886672109166401,3.060283372511447,6.01438750252347,2.18342548739473,Iris-virginica
+84,6.429720125861405,2.6614058692459968,5.03308974468103,1.8766378038672136,Iris-virginica
+85,6.2786596122923655,2.695056199117557,4.669525115404755,1.245647531212182,Iris-versicolor
+86,5.018156643844733,2.459691869012676,3.333468918087307,0.9981264893347724,Iris-versicolor
+87,6.8061012994602015,2.9278366130072246,5.421129199306398,1.7711976300167191,Iris-virginica
+88,5.05760323411436,3.019760931283306,1.6373992530236374,2.021436058003576,Iris-setosa
+89,4.834191553279862,2.9843707537545483,1.4313938291568475,0.16718765052262274,Iris-setosa
+90,5.6929078849252095,2.828371570327701,4.179504110361774,1.0958076783216635,Iris-versicolor
+91,5.057164733819786,3.3995505414687255,1.446242536849528,0.3731180630952119,Iris-setosa
+92,5.232975583696625,3.5864143025446467,1.5528509046510828,0.38674327988098944,Iris-setosa
+93,4.794958572257725,2.990379377430841,1.320533096082929,0.22946486792308707,Iris-setosa
+94,4.516907765511503,2.482440383584825,1.3976463368325092,0.2061875672663016,Iris-setosa
+95,7.114558305352579,3.1559878667694,6.008721011254726,2.4104022995455887,Iris-virginica
+96,5.097754882212696,3.0597909146118742,1.5649191590309532,0.5040236725964826,Iris-setosa
+97,5.69901038005398,3.1100207682730248,5.19004419542919,1.981291105272109,Iris-virginica
+98,6.4972384638769665,3.268018538938253,5.580691875451842,1.983612922497846,Iris-virginica
+99,4.91101802674666,3.763427210926641,1.2653445826751517,0.1528314511700264,Iris-setosa
+100,6.090644492250935,3.0406931429578488,5.010959283889336,1.4187407048298848,Iris-versicolor
+101,6.921605930214497,2.988151256439646,5.907976583252846,1.8223165545715228,Iris-virginica
+102,6.4249481811226135,3.1253940348941995,4.602001302174716,1.6839687748792656,Iris-versicolor
+103,5.6984961718163865,1.927846084821191,3.9150862792960317,0.9174197241307415,Iris-versicolor
+104,6.653556996877885,3.061556378821292,4.86550343608861,1.3279971447271346,Iris-versicolor
+105,5.658221106196375,2.9595047723698285,4.097008159395663,1.3607459282466197,Iris-versicolor
+106,6.298198150006816,3.014152494387276,4.984296741574157,1.5113115146097107,Iris-versicolor
+107,6.401158167775993,3.1273451162440216,5.096217471276938,1.8080335381645787,Iris-virginica
+108,6.496575003510446,3.0127614490112244,5.533972437975057,2.056863446503515,Iris-virginica
+109,4.960435905782093,3.117888728199013,1.4803241868311183,2.018258260093363,Iris-setosa
+110,6.355756484028613,2.7259450111102077,4.856133702212671,1.7652325772927702,Iris-virginica
+111,4.890214404857584,3.5778184020191226,1.482806201094663,0.2892133258326115,Iris-setosa
+112,6.976528650538186,2.8630070335315034,5.4143252766536225,2.0585588730794018,Iris-virginica
+113,5.643695928199001,2.461704410803538,3.6980849071189663,1.0214369996060304,Iris-versicolor
+114,6.143666085718783,2.7016783522087655,3.927239383480572,1.4624351234352282,Iris-versicolor
+115,5.323225189110154,2.332689141039681,3.9504165576514576,0.7657419432166619,Iris-versicolor
+116,5.005966054165293,3.1936548171794774,1.6358708513782532,0.2845648340581189,Iris-setosa
+117,5.018687511095605,3.005769602244732,1.655239937714494,1.3600804155766069,Iris-setosa
+118,5.043515756429029,3.124557672753217,1.5565600709968894,0.24311030616535426,Iris-setosa
+119,5.541088790865541,2.6003807409604898,3.894837040023994,0.9411021716198448,Iris-versicolor
diff --git a/iris/tvae/4/10/test.csv b/iris/tvae/4/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/10/train.csv b/iris/tvae/4/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/10/val.csv b/iris/tvae/4/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/11/synth.csv b/iris/tvae/4/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..996973853dd8de769063cac4f2afaa8bb024b8cc
--- /dev/null
+++ b/iris/tvae/4/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.624450684055899,2.565595732686749,4.7332401731202625,1.4966074977321198,Iris-versicolor
+1,4.7988039507151745,3.099646335719913,1.5100590959158784,1.5205814185909072,Iris-setosa
+2,5.963298798565817,3.1763497613576908,4.748608321779595,1.2366028796424189,Iris-versicolor
+3,5.955536067319885,3.2264853681769194,4.804714528951358,2.007115066556005,Iris-versicolor
+4,6.906223538314023,3.075461809192643,5.464119204972118,2.239228774114001,Iris-virginica
+5,5.6125528785221,2.375649728934986,3.8064451435347855,1.1059497707286812,Iris-versicolor
+6,6.795791607225599,3.2760473943005857,5.502600997358635,2.411532506230798,Iris-virginica
+7,6.235427004571115,3.103920972280396,4.721827101286729,1.4679051319191696,Iris-versicolor
+8,6.415441015104021,3.1553305300048353,4.248001694140073,1.1953135015638368,Iris-versicolor
+9,7.204135962137399,3.2485888768491997,6.155023097690002,2.0460421817613295,Iris-virginica
+10,5.773592045715695,3.0215874283083552,4.632051153087275,1.6710807149576314,Iris-versicolor
+11,6.9177916751547155,3.4928472029386275,5.639245159510106,2.2104046426413992,Iris-virginica
+12,6.087834586035334,3.2815807771585397,4.617936827303036,1.0721567644007968,Iris-versicolor
+13,6.239116458390309,2.642211857130521,5.327876569818552,1.877209513829564,Iris-virginica
+14,5.5374150738754215,3.742955904580473,1.6952544368464635,0.26673822985220164,Iris-setosa
+15,7.361063055440174,3.2838366312340623,6.181958146569831,2.181634962839376,Iris-virginica
+16,6.491163840265109,4.5484382901204,1.3990576923875724,0.44626409702717573,Iris-setosa
+17,6.605001407906235,2.864191054915284,4.283081217251856,1.20319826014589,Iris-versicolor
+18,5.330635267410354,3.6503508648318204,1.3517133268686774,0.27115614819694084,Iris-setosa
+19,6.384472374633648,2.6768786905102715,5.365768221549861,1.8762097685942554,Iris-virginica
+20,6.836765484415599,2.562493301138532,5.728940854711656,2.0686176022405998,Iris-virginica
+21,7.082156393588815,2.9560362313302484,6.182839303858893,1.98549038527652,Iris-virginica
+22,6.132824087047369,3.0992409722202514,5.188821972213667,1.4612637184130097,Iris-virginica
+23,6.807710630786474,3.159056097012521,5.279628444062545,1.9598526841846915,Iris-virginica
+24,4.556892666794348,2.6414189986350367,1.3727652592122068,0.18104080831820057,Iris-setosa
+25,4.984017000988897,3.3586421545616147,1.5066622957075502,0.096542554127027,Iris-setosa
+26,5.20582501022001,3.318419741720621,1.6768587175873175,0.5869928097458016,Iris-setosa
+27,6.140361985935713,2.863860503484676,4.337827413468142,1.2467048771308453,Iris-versicolor
+28,5.373524391282106,3.4579912761823923,1.6174106642237882,0.16911282785789128,Iris-setosa
+29,6.2699773765277005,3.117589894117401,4.991171824297371,1.4334656872218028,Iris-versicolor
+30,6.238075744232862,4.209857183786092,1.5623134561874457,0.38682097690114403,Iris-setosa
+31,6.371729975386034,2.5680392671328365,5.14211386848991,1.89850517641567,Iris-virginica
+32,6.243613959867067,2.9261507816066916,4.323643873750042,1.3617962828240189,Iris-versicolor
+33,4.975308974636772,3.0840488043639587,1.2914262290887302,0.2524085997989073,Iris-setosa
+34,7.1446721914343305,3.037846938773423,6.1413185747559265,2.198012973571879,Iris-virginica
+35,4.93912365937646,2.446583799109688,3.847734371412571,1.2059495914374574,Iris-versicolor
+36,6.136352121552601,2.99376698258094,4.601778245062788,1.925046841588574,Iris-virginica
+37,4.907389258381597,3.3635202352182807,1.456065527499286,0.15523239517562176,Iris-setosa
+38,4.670327654918873,3.164913006380048,1.3107775413269098,0.19228775092844208,Iris-setosa
+39,7.217116593789798,2.6448014571808938,5.436347735174274,1.8259253081999456,Iris-virginica
+40,5.260305323734404,2.611713587228466,4.231091727381551,1.581345633205052,Iris-versicolor
+41,6.366264501068206,2.635877827812048,4.193680994592565,1.3284686454678054,Iris-versicolor
+42,6.07756409612478,3.1951955066304825,4.589158703263031,1.4597506556674058,Iris-versicolor
+43,5.787882741470631,2.7777328883177326,4.5269152700817346,1.229633931394948,Iris-versicolor
+44,6.751310834101966,2.8779254501892226,4.9078193877637295,1.8323396505373664,Iris-virginica
+45,6.195688994071512,3.2516712969160517,5.4010206017715925,1.773751467910744,Iris-virginica
+46,5.282171646232713,3.94527747328023,1.4802433602234757,0.27474351951276094,Iris-setosa
+47,6.230199059959559,3.3532476397674373,4.695700581762323,1.5794903505513074,Iris-versicolor
+48,5.643153446146173,2.5613639733958844,4.067041109968197,1.2758004376290795,Iris-versicolor
+49,6.114661371923712,2.970563707952793,4.8782494160867,1.282814977399023,Iris-versicolor
+50,5.5748600832089314,3.3183630698808173,1.46997665437376,0.1264580102237028,Iris-setosa
+51,5.674905601433179,2.941366292907629,5.418314995332322,1.7106005627959706,Iris-virginica
+52,5.344037040855924,3.4750161034679947,1.3530126394957303,0.3402736297435401,Iris-setosa
+53,7.65734037017255,3.471582701441185,6.376120818326182,2.226046704350376,Iris-virginica
+54,5.222451600190499,3.3644158103482686,1.5308570792968788,0.268860288680143,Iris-setosa
+55,4.991676839162694,3.478806165876521,1.395347745915807,0.0338320347373928,Iris-setosa
+56,5.640101556830622,2.8436152683383122,4.371219840656044,1.8021558388681738,Iris-virginica
+57,6.190096331852154,3.0362609187895484,5.557876533494576,1.4346837528614584,Iris-virginica
+58,5.81775083661361,2.28573332941039,3.7912503669567665,1.388718646704994,Iris-versicolor
+59,5.404665899411408,3.856476726302689,1.443987072652228,0.2596957235799864,Iris-setosa
+60,4.958702897975758,3.392183364867578,1.4661224217213742,0.20578532889792278,Iris-setosa
+61,5.797291624798922,3.0084005979494486,4.207370222438498,1.0274501722897602,Iris-versicolor
+62,5.587709545672552,2.3892424498454132,3.9949980055317513,0.9346518552519715,Iris-versicolor
+63,5.041264864297959,3.085073852600526,1.4082053802875711,0.23001706908092096,Iris-setosa
+64,6.816852222077983,3.0180772718012427,4.41611269246247,1.504591539409518,Iris-versicolor
+65,5.069292852491959,3.183348187250624,1.5913096834766884,0.24331603373497387,Iris-setosa
+66,6.190085727555673,2.5848081305208073,4.888544328154748,1.9677526547712414,Iris-virginica
+67,5.370808026947414,2.58322108981282,1.2147635912159476,0.23501783918615404,Iris-setosa
+68,5.694221739663655,2.8750427572642527,4.2694748013321036,0.8894720958965411,Iris-versicolor
+69,7.0738552719735,2.7345154046754745,6.31969894390142,1.7354539752519056,Iris-virginica
+70,5.879064467029838,2.891242109434586,4.394224276672622,1.1956482951053988,Iris-versicolor
+71,6.814318018901789,3.1735855988971178,5.420892361309797,2.192208878510125,Iris-virginica
+72,5.71598182099843,2.0047621606078816,3.6893009501957645,0.7689933760813656,Iris-versicolor
+73,6.5438929811384945,2.6801161181812563,4.882575730400184,1.6908978704389672,Iris-virginica
+74,6.505972675949462,2.979653728731558,4.977567614777816,2.0069964674557417,Iris-virginica
+75,5.1406638888872624,3.4595205449003066,1.371341865572488,0.15308007184966158,Iris-setosa
+76,6.105789286041193,2.807120371299538,4.626416289359889,1.8846989164080938,Iris-virginica
+77,6.131173609583489,3.411913078619243,4.696680907334515,1.4832556295280637,Iris-versicolor
+78,4.920125495325288,3.0067995017644664,4.789813269134439,1.8231245235573028,Iris-virginica
+79,4.917081694853947,3.7085634797750333,1.6313008533466884,0.08052198729050553,Iris-setosa
+80,6.917856059956553,3.51942574702114,5.924752155300028,2.183088627312939,Iris-virginica
+81,5.81577274675525,2.9550664117278385,3.8540991745777173,1.3288592802048753,Iris-versicolor
+82,5.553288497174527,3.3819721033459036,1.54354432106641,0.19939318745881257,Iris-setosa
+83,6.275586256554981,3.0351812983706252,4.374971645400093,1.2743411342956092,Iris-versicolor
+84,6.947236603601098,3.0311917924165215,6.206892807127214,1.991121360694278,Iris-virginica
+85,5.494606547493816,2.0284221004658214,3.92598225383401,1.2151855205818842,Iris-versicolor
+86,4.3423793876421675,2.264898314487686,1.1985216404459769,0.29489924190044436,Iris-setosa
+87,5.384761964421779,3.4501474096877995,1.4729855152108633,0.3230506307485529,Iris-setosa
+88,4.963829719069888,3.0983630736065537,1.595306354967931,0.16102383002059195,Iris-setosa
+89,6.642884155074131,2.5280179650050707,5.349050011825076,1.87709112460048,Iris-virginica
+90,6.190506857475606,4.269005826650957,1.0417526525263248,0.26731652973506115,Iris-setosa
+91,5.653534429244041,2.9147203815464926,3.8545091657092185,1.4236860665825959,Iris-versicolor
+92,6.960277655562957,3.2314740486593756,4.613138090908141,1.511519989501218,Iris-versicolor
+93,4.999981914402985,2.4515435639404415,3.881427202767871,1.3509025076315253,Iris-versicolor
+94,5.041602420198077,3.498369158510471,1.306947027184619,0.08565661441631323,Iris-setosa
+95,5.6579480157999775,3.8704071635920934,1.8060526729393074,0.39608447021868776,Iris-setosa
+96,5.396832550039692,3.6038222611259028,1.4048401688692962,0.3348496751518868,Iris-setosa
+97,4.537982044974747,3.1853850598457396,1.659504203286735,0.18459736508665767,Iris-setosa
+98,5.824170077341096,2.4710336850385852,3.9349222729482847,1.3182239361158605,Iris-versicolor
+99,7.237806963674336,2.6804766439020566,6.37654776612114,1.692352982151696,Iris-virginica
+100,6.722119375017646,2.8152229829352593,4.832228304983417,1.7197645659404988,Iris-virginica
+101,4.8888715251762935,2.1174603819364837,1.2683346916930558,0.09248842007224509,Iris-setosa
+102,6.07356731400992,2.414213480832438,3.8824961678675405,1.2605303856327088,Iris-versicolor
+103,4.922801024498212,3.0480689418977103,4.941922766922519,1.7709078992520608,Iris-virginica
+104,6.144268090904816,2.993862858445333,5.246476479340345,1.454673649545951,Iris-virginica
+105,5.0023307600882765,3.472129601857401,1.1940645166956498,0.13233885940130433,Iris-setosa
+106,5.814868187207598,3.273551569934052,1.3908718692871482,0.19246189610821074,Iris-setosa
+107,6.353835434281944,3.2072941676469857,4.77801414305728,1.8710051402114711,Iris-versicolor
+108,5.447878449936542,3.9969468262653343,1.400095078398563,0.2215237551396488,Iris-setosa
+109,5.0077124419837835,2.2805770855143583,3.1267260069983935,1.0609580567444237,Iris-versicolor
+110,6.0906341055196425,2.9694494174015262,4.422611719628039,1.3119047102079386,Iris-versicolor
+111,5.360788152500275,2.646494556977221,4.233110759758039,1.3607451340614847,Iris-versicolor
+112,4.834834681856891,3.2880956795106817,1.6518392493068879,0.3303375184270143,Iris-setosa
+113,5.738292246570699,3.0814683890297125,4.725036749440404,1.1736155777071926,Iris-versicolor
+114,5.631800712021148,2.648507446425709,3.6886842505247084,1.0619243323961107,Iris-versicolor
+115,5.596772563234511,2.5566493972022095,4.090246272048808,1.6167878583154507,Iris-versicolor
+116,5.0555174968157575,3.150818139125241,1.6266595468173584,1.4200158532409681,Iris-setosa
+117,4.928332552623024,2.195131014098921,3.311232998564236,1.0354266351872559,Iris-versicolor
+118,6.218533534198353,3.2591276178569033,4.627850782299459,1.3359769787427396,Iris-versicolor
+119,5.30631585612472,2.6471144899095056,3.914514763405727,1.1467105875443795,Iris-versicolor
diff --git a/iris/tvae/4/11/test.csv b/iris/tvae/4/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/11/train.csv b/iris/tvae/4/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/11/val.csv b/iris/tvae/4/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/12/synth.csv b/iris/tvae/4/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..845699f64029b8a24d985b6a94cd5290e3278164
--- /dev/null
+++ b/iris/tvae/4/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.692251420779737,3.125314282582238,4.450205820042538,1.3195071307114272,Iris-versicolor
+1,5.265331500552883,3.0369692496734233,4.011507732602183,1.6229879502628506,Iris-versicolor
+2,5.031227374904607,3.1568210794030818,4.045176507331119,1.4319641204866462,Iris-versicolor
+3,6.331810560749532,3.1230030070571715,5.561438213392763,2.116375536524507,Iris-virginica
+4,4.823603757677018,2.7528306045579596,1.3246091665881274,0.15870918280867302,Iris-setosa
+5,5.1915297793588415,2.897095188265408,4.269402230693807,1.6680792119450325,Iris-versicolor
+6,5.732443134277868,2.645022452595908,5.336596377025426,2.179163959234485,Iris-virginica
+7,5.473685017103817,2.5805760049051605,4.406513825594165,1.354356185726039,Iris-versicolor
+8,5.049159001953143,3.0959284791534847,4.834438784029248,1.9711702512681213,Iris-virginica
+9,6.60240747499373,2.9328917759594315,4.223864038706916,1.2829453604383838,Iris-versicolor
+10,4.5678934797817075,3.0128992344173695,1.4903175564746522,0.18952901462387892,Iris-setosa
+11,6.924228916081377,2.8820915716294606,5.576700255172581,1.9868753525737577,Iris-virginica
+12,5.973870986243564,2.8658973516829342,4.092869082651853,1.1975676714429908,Iris-versicolor
+13,6.053357015344464,3.1016008840535996,4.352194556537766,1.3710643858014768,Iris-versicolor
+14,5.468726833199172,2.69027435242311,4.102911721433873,1.3641626707458006,Iris-versicolor
+15,5.590139615716238,2.7323623610616568,3.282614242814066,0.8853869553757316,Iris-versicolor
+16,5.309754110776994,3.7370828652173524,1.4103707853516816,0.4430261680416319,Iris-setosa
+17,5.112163877518738,2.3865637635420267,3.8834712852297946,1.1686448006403816,Iris-versicolor
+18,4.772809969983346,2.9910138644415816,1.5556679010744912,0.08907314084739493,Iris-setosa
+19,5.80149021351064,2.9721082727722345,4.09152948428061,1.446920199374554,Iris-versicolor
+20,6.464812432634886,3.4521811518881655,5.336038637064462,2.2897455958813664,Iris-virginica
+21,5.6234549770534725,3.7340968031323616,1.5001517688274126,0.20131008241994863,Iris-setosa
+22,7.192065337204706,2.360465065649452,5.4517354685486055,2.024825424567189,Iris-virginica
+23,5.936482095361476,3.145278945404722,4.514171113344088,1.1972548511773262,Iris-versicolor
+24,5.3378558546549275,3.967353923676198,1.5480934506805881,0.34028586483531686,Iris-setosa
+25,4.7767458085618495,3.0657410381130625,1.4217871964110722,0.07722728386226888,Iris-setosa
+26,5.712851888315153,3.085804536144572,4.944010009929977,1.780431462812614,Iris-virginica
+27,6.1116074091313735,3.057900314260462,5.164362289573829,1.8788093343524976,Iris-virginica
+28,7.530268919366873,3.6837412086132613,6.071179202280325,2.257596104819817,Iris-virginica
+29,6.467142856792697,2.545512112010208,4.830530746562401,1.6999209699353992,Iris-virginica
+30,5.00901830905157,3.0267798588117714,1.7035063617768422,0.1929982108830405,Iris-setosa
+31,5.280228179023396,2.6849637911733657,4.054476274523782,1.0098573920052778,Iris-versicolor
+32,5.268770068029806,3.388164552571141,1.2711455185482028,0.6080428530054311,Iris-setosa
+33,5.4505146109362546,2.71125790606536,4.2968131379856676,1.405247205696171,Iris-versicolor
+34,4.6276105511144,2.7154524739564647,1.5901627395997184,0.15895728507388537,Iris-setosa
+35,5.448082239808471,2.7543207372996883,4.516939325048597,1.6365680492306225,Iris-versicolor
+36,5.854734383810271,3.1979153756628413,4.778821264099142,1.6253719873771202,Iris-versicolor
+37,5.9190613083018535,3.079136187295053,4.436804790509231,1.489178639307913,Iris-versicolor
+38,6.816350291669307,2.72420199956041,4.6326087486784715,1.2500973796871206,Iris-versicolor
+39,4.702008939667069,3.602741657518762,1.4096185069663616,0.17761896772596564,Iris-setosa
+40,6.712881812123212,2.753676521724415,4.2404582284736465,1.2640494753795255,Iris-versicolor
+41,5.425174563616238,3.126600242926499,1.7191139774614483,0.2815008546141479,Iris-setosa
+42,6.021839749725952,3.067343657333139,4.333962022666597,1.5110381044307786,Iris-versicolor
+43,6.11236916367302,2.7754372709276143,5.004396438789258,1.4043087653805675,Iris-versicolor
+44,6.241583065684017,2.828636771401995,4.375152438085546,1.4490919547227157,Iris-versicolor
+45,4.771221193764912,3.291044337719818,1.3729778543095845,0.056561190264206085,Iris-setosa
+46,6.502925574722521,3.081405345513131,4.4876345054264135,1.9319953902444116,Iris-versicolor
+47,5.3844775001723315,3.316170104821879,1.579212532778211,0.573237740643759,Iris-setosa
+48,6.744205868044181,3.368761690471246,5.766328507291441,2.432665733275592,Iris-virginica
+49,6.022871738696455,2.9580214229425845,3.589108396209113,1.1073913402778877,Iris-versicolor
+50,4.82431604311588,2.827654253051382,1.4014787272775608,0.29151770080029404,Iris-setosa
+51,5.821139703383021,2.7962143042753818,5.176273124352004,2.147369910893738,Iris-virginica
+52,4.9203343380164934,3.2593393147280207,1.6173272107869534,0.18645543700592596,Iris-setosa
+53,6.398601194568393,3.314392405949219,4.576557231770026,1.364848032576063,Iris-versicolor
+54,6.330763758612679,2.8825887673787767,4.511285207676744,1.0994545196204628,Iris-versicolor
+55,7.658459239415554,2.6401944590810706,6.631772274435021,2.183085757122312,Iris-virginica
+56,5.797384814743397,2.8967278130720144,4.12016515148631,1.302575029014777,Iris-versicolor
+57,4.9826534055002885,3.2023990845993655,1.5126066109772227,0.20546789947594798,Iris-setosa
+58,5.011138280954606,2.9125200351601257,1.6472614525199671,1.1602698988979872,Iris-setosa
+59,5.8894524084157345,2.8191989998567193,4.251204196655223,1.4712951869500326,Iris-virginica
+60,5.100056862176717,2.8186834779182925,5.081125387369767,1.7126791142969817,Iris-virginica
+61,5.043086697105894,3.233559906928593,1.715984903204554,0.21274090836769688,Iris-setosa
+62,6.25613435727349,3.15910801664058,4.602007100272942,1.8365876700378896,Iris-versicolor
+63,4.597103893885766,2.7237856069282165,1.4065728974549734,0.13158764979729315,Iris-setosa
+64,5.0286790294333885,2.9107029296540166,1.4954375476215203,0.14038203043675665,Iris-setosa
+65,4.477428737630918,2.656126470631759,1.3889572325004444,0.07167431347846412,Iris-setosa
+66,5.822135575604831,2.685111075490252,4.238423825100542,1.0830324610364686,Iris-versicolor
+67,5.140737409696319,3.5153947804170826,1.655844211949749,0.15382051484118425,Iris-setosa
+68,5.931812618452119,2.916957809981637,5.014816562745831,1.4267582147415396,Iris-versicolor
+69,5.065666547717992,3.795721586822658,1.4574924487726983,0.256617438798987,Iris-setosa
+70,5.11063071172331,2.3340180730109923,3.498066581556711,1.2080137193519027,Iris-versicolor
+71,6.636278457992964,2.561681505116768,4.562481987162952,1.5844082985888335,Iris-versicolor
+72,5.188212744607236,2.9422901547827167,4.856741981009543,1.9163728625438574,Iris-virginica
+73,5.980118213429189,2.7174734944094294,4.897090384354729,2.0356273967287284,Iris-virginica
+74,7.636222065729304,2.73781389146312,6.1829956331536895,1.9925492466257153,Iris-virginica
+75,5.148592390946622,2.9496374426597396,1.3156892115237822,0.22153342692128375,Iris-setosa
+76,5.492028152033869,3.8131676046607508,1.7168380115007609,0.33439669750808404,Iris-setosa
+77,6.183094475146985,2.6885870177147977,4.44054144392107,1.2395505655179748,Iris-versicolor
+78,6.718433914415594,2.8533850807490477,4.806974449558307,1.511433378546244,Iris-versicolor
+79,5.2508572645155205,2.520696387042314,1.105230033518397,0.07492814275519188,Iris-setosa
+80,5.920979193488983,3.1687302386603196,4.547572732835544,1.5522049733894656,Iris-versicolor
+81,6.26604113490239,2.771507860698622,5.3278980008082915,1.7869780318629354,Iris-virginica
+82,6.044941836897692,2.571040774205444,3.9455396276939485,1.1357804884093752,Iris-versicolor
+83,6.487140182181735,2.7987641425658643,5.735200496388664,2.1040105364432113,Iris-virginica
+84,5.450945617611561,2.7107828369166427,4.351983056164613,1.0874171197156222,Iris-versicolor
+85,4.979361565649503,3.1881731970662766,1.5278741304102974,0.35018269701453575,Iris-setosa
+86,5.506945161188115,2.147838415123231,3.975933792963045,1.1157892392592208,Iris-versicolor
+87,6.2771043998197005,2.9414026780276084,4.4145732844822,1.2635169621868227,Iris-versicolor
+88,6.894871036258153,3.3679665078320067,5.641161343064947,2.30118312042518,Iris-virginica
+89,5.980317600180558,3.73811357715248,1.6012175729901306,0.2676750893550359,Iris-setosa
+90,5.278745521151531,3.993514090633097,1.3974394016762912,0.3251777575410724,Iris-setosa
+91,6.127033625385488,3.1483040622072447,4.218568703574558,1.375185329424442,Iris-versicolor
+92,5.008244387418975,3.2875117803445026,5.101045241393956,2.0652747798759035,Iris-virginica
+93,6.468529899226821,2.764185646954805,4.817476197835575,1.902788342587014,Iris-virginica
+94,6.973744089320403,2.6450285318400457,4.646395369864546,1.072384834748847,Iris-versicolor
+95,5.919282059128857,2.8186742758278376,4.818000460712247,1.6661058518039054,Iris-versicolor
+96,6.514218865449337,2.9564607304480486,5.387531084273731,2.1601166715853966,Iris-virginica
+97,5.745109630096461,2.880696638563964,5.055856767299939,1.8115881877604705,Iris-virginica
+98,5.636280087670043,2.845643086500387,4.736650199509773,1.1387185282197438,Iris-versicolor
+99,5.967000942823339,2.9512031040807223,4.533334249425263,1.6304133101956548,Iris-versicolor
+100,6.830222552375842,3.2709706836099497,5.730353554211723,2.1597254926213214,Iris-virginica
+101,6.260126129312162,2.9748438008136078,5.334375407699315,2.0792215610920506,Iris-virginica
+102,5.39801329467641,4.106849143051228,1.7217864864216814,0.2966966130936719,Iris-setosa
+103,6.927045980879425,2.7152006502345323,4.692319432492027,1.4335325106482346,Iris-versicolor
+104,4.860648361351762,3.564871370031769,1.569386182118957,0.08693709319502627,Iris-setosa
+105,5.569305020184762,3.1129519704119106,5.2449616819696905,1.6113070651574688,Iris-versicolor
+106,5.716571774403746,2.631567036429158,5.275872834320171,2.2805118766984616,Iris-virginica
+107,4.792725073199113,2.723648542848772,1.4017879357363423,0.13314425978209724,Iris-setosa
+108,5.708679467720683,2.0751960828432887,3.8811944005160885,0.7850719963527945,Iris-versicolor
+109,6.211056233349009,3.127858661998588,5.542601286679299,2.236712485177633,Iris-virginica
+110,4.9739905148032655,2.9740428775341354,1.4261670885332582,0.17136708987864924,Iris-setosa
+111,6.428105097861129,2.738311642039846,4.64751179894665,1.6852371343031334,Iris-virginica
+112,6.680927005122509,3.135653212369071,5.035928470837516,1.824585585979647,Iris-versicolor
+113,6.416106906785489,3.1108703774907474,4.65070219772607,1.555787167448992,Iris-versicolor
+114,5.596557219346471,2.920803991515023,4.282944009070664,1.1605243319019913,Iris-versicolor
+115,6.944832859872396,3.531725697417539,5.7024559635151215,2.2139354923042305,Iris-virginica
+116,4.976539628782645,3.5314190878107588,1.6619864484808686,0.1464736287556912,Iris-setosa
+117,6.316611514192913,3.2189094129311773,4.865174562216693,1.6982768415954417,Iris-versicolor
+118,5.783440452001383,2.598232723909073,4.129066245887584,1.2513885470737738,Iris-versicolor
+119,4.849308478598515,2.8900090347695038,4.711617872860668,1.6192879082618694,Iris-setosa
diff --git a/iris/tvae/4/12/test.csv b/iris/tvae/4/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/12/train.csv b/iris/tvae/4/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/12/val.csv b/iris/tvae/4/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/13/synth.csv b/iris/tvae/4/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0540869e1aca2ada7d2dae4914415c277b7a5c91
--- /dev/null
+++ b/iris/tvae/4/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.425095415227991,2.7725720488315506,1.3218769064748495,0.0700038747778951,Iris-setosa
+1,6.7027310210811315,3.168765074571801,5.016025913118014,2.0667270639541897,Iris-virginica
+2,5.577063534249763,2.741670901674375,3.964105893965578,1.4973242141505683,Iris-versicolor
+3,6.988587872537334,2.904471469258126,4.857143739549947,1.63346433092327,Iris-versicolor
+4,7.006184793182024,2.6123956195130993,4.91468190281187,1.4901310424791774,Iris-virginica
+5,5.099584033241665,3.1651344123704193,1.3373785236879174,0.3461698026387644,Iris-setosa
+6,5.172961767294087,3.5880911177340713,1.5653759195502386,0.2983913931183098,Iris-setosa
+7,7.0875558394875675,2.646120723944401,5.804265694687124,1.7012246756272724,Iris-virginica
+8,5.707027417282689,2.9010722706184984,4.9165658301281345,1.9136700660581951,Iris-virginica
+9,4.964413375649842,3.092207660993292,1.3467872614119036,0.17395597737818108,Iris-setosa
+10,7.339631182453423,2.6939278579471293,6.246840300681674,1.9107613086982913,Iris-virginica
+11,5.161931397996703,3.2861209548950576,1.7414042289258407,0.6527484998745374,Iris-setosa
+12,5.767275620416241,2.9671038446807727,4.04874887826261,1.2651707669201941,Iris-versicolor
+13,5.423261574043894,2.7045896371143536,5.036938708419691,1.8655098683776927,Iris-virginica
+14,5.229054338707532,2.5187259624726592,3.741848899722833,1.0362284737150675,Iris-versicolor
+15,5.138572374729539,3.136300870942604,1.5357443331911953,0.34527670631330754,Iris-setosa
+16,5.6308243021696915,2.521491546364779,3.833673643138315,0.7244239503286451,Iris-versicolor
+17,7.242335878734898,2.967937474348846,6.160911071387762,2.1627192156063084,Iris-virginica
+18,5.408819424958103,2.836862304553238,4.336850441046201,1.6159009660854406,Iris-versicolor
+19,4.998224179463845,3.049422211771047,1.576041457971534,1.2048370497063523,Iris-setosa
+20,6.254793476964116,3.2850647394733725,5.180768749729451,2.2533556831950854,Iris-virginica
+21,7.526283239731725,3.2036111799584694,6.661814912390945,2.1933996657335726,Iris-virginica
+22,8.121515972466739,3.2772743846612507,6.730519785913014,1.8981312284497631,Iris-virginica
+23,6.391451190916751,2.9456881912086477,5.039195030411954,2.0080270351125833,Iris-virginica
+24,5.8405233499304945,3.2944906511521737,1.6264640290819663,0.23738116041411988,Iris-setosa
+25,5.144632167456068,3.319969073679193,1.4862632951118913,0.28449364843225083,Iris-setosa
+26,5.04045250528141,3.663281807227383,1.3314775553332585,0.2581092710251529,Iris-setosa
+27,6.671883385233027,2.8461382236517383,4.761127547190691,1.571203685986076,Iris-versicolor
+28,5.4232831436881135,3.4178509817068865,4.887450155245764,2.465959511619888,Iris-virginica
+29,6.606587255533871,3.1486159251493695,4.784863700267269,1.1567249626692027,Iris-versicolor
+30,4.521191962512104,2.6964891910631534,1.3369747355583248,0.2145597720117221,Iris-setosa
+31,6.863052979858663,2.6633891110813748,4.985328983508054,2.022295248266995,Iris-virginica
+32,5.2678853243600035,2.7885705741826863,4.484145166016634,1.414768895084117,Iris-versicolor
+33,5.07821137776611,3.2519850183265704,1.6333376250512819,0.4006935001287114,Iris-setosa
+34,6.541173355584482,2.9518483278227,4.149787196396221,1.7540825357933336,Iris-versicolor
+35,5.117722051189587,2.8430205874623526,4.003572013668292,1.0055944016328262,Iris-versicolor
+36,4.869583722097997,3.0289958572739377,1.5967840497948425,0.13816908826093308,Iris-setosa
+37,5.1762756182224114,2.11451938784332,3.871104955236645,1.2540578554760176,Iris-versicolor
+38,5.287679102916602,2.4340146529237003,4.318137791304333,1.447495395793159,Iris-versicolor
+39,5.3614090994078145,3.774715429439924,1.4113028625634214,0.44440886695926535,Iris-setosa
+40,6.82704203240428,2.897321828937192,5.524960285627834,1.7516466036152423,Iris-virginica
+41,5.405366229156394,3.536715602228653,1.4537737603123295,0.30643314473750555,Iris-setosa
+42,6.2764080735396375,2.7629433513772534,4.778416354640211,1.8538605346029624,Iris-versicolor
+43,5.257979505784979,3.653222632001035,1.6234872439688584,0.27151879207054874,Iris-setosa
+44,6.3905225059710835,3.2074492664127563,4.199139947853297,1.4391080246951382,Iris-versicolor
+45,5.2114476756816,3.7226977989344867,1.4363166340646263,0.29099013808991653,Iris-setosa
+46,4.862207581184481,2.9838210694244025,1.7569907023840288,0.03582370934699611,Iris-setosa
+47,5.072663115041982,2.9395020827956535,5.040176293976952,2.0338130005586903,Iris-virginica
+48,6.354811078302326,2.53990132972771,4.408388725198875,1.3388791042525674,Iris-versicolor
+49,6.629225066056146,2.7284709633466826,4.950919646721817,1.8348327331465846,Iris-virginica
+50,4.8867658290922815,3.2866593863440294,1.4817968695371282,0.24797492427764467,Iris-setosa
+51,5.913721674073539,3.3450490734637737,4.805039662632326,1.1822627141719264,Iris-versicolor
+52,5.339122310378874,2.535048661232032,4.525323859809561,1.6198926975890953,Iris-versicolor
+53,5.1042829787643775,3.434096661112666,1.5040349746499142,0.4954912698007107,Iris-setosa
+54,6.137762551372637,3.2937017332323832,4.530060046274743,1.3659212472344433,Iris-versicolor
+55,5.612295462799523,2.573317094351074,4.53198890466735,1.4135470169495319,Iris-versicolor
+56,6.964756970359808,3.1223376216809666,5.641422790231291,1.5349987435807402,Iris-virginica
+57,6.804744758864159,2.9004838416224237,5.387204227985696,2.2463744248519015,Iris-virginica
+58,5.412825367738318,3.401014869173451,1.6591368067398675,0.2544995003135405,Iris-setosa
+59,5.848251099824618,3.049619122056089,5.142420185109111,1.9393939179960331,Iris-virginica
+60,6.105635218978249,2.5381962250975096,4.155846682843947,1.1967913369035523,Iris-versicolor
+61,4.847091011080856,3.0755073565909155,1.6355925881590672,1.480791515406643,Iris-setosa
+62,4.769054363441614,3.2536981298641834,1.6148646898867696,0.2592037726242815,Iris-setosa
+63,4.992523424763406,3.1683667683165773,1.5449110409358195,0.31773545500114186,Iris-setosa
+64,5.062579821150604,2.526500588714843,1.1845799869474003,0.09003018742114482,Iris-setosa
+65,6.809584500755103,3.2133134054053025,5.596978705033629,2.4167811305466604,Iris-virginica
+66,5.006228216761463,3.727311327636817,1.4285267999487443,0.21034102280779074,Iris-setosa
+67,5.423800237956701,2.2281835078304266,3.7049032478617487,1.17326840283991,Iris-versicolor
+68,7.386167717988728,2.8952827597758626,5.937995313173573,1.938116610097301,Iris-virginica
+69,5.983486668139643,3.020968324619322,5.017536831672401,1.5792300376687383,Iris-versicolor
+70,6.346854817750916,2.9760219714920693,4.5122891063236645,1.4002666645689348,Iris-versicolor
+71,5.867535554701855,2.693727143357206,5.220994350168799,2.0035116553193926,Iris-virginica
+72,4.566852710050091,3.416714120233468,1.409022278087771,0.018995669983259522,Iris-setosa
+73,6.3921185996831955,2.9980005705521298,5.36727846032569,1.596184579838678,Iris-versicolor
+74,7.251895071457636,2.6213915566151904,6.51882450802607,1.7903665594842448,Iris-virginica
+75,6.245517604477176,2.5833421210335117,3.9589780518999778,1.3256345229425603,Iris-versicolor
+76,4.928980837171705,3.005999780778493,1.483235617196259,1.3842659182711816,Iris-setosa
+77,6.196060053965433,4.450894049234594,1.4612950051773579,0.2867525857146027,Iris-setosa
+78,5.910981290364623,2.4380513970164976,3.912683481950888,1.2559890608107698,Iris-versicolor
+79,5.7434500784523586,2.978801709852775,4.016420143719254,1.3632515523553472,Iris-versicolor
+80,4.9829360188403635,3.2672716309291303,1.69167731750621,0.0625954942077058,Iris-setosa
+81,5.329891656342143,3.484842278647731,1.6068206572445873,0.2652770120571387,Iris-setosa
+82,5.209850018622972,2.525938148719732,4.195895203177864,1.2259346706650303,Iris-versicolor
+83,8.575191195545711,3.6695657538148825,7.242183571148432,1.8810512079660264,Iris-virginica
+84,5.199497766176124,2.322295673386834,3.822520453158494,0.9845997103689382,Iris-versicolor
+85,5.309394330998257,2.771216379340414,3.740766340487945,1.0573998454342832,Iris-versicolor
+86,5.9787019996125546,2.9654210261259117,4.901234863908338,1.6521845472386398,Iris-virginica
+87,6.696942923795609,2.4115677252761474,5.08377239547095,1.8150626025420566,Iris-virginica
+88,6.680163894668548,2.7320338948741254,5.21372369606213,1.918660901595637,Iris-virginica
+89,6.263020057246972,3.1054529078632993,5.003123486538884,1.5879019824232452,Iris-virginica
+90,5.818416734357368,2.9672026093332478,4.465196916944831,1.5322514469306465,Iris-versicolor
+91,5.263883464083055,3.2681627375451887,1.3651612613776678,0.21024503243068465,Iris-setosa
+92,6.699054821576438,2.6387545685535887,4.860582072819321,1.6184315314702966,Iris-versicolor
+93,6.711543792483196,2.8699674824359893,5.333665287501973,1.5953392901520809,Iris-virginica
+94,5.1941034244636795,3.2182156667364725,1.602967219127381,0.18630079498033048,Iris-setosa
+95,6.308895088366835,2.951820538944811,4.969764827715596,1.8487240450490587,Iris-virginica
+96,4.958850132357282,3.1561091895466675,1.5318798257727737,0.0967001842616367,Iris-setosa
+97,5.213846330169972,3.3316803581669077,1.6196147095990394,0.16378155849384596,Iris-setosa
+98,4.463984380337541,2.481799722902188,1.4266613175706055,0.007512403093115516,Iris-setosa
+99,5.911355174538345,2.9325332210816395,4.169168059409267,1.3820835407105392,Iris-versicolor
+100,4.4759099727084575,2.710315656808066,1.5910156785238416,0.23686005116321285,Iris-setosa
+101,5.237327226416697,2.190422876702038,3.909925070856653,1.2579821577635943,Iris-versicolor
+102,6.146179980100806,3.2932570980549127,5.217002964837979,2.3459527043012054,Iris-virginica
+103,7.267718170835647,2.9273942766309706,6.036693946460913,2.3113866302505097,Iris-virginica
+104,5.0637306532078075,3.385745487323877,1.2824963544853725,0.34179816761263887,Iris-setosa
+105,7.1883521327314845,3.336288558885102,6.0252466210011875,2.1719264292919367,Iris-virginica
+106,5.674941677012923,2.7086182347276107,4.157083670785776,1.3048868984494213,Iris-versicolor
+107,5.074669335652145,2.1962401861973966,3.9534855312860007,1.092295813641531,Iris-versicolor
+108,6.405375268113577,2.8592934976882654,5.330909469810137,1.9614244902663684,Iris-virginica
+109,6.194766020037924,2.8722824702200103,4.471223602327008,1.1607813370850044,Iris-versicolor
+110,5.190282797756372,3.964743834007872,1.5772988356624515,0.2611791098003582,Iris-setosa
+111,5.718322933424911,3.1141781627364287,4.374908076817584,1.4170891413537008,Iris-versicolor
+112,5.625734417424526,2.6016631956589644,5.043910503395023,2.0974113388642865,Iris-virginica
+113,6.589120976861911,3.0230013018720077,5.243713322923069,2.194019370023741,Iris-virginica
+114,5.968857146349322,4.1099657640217675,1.492652122500402,0.40416315383765167,Iris-setosa
+115,5.3058837250489805,2.439086679813918,4.68607049266005,1.5599917891887376,Iris-versicolor
+116,7.047948254292672,2.9631900036348737,5.97973962034126,1.8219491280242042,Iris-virginica
+117,5.765425571963814,2.710268861229604,4.328299534657822,1.1968590571743276,Iris-versicolor
+118,5.299878455476835,3.3658875566227313,1.433146557879289,0.3760533615140431,Iris-setosa
+119,6.79526297617461,3.0569371928452886,4.681765541491378,2.020500259406505,Iris-virginica
diff --git a/iris/tvae/4/13/test.csv b/iris/tvae/4/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/13/train.csv b/iris/tvae/4/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/13/val.csv b/iris/tvae/4/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/14/synth.csv b/iris/tvae/4/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7c8ae9a028853a516c3718e3f922812107aa585a
--- /dev/null
+++ b/iris/tvae/4/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.612485727138311,3.70400596098216,1.396713282417157,0.3873390839360534,Iris-setosa
+1,5.255604478901203,3.4515151627765657,1.371496000005521,0.3246517878912837,Iris-setosa
+2,5.285961958337034,3.5641454937207486,1.5081020268206966,0.27057032666738795,Iris-setosa
+3,5.976630568490738,2.9958527129617702,4.351847488567936,1.6824388911590786,Iris-virginica
+4,4.95852587026904,2.7780816432143256,1.5998844546206068,0.07779860530820096,Iris-setosa
+5,6.571727296650319,2.5677687363193415,5.488667201009234,1.4678718372982082,Iris-virginica
+6,4.885233614813695,3.337757369613018,1.5830007956575405,0.11806294350414115,Iris-setosa
+7,5.269122602715057,3.6450139226945795,1.4236102023854933,0.39600299591486776,Iris-setosa
+8,5.317676718266833,3.335704854608095,1.249912474807047,0.1469609233793079,Iris-setosa
+9,8.10566084052065,3.9113553530554315,6.26753730902885,2.2462138462585806,Iris-virginica
+10,5.779920381850471,2.745544027972192,4.45661090299781,1.5560759448044883,Iris-versicolor
+11,5.060738241316382,3.361496984103342,1.664183773325676,0.19081058455271133,Iris-setosa
+12,5.366369579338492,3.7568106752887527,1.3157757013875129,0.1828543939996372,Iris-setosa
+13,5.075204991675402,3.2361053185407362,4.938514915390066,1.255612003363654,Iris-setosa
+14,5.811120184426658,2.852794501557554,4.471186133283793,1.300004780705824,Iris-versicolor
+15,5.121266829430305,3.3486644602632096,1.380717818055792,0.2167669084763035,Iris-setosa
+16,4.717271489740186,3.859703578385746,1.2967324148765056,0.21753803669174843,Iris-setosa
+17,5.053443047123455,3.2393496098665593,4.805698614762453,1.4393191143729036,Iris-versicolor
+18,4.996609229313252,3.3432398321643317,1.5860401943829798,0.2872695693540477,Iris-setosa
+19,7.182754882939388,3.085602155911859,6.176287326478574,1.9516697611420752,Iris-virginica
+20,5.660305653047148,3.1254486287382126,4.430105786618441,1.3036565164405958,Iris-versicolor
+21,5.83570540608867,2.610922215313662,3.783498684805454,0.8067409048789347,Iris-versicolor
+22,5.4126211131168755,2.536027628740619,1.3458352421675392,0.14112261156144798,Iris-setosa
+23,5.674994982045935,2.430031846983421,4.2564759501204,0.9253371835266709,Iris-versicolor
+24,5.954192060290888,2.780975513233421,4.37380002744524,1.5676690168594722,Iris-versicolor
+25,4.905227490196327,2.903576799422219,4.604214346532287,1.5261219964717128,Iris-virginica
+26,5.7770532499641,1.8265938794710799,3.123126936887421,1.3155121721472642,Iris-versicolor
+27,6.599475003836684,3.111393126239978,5.2334048008777545,1.7789646624070325,Iris-virginica
+28,5.07382451212119,3.4527462336885297,1.5067603869525927,0.26869307433115197,Iris-setosa
+29,6.59390493811485,2.9496150252627378,5.107557302730903,1.7775444659394468,Iris-virginica
+30,5.0158716013867775,3.248206410041031,1.7442405462279433,0.13163908131372695,Iris-setosa
+31,5.04784559199567,2.314794107240195,3.7996322150205373,1.3287084251226429,Iris-versicolor
+32,5.130165060520172,3.0084955955940624,4.829146918966604,1.5375847906817806,Iris-virginica
+33,4.974087078335094,3.1513973742981003,1.5273365926512807,0.1391191346609159,Iris-setosa
+34,6.76117411804562,3.114089044269682,5.903137187525326,1.7556753334245694,Iris-virginica
+35,6.082371869620342,3.031138362346583,4.0530938202804805,1.5038070946661426,Iris-versicolor
+36,5.215366713209878,2.7998878067179698,3.9784629776091727,1.2652869085466372,Iris-versicolor
+37,5.058385172134906,3.6485270445307822,1.5941389665232504,0.5603276033333394,Iris-setosa
+38,5.228985533504884,3.3103998331543325,1.5400346746201647,0.4017565347119453,Iris-setosa
+39,5.153629684114768,3.15144261971147,1.4736488091559732,0.18452270012958671,Iris-setosa
+40,5.5280489268578705,2.060117990069946,3.443992345246916,1.0905958843798436,Iris-versicolor
+41,4.820577080706571,2.9136236905316597,4.226662176593147,1.4405524300593833,Iris-versicolor
+42,5.577185277994305,2.6978060430646886,3.5991845743446986,1.1090359693395815,Iris-versicolor
+43,7.1317392103546124,2.7228751632527235,5.384208281911454,1.860030820265442,Iris-virginica
+44,6.306336354850145,2.8032294458618665,4.919580490126632,1.790312191180684,Iris-virginica
+45,6.516222321768574,2.801660668716052,4.5874607393836975,1.62385338256748,Iris-versicolor
+46,7.368354788337844,2.9251208635268005,5.779287728577735,1.9806591756672547,Iris-virginica
+47,5.995944842762338,2.9569784797652057,4.824026428267477,1.6469805448923311,Iris-virginica
+48,4.784508794970685,3.086217231484614,1.7612536787482838,0.08912073175437582,Iris-setosa
+49,4.866241892703719,2.331222472602011,3.4175111560070417,1.372753290923693,Iris-versicolor
+50,4.774953460668982,3.0615346121323803,4.679150424775975,1.5190903331144694,Iris-versicolor
+51,5.837686159078105,2.549605851690088,4.899452170333391,1.1382372499493025,Iris-versicolor
+52,5.087242337284271,3.9736091442715162,1.7058102896644762,0.3180361931343406,Iris-setosa
+53,6.517168664379062,2.9134766568022297,5.066133047182305,1.8825632112605346,Iris-virginica
+54,5.801679715575614,3.575010275311932,1.585354287250174,0.2170923934726781,Iris-setosa
+55,5.793418041144411,2.86150923066676,3.9784918288275777,1.168241319358248,Iris-versicolor
+56,5.278499401506393,3.1585712874376455,1.5019942627759588,0.3028702813280751,Iris-setosa
+57,5.25280919347669,3.5296208040388692,1.5115964995582913,0.13012484367398133,Iris-setosa
+58,6.216535591993216,2.926680034369384,5.083634115328107,1.4293182900168158,Iris-versicolor
+59,6.677781548962914,3.2329242762954387,5.1811854341675385,2.375277448830951,Iris-virginica
+60,6.5732819339599216,3.06093608748028,5.814383487237875,2.1280327625599953,Iris-virginica
+61,5.706612662324191,2.8483954895712333,4.462890449617031,1.6357804083422391,Iris-virginica
+62,5.180748462908415,3.5885050828456424,1.4465486356123793,0.259416849607202,Iris-setosa
+63,4.845969090191124,3.5950844308075274,1.5153653387107084,0.14615114677119773,Iris-setosa
+64,6.192950461329823,3.026506150391443,5.194885833400838,1.8378672116368815,Iris-virginica
+65,6.179955449820381,3.3553004071080634,1.7753997935918817,0.23444183492882986,Iris-setosa
+66,7.620639505941233,3.121270844626563,6.413843175580974,2.278732617750675,Iris-virginica
+67,5.164996155890981,4.2674578271304835,1.370890108006274,0.23438125272354865,Iris-setosa
+68,6.020717125335483,2.853044421282933,4.388055794836123,1.413501039002623,Iris-versicolor
+69,4.727574732141394,2.573973879937018,3.561064103592158,1.223190435461602,Iris-versicolor
+70,4.634771530938247,2.5584609028708565,1.5259088938051075,0.1255324579043872,Iris-setosa
+71,6.220098677289268,3.5200883480882856,1.4929224461973993,0.2676603960935896,Iris-setosa
+72,5.7157062657573565,2.763539754971079,5.187828041750011,1.6180911577902024,Iris-virginica
+73,6.67479732533412,2.781275279600103,4.58547534311565,1.27696759615367,Iris-versicolor
+74,5.0120296789940255,3.172923353307626,1.6043931814901204,0.31590510376264824,Iris-setosa
+75,5.526948580994312,4.11129854224979,1.7066390079347844,0.27735102919389265,Iris-setosa
+76,6.017746334564133,2.7201789724437777,4.9497492968816035,1.6147294537070815,Iris-virginica
+77,6.260105853398521,2.819993871272596,5.036891244700892,1.3666084025292504,Iris-virginica
+78,5.97616810810507,2.4939268304910747,4.26488149659273,1.2579043286697469,Iris-versicolor
+79,6.101614497218886,2.899512355672007,4.764624865288214,1.5900263987154433,Iris-versicolor
+80,5.6022335164445325,3.1292930833892947,5.0050701691714305,1.7970758110283231,Iris-virginica
+81,6.122469048620986,3.0637833731992394,4.281054325184524,1.3052454703230865,Iris-versicolor
+82,5.957738576868818,3.197164596125295,4.701877187707641,1.7577100167742155,Iris-virginica
+83,5.450068299478516,2.762599816239866,4.4575264125864695,1.2419214508782006,Iris-versicolor
+84,5.988741115338978,3.147803640972878,4.709362821526492,1.8277417898330912,Iris-versicolor
+85,6.211961628015546,2.8605491068504865,5.552363106504359,1.963157712809349,Iris-virginica
+86,6.090436072864048,2.93323500571507,4.4543524728226584,1.4238470394070746,Iris-versicolor
+87,6.969752820061446,2.972838549117686,5.431695641925949,1.7537759691310053,Iris-virginica
+88,6.980926574077921,3.301909842631499,5.983864609816642,2.3085579254707023,Iris-virginica
+89,5.990868415806014,2.9399656437092894,5.120244753544508,1.7160451533775116,Iris-virginica
+90,6.259232443871207,3.009316536764146,4.291122754858714,1.2856150481614166,Iris-versicolor
+91,5.330339011798723,3.7777863505524656,1.557046498465802,0.47480845274740313,Iris-setosa
+92,5.702192331334995,3.022240583717491,4.68953027878774,1.0254541080582749,Iris-versicolor
+93,5.424378520690751,2.6900088594216163,4.284524726641106,1.3769270730257526,Iris-versicolor
+94,6.305898659482035,2.342229736524184,4.955261953384538,1.7657903267676542,Iris-virginica
+95,5.931545806200697,2.8339206194571624,4.813023349079758,1.6653422877281414,Iris-virginica
+96,6.088464242225544,2.4864946854779264,3.774312963245733,1.1488284602795522,Iris-versicolor
+97,5.328946301137885,3.0299182965496905,1.332250186098051,0.16013702075038083,Iris-setosa
+98,6.081475420089664,2.4857388508640175,4.857219970688366,1.7285290019320985,Iris-versicolor
+99,5.066775527937085,2.573043804034405,4.363431800750439,1.392752693017662,Iris-versicolor
+100,4.740302885029883,2.992128200460331,1.6425129775528664,0.24939266785722358,Iris-setosa
+101,5.261146246571072,2.9028205329010004,1.4133994906375675,0.19492154242334686,Iris-setosa
+102,6.258589883562388,2.710794407790591,5.131569848791582,2.1072312159848243,Iris-virginica
+103,5.105101134032377,3.3452528962949337,1.4913505782204188,0.34935613192406395,Iris-setosa
+104,5.81676866129403,2.5926617348782948,4.534592997603147,1.3419081520057927,Iris-versicolor
+105,5.879801129825286,2.6892255300360524,4.632233993866585,1.328564287344003,Iris-virginica
+106,6.2976130810926385,3.310428649704123,4.666781808238667,1.3924258642701637,Iris-versicolor
+107,5.443575434516902,3.7234826505000123,1.6041524860180403,0.2570685146240112,Iris-setosa
+108,4.992417117876287,3.0060400934691853,1.4751993875497984,0.03351740174207035,Iris-setosa
+109,6.347746323165465,3.0486056782793964,4.287243528458205,1.2577005631882803,Iris-versicolor
+110,6.181455949748878,3.116345418694103,4.831484409882524,1.6275397366055417,Iris-versicolor
+111,6.295464366403181,2.6755683784563,5.13798897991655,1.6803161989257691,Iris-virginica
+112,5.435302467827933,2.179625660854219,3.2425203075687157,1.0015375522014631,Iris-versicolor
+113,5.468042458029423,3.5635917778210437,1.533951465055582,0.34068066945099473,Iris-setosa
+114,5.374866596345336,3.163424806817659,3.722600425510408,1.0478970875629785,Iris-versicolor
+115,4.815719208540904,2.8031440316535776,1.364955735127957,0.06316945453651038,Iris-setosa
+116,5.919763831540094,2.8181229611491148,5.106485254842143,1.7474623965973053,Iris-virginica
+117,7.261529166480358,2.841571578193315,6.030866451935672,1.756881627534526,Iris-virginica
+118,6.217470890198715,2.827561691384445,4.751133807904866,1.8709114094603052,Iris-virginica
+119,5.578586894540983,2.2781063789147056,3.6284572815496174,1.2457389241012686,Iris-versicolor
diff --git a/iris/tvae/4/14/test.csv b/iris/tvae/4/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/14/train.csv b/iris/tvae/4/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/14/val.csv b/iris/tvae/4/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/15/synth.csv b/iris/tvae/4/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..30065fae6dbb5208c4326e345ca4334d99897c10
--- /dev/null
+++ b/iris/tvae/4/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.4184566452940945,2.941860384101142,5.539461528490796,1.8900022639348295,Iris-virginica
+1,5.505670190147817,2.784855513739993,4.28588797196241,1.2762919010560936,Iris-versicolor
+2,6.2329605849014476,2.9696566161500253,4.561732399563711,1.5997843878939801,Iris-versicolor
+3,5.90521712267736,2.267285134090557,4.005139667083356,1.1632311623843679,Iris-versicolor
+4,5.778352098781921,2.7613109450182876,4.245356332812465,1.0296352758017413,Iris-versicolor
+5,5.008985028580167,3.434599464640292,1.5769594018715558,0.2642478082342625,Iris-setosa
+6,6.041572667707491,2.6843374507416016,4.462834065995965,1.0049779750536652,Iris-versicolor
+7,6.14730823160383,2.8110368871923526,4.995403190708874,1.5337492308527239,Iris-virginica
+8,6.763138213354585,2.990212125889672,5.508855054244268,1.9803488357143837,Iris-virginica
+9,6.135021034606884,3.1761331667370767,4.688430633688404,2.2672308955754152,Iris-virginica
+10,5.4755310686216365,2.8129326872879816,3.7869832913017847,1.5131005359690521,Iris-versicolor
+11,6.71636732935949,2.478637292634349,4.874601122751391,1.5868050632454993,Iris-versicolor
+12,6.965555774410211,3.1847886929661295,5.272221487601189,2.5229653911354646,Iris-virginica
+13,5.123364821798046,3.2612728268546674,1.4458114598157965,0.43084020026622416,Iris-setosa
+14,5.231144906085781,3.62525759899869,1.5804562211495456,0.2561397737264553,Iris-setosa
+15,5.669267628475536,3.0617758590483697,4.402397785826091,1.5904112745359906,Iris-versicolor
+16,5.034098303999597,3.5199737061663003,1.4602152089304323,0.34291344418332576,Iris-setosa
+17,6.880626442833356,2.6030971035894033,5.1290280726266175,2.098737408023405,Iris-virginica
+18,5.588612015901665,3.4125206869544513,1.642323941669748,0.01913305694516393,Iris-setosa
+19,5.986770272337213,2.5374712732934497,4.209304358074956,1.1025112687594976,Iris-versicolor
+20,4.730530934121564,2.8910370739030813,1.428308280282831,0.18490716116490186,Iris-setosa
+21,7.063109662456597,2.94799817750312,5.810557215336355,2.101034681439341,Iris-virginica
+22,6.354372690119615,3.2042365635250434,4.857575377891474,2.172618121539309,Iris-virginica
+23,5.1638553293455836,3.2243416396522573,1.4856011774047546,0.3871973493746742,Iris-setosa
+24,6.867456350602811,2.666557920718166,6.104997698377534,1.4402455066799211,Iris-virginica
+25,5.892571556015208,2.947480374031411,4.674178724272433,1.4857664040153882,Iris-versicolor
+26,5.051220737196706,3.290950396933672,1.4903965460316848,0.2050070574919025,Iris-setosa
+27,6.312907352415627,3.8555374554619037,1.5934980163159822,0.18558156106731097,Iris-setosa
+28,6.902324893825073,2.560516901916934,5.703970171352329,1.8068708723777323,Iris-virginica
+29,5.244757231075444,3.6561474863653083,1.41482952650977,0.35072343050045635,Iris-setosa
+30,5.901885902714224,2.5144338769400147,3.416669012078872,1.1358200955364517,Iris-versicolor
+31,5.820462109723238,3.7664503844039725,1.7541979178770983,0.1378206784665964,Iris-setosa
+32,4.947998051879143,3.414493994000786,1.4572503446123468,0.31743658638825745,Iris-setosa
+33,5.972179937409497,2.9142155676460066,4.640763419721683,1.6911070010404756,Iris-versicolor
+34,5.429736707077282,2.841895367381455,1.4537360685716172,0.0753947901109604,Iris-setosa
+35,4.948487759967549,3.434092979721692,1.3265773248245445,1.4691714641928164,Iris-setosa
+36,5.0012185311778445,3.3291302996978276,1.397666612838126,1.283684653417232,Iris-setosa
+37,5.519619782445154,2.237320689922794,3.5193410839061046,0.8831368464981211,Iris-versicolor
+38,5.030315883427518,3.4119877764760616,1.633097002368248,0.41876134031065004,Iris-setosa
+39,5.060644344634653,3.189990128803784,1.242783074146483,0.09700123365152055,Iris-setosa
+40,6.992925670461852,3.1055449895205323,4.867919722571583,1.955613257365643,Iris-virginica
+41,5.108885149661592,3.529709001420175,1.5825623698131837,0.19236453348928836,Iris-setosa
+42,6.21962214736759,2.752646673832506,4.5288647594073135,1.6802344637355697,Iris-versicolor
+43,5.559882216242196,1.785938295693063,4.4551274453732495,0.9649762731149082,Iris-versicolor
+44,5.8388883731832255,2.871612582984415,4.460029442432671,1.5087677792309577,Iris-versicolor
+45,5.0527820116441795,3.0664669894675947,1.3122299463466467,0.1333925507442403,Iris-setosa
+46,5.2704771492466795,3.474842129980847,1.6241156867230275,0.28667758546992106,Iris-setosa
+47,5.141770220983869,3.8080082314545565,1.5948042492945105,0.2813030089191869,Iris-setosa
+48,6.879967852416297,3.165830125803341,5.922978433330453,2.4609828397059,Iris-virginica
+49,7.195519444025387,3.0478400672751373,4.319368580476206,1.6256955105055373,Iris-versicolor
+50,5.1425054832837,3.147250979606767,1.4460053266184671,0.1403369270922612,Iris-setosa
+51,4.790991837103454,3.191083536984036,1.4551566122362365,0.08161024179127271,Iris-setosa
+52,6.961437997919742,2.698088670204864,5.108532633240942,2.118987323126695,Iris-virginica
+53,6.5423955739564095,2.5766346926352073,5.5991803887317495,1.6960208083118942,Iris-virginica
+54,7.12624477887307,3.482606530869835,6.203730779640958,2.6887385849503356,Iris-virginica
+55,5.187301499914484,3.2655163221305123,1.578713690043959,0.28988869088271924,Iris-setosa
+56,4.994200465520197,2.2318000003256753,3.865257717273116,0.8384924641824741,Iris-versicolor
+57,6.487423533328536,3.13231327290916,5.122922843011509,1.963219380206455,Iris-virginica
+58,7.374140946157,2.801274387885041,5.645899437161769,1.8422217093546007,Iris-virginica
+59,7.617856635841807,2.549649708768878,6.413715972857129,1.6032434628902956,Iris-virginica
+60,4.92897267779447,1.9996633359813936,1.2513746733551168,0.2530609690374927,Iris-setosa
+61,6.795490931799549,3.63220977156563,5.969277169461613,2.4723375447368694,Iris-virginica
+62,4.9982286493519545,3.513170786817673,1.3702194366007612,-0.021072898502544624,Iris-setosa
+63,6.088968406762505,2.6681052367556664,4.42107902702773,1.215496763000829,Iris-versicolor
+64,5.41841313894722,3.5809544010378866,1.3796340436380876,0.514962332144004,Iris-setosa
+65,6.1837131222487685,2.5862506644689427,5.321827598924707,1.6463041683602404,Iris-virginica
+66,5.025398986306114,2.4922609307734813,3.6724012565267037,1.1704088368455774,Iris-versicolor
+67,5.225828223729367,3.415027562850961,1.3439240781408968,0.35503305312469746,Iris-setosa
+68,5.93401822662849,2.7977117254989157,4.812549590376894,1.6516171537883437,Iris-virginica
+69,6.3961040682089845,3.131138831406609,5.068932922372059,1.814072081204988,Iris-virginica
+70,6.145183462951097,2.9468637601353005,4.825564374634836,2.1370603638934953,Iris-virginica
+71,5.3857525498186405,2.8451943763538434,4.662252028700609,1.6078417355765158,Iris-versicolor
+72,6.311413528867951,2.528619806132189,4.519207136148358,1.0431109453787504,Iris-versicolor
+73,6.585083109086974,3.15677749218438,5.262772695703892,2.3197070427498225,Iris-virginica
+74,4.641898113470214,2.8487175441533323,1.331616489877523,0.15088639009436033,Iris-setosa
+75,5.592487129031329,3.10924722693102,4.181085496381659,1.6042672862063878,Iris-versicolor
+76,5.74240028832756,1.9802589575881646,3.9547020663022745,1.1894536152988593,Iris-versicolor
+77,5.005567889930999,3.2827108136617467,1.4267659869981306,0.06984227712158961,Iris-setosa
+78,6.299685581658325,2.623762752932046,3.981161240105607,1.2572119033628766,Iris-versicolor
+79,6.152176274786998,3.2238354768485995,4.558193114310114,1.4718073412061168,Iris-versicolor
+80,6.045597295539896,2.9771841600261126,4.9257692327540665,1.6368656006240963,Iris-virginica
+81,7.813574768301184,2.6125740726926496,6.722832762421379,1.9966123314837056,Iris-virginica
+82,6.118400240713385,3.0214897542118018,4.663065392011342,1.4696475616708564,Iris-versicolor
+83,5.049809593271574,3.0817405286824093,1.6284843650036644,0.12534495469113627,Iris-setosa
+84,4.475860333892648,2.7318827065352425,1.281601644405496,0.14930898804532966,Iris-setosa
+85,5.580513997883928,1.9996585903386157,3.278739914961319,0.8638978341915222,Iris-versicolor
+86,5.443003909364321,2.344251756099659,3.422871453697079,1.0289827814916084,Iris-versicolor
+87,5.32655208217977,2.514420886758021,3.9597289038397885,1.1484210285598244,Iris-versicolor
+88,6.476648834369411,3.1081699129561575,4.878464776626336,1.4727673959720435,Iris-versicolor
+89,6.518136071167057,2.7443300290932635,5.426158978800675,2.0563134306342734,Iris-virginica
+90,6.121814575240864,2.700308770406581,4.920007182330599,1.9079321807223009,Iris-virginica
+91,5.5328463523141815,2.9143241612523316,4.797663152692808,2.175812534562632,Iris-virginica
+92,6.906573093853394,3.0155133903005416,4.9580791550846355,1.419251523372422,Iris-versicolor
+93,5.047577601750819,3.2162906408774212,1.2769805542861947,0.20198179147289103,Iris-setosa
+94,6.588627499907199,3.03978247491494,4.112413711757502,1.2661634419641057,Iris-versicolor
+95,4.786329758923589,3.018977165601651,1.2804861302577375,0.15926874467501223,Iris-setosa
+96,5.865270501373027,3.1000282753341257,5.097041026931454,1.8857124596778987,Iris-virginica
+97,5.94036679527989,2.975178476636145,4.954483968830371,1.755457971588101,Iris-virginica
+98,5.784962416673605,2.980748605121859,4.585407214500495,1.2349121834286112,Iris-versicolor
+99,5.16365747493248,3.655997565438916,1.6616028094606459,0.3340049623408925,Iris-setosa
+100,5.314679927926922,2.82588116624561,4.021886748377265,1.5817167135284627,Iris-versicolor
+101,4.408782332361937,2.663026829164032,1.3266710059731235,0.27224895351644635,Iris-setosa
+102,5.599770189714929,2.4319960271148364,3.8950260146294813,1.0350372752625776,Iris-versicolor
+103,5.182201547799552,3.4738872029606247,1.412515643868704,0.2590839866058158,Iris-setosa
+104,4.927267733500767,3.2678007614270723,1.5918309021283061,0.22657410165278072,Iris-setosa
+105,7.201683787442352,3.0804012338872533,4.649994100123725,1.3258119849767738,Iris-versicolor
+106,5.843952191883396,3.180360987478548,4.632459944118228,1.6462299708477677,Iris-virginica
+107,5.7328130890572595,2.6318939287512473,3.789507544452245,1.0609919906361753,Iris-versicolor
+108,5.255214619814481,3.0305134531332394,1.4537890615293247,0.32675074977000096,Iris-setosa
+109,6.846211928557429,2.8833874213145303,4.653106962219707,1.2586970702820677,Iris-versicolor
+110,6.0285606210341705,3.1924252416382273,4.967930390877246,1.4498125167695128,Iris-versicolor
+111,7.404566522034673,3.1271653212864536,5.852634670032485,2.1989112057353655,Iris-virginica
+112,5.476594020280409,3.230509464440707,1.459740471828361,0.30041515110663997,Iris-setosa
+113,4.504599038104309,2.8764293160115626,1.3440909262403216,0.3270438862468708,Iris-setosa
+114,5.667423736341512,2.540677199648157,4.529700167873945,1.002614499883708,Iris-versicolor
+115,4.870861397261832,3.2286044621464547,1.3158715506707295,0.21545705204218454,Iris-setosa
+116,5.897906741110377,2.6094454754105803,4.570778355153181,1.327191371445785,Iris-versicolor
+117,6.365062752028922,3.0114137688297973,5.072233077093158,1.7421968601171927,Iris-virginica
+118,5.3138971416914424,3.431721625926921,1.5442340105058237,0.5088534060921515,Iris-setosa
+119,6.235466006364216,3.3605650998586087,4.7759659074625445,1.5228637216640373,Iris-versicolor
diff --git a/iris/tvae/4/15/test.csv b/iris/tvae/4/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/15/train.csv b/iris/tvae/4/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/15/val.csv b/iris/tvae/4/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/16/synth.csv b/iris/tvae/4/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ba1f2a9d922800ee1583119d855ede8373c01be7
--- /dev/null
+++ b/iris/tvae/4/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.114339198633431,3.2967177641247694,1.4930752020446796,0.33456870966422503,Iris-setosa
+1,5.824857202354635,2.846038451578206,4.91813591063061,1.5026000037119476,Iris-virginica
+2,6.853117665015527,3.1196181317312304,4.658847801133037,1.366397770634687,Iris-versicolor
+3,4.80782811140864,3.0911640259424193,1.3437550377623846,0.055164236647614606,Iris-setosa
+4,4.882069040078136,2.402185090493437,3.6216006329062727,1.2432834944278919,Iris-versicolor
+5,6.592885954160347,2.4984230183593876,5.289252121236643,1.7809783201204168,Iris-virginica
+6,5.8680878152763745,3.218560108433228,4.963490267322258,1.5129465714919035,Iris-virginica
+7,7.027568409215649,3.0142827954823455,5.554625501416068,1.7195272055239716,Iris-virginica
+8,5.004360973984045,3.159133142879303,1.4120779482172097,0.46375299764499095,Iris-setosa
+9,5.993278087769386,2.585935126694716,4.0619305366536365,1.4646926121730997,Iris-versicolor
+10,6.045622860653252,3.4712917790070787,4.87396659923165,1.918086239998471,Iris-virginica
+11,5.835299449112267,3.2092548092585242,4.4408132261345985,1.2834178529683256,Iris-versicolor
+12,6.023225991708775,3.154862394843156,4.830592568552436,1.6776566562841,Iris-versicolor
+13,6.2198964662186835,3.2577144333140575,5.2901983394875876,2.0898349297271226,Iris-virginica
+14,5.063746006952248,3.005880491350227,1.629087539919327,0.5654683073313573,Iris-setosa
+15,5.352883297518452,3.4735694233283274,1.360616250308835,0.25778358258756223,Iris-setosa
+16,7.411561282576018,3.6250426844522234,6.296692313157019,2.4789609070140908,Iris-virginica
+17,5.070936760694964,2.8333803495093224,1.4759404511980967,0.27107775624579594,Iris-setosa
+18,5.5811581661085565,2.646037347174512,4.035650430541572,1.1893265843070013,Iris-versicolor
+19,7.5229128148639,2.4922865089469135,5.424443534917355,1.776987105610639,Iris-virginica
+20,5.934555929470998,3.3474922954867155,4.424991766101288,1.2586067793445634,Iris-versicolor
+21,5.902462999253382,2.9370205580307562,4.561607506980155,1.4225923431934628,Iris-versicolor
+22,5.200377255744542,3.0577469943853073,4.8077452705493045,2.566387202534639,Iris-virginica
+23,5.2115715399141065,3.1406289193029067,1.3669140041178813,0.21191775381666944,Iris-setosa
+24,5.0073855182163065,3.0172016874704313,4.290009703497453,1.4436484602289403,Iris-versicolor
+25,5.547434927090834,4.174600587435265,1.3779454239817535,0.20796720528149423,Iris-setosa
+26,5.033238753861826,3.374658544100087,1.673714692330272,0.2444568100561654,Iris-setosa
+27,5.540014388094951,2.5647456691617623,4.11714101888882,1.1455157277049635,Iris-versicolor
+28,5.112347720709122,3.102506925943192,1.271598061269203,0.20030118084567633,Iris-setosa
+29,4.631550932751055,3.0009029244232592,1.4360384771985772,0.14697251795456656,Iris-setosa
+30,6.382085495420868,3.0709148001638416,5.7401362210206175,2.600280550155614,Iris-virginica
+31,5.911907994731253,3.019589021442699,4.926659250125437,1.7551635306449622,Iris-virginica
+32,6.3525371182043555,3.237123967406651,4.973878985661857,1.3653060136247572,Iris-versicolor
+33,6.603685941461373,3.0472807847734096,4.64616970457772,1.6409681830318537,Iris-versicolor
+34,6.249291360119802,3.1456287843617248,4.142660160499382,1.46235461749521,Iris-versicolor
+35,7.222733829035658,3.1385796982828045,6.091846162666854,2.221933742730669,Iris-virginica
+36,5.014546698306879,3.4158249698511867,1.4734183278106976,1.2350007832289351,Iris-setosa
+37,5.584728218974393,2.900447452423273,4.313495804137545,1.2692220537662808,Iris-versicolor
+38,4.911773819014271,3.3987589477854026,1.28333536722452,1.6081736101841655,Iris-setosa
+39,5.8677333687722015,3.1697543143066795,4.656151449095902,1.3220574134451144,Iris-versicolor
+40,6.765136391615127,2.5527373081862264,6.1210917345932065,1.7356659240559282,Iris-virginica
+41,4.618477733386116,3.3386945473826057,1.4094647111500203,0.09962920339418296,Iris-setosa
+42,5.41431337764698,2.875013863557984,3.6396766537424523,1.1386543363375377,Iris-versicolor
+43,6.866422702480756,3.0243255279691765,5.666115886699994,1.6137537199694831,Iris-virginica
+44,7.231033106381357,2.7903606534145777,6.0140521810917065,1.7956332506307964,Iris-virginica
+45,5.654935462836667,2.8154038460034934,4.164724790904103,1.0970656128519458,Iris-versicolor
+46,5.368298781271928,3.5064101468128652,1.5279831025090131,0.297100094620792,Iris-setosa
+47,3.8611161885631615,3.3470483256419605,1.0967144411664522,0.15685057888331844,Iris-setosa
+48,5.1227222781486,3.34225038413057,1.4453974229587976,0.3448772925358147,Iris-setosa
+49,4.677807831462773,3.1922056631036346,1.249460809139457,0.3036865623985858,Iris-setosa
+50,6.4784793435443735,2.8891263067587456,5.134380988398615,1.7793730847723894,Iris-virginica
+51,5.220194451065693,3.042551387044857,1.5064520320485528,2.0659432387494086,Iris-setosa
+52,5.513571714747705,3.0592409500441913,1.3185687563677655,0.2515393008307685,Iris-setosa
+53,4.7902043090255555,2.770040020881017,1.5947285347595164,0.16063609897284012,Iris-setosa
+54,5.208462357915442,3.444577586085401,1.5409751262218854,0.26414157259911436,Iris-setosa
+55,4.871567105951398,3.2576506374103147,1.4647690835159162,0.13590084081896955,Iris-setosa
+56,5.6031163620482065,2.841577702058171,5.030843770158866,1.746863591842315,Iris-virginica
+57,4.877935178900128,2.2508514405832045,3.75801847713572,1.258036403802389,Iris-versicolor
+58,4.917110431391275,3.182570156337687,1.3918869501315132,0.1684756151851174,Iris-setosa
+59,6.681839666825028,2.5221851804921904,4.960795020391306,1.8721961938602691,Iris-virginica
+60,6.400199011016638,3.1629587796749696,5.059132520445595,1.5493830385423493,Iris-virginica
+61,6.292357409025056,2.9363571233594703,5.186212547529407,1.8545890593043406,Iris-virginica
+62,5.140848129786352,3.4897079636929798,1.5610818617080027,0.23210165887920178,Iris-setosa
+63,4.979534802454207,2.291989664594283,3.9526919729740166,1.4511655415538618,Iris-versicolor
+64,5.741220975753447,2.676555189345401,4.992136097992403,1.7148228048117244,Iris-virginica
+65,7.2134516559589485,3.4063592280802317,5.73589291002353,2.64345299665223,Iris-virginica
+66,4.98750092587491,3.8435346396341,1.677620733504538,0.23814985784174525,Iris-setosa
+67,5.410197899683435,2.6684302360167447,3.2453015698071557,0.5884416037374447,Iris-versicolor
+68,6.328969569473829,3.067454196325299,4.6489567080661685,1.4617515302791382,Iris-virginica
+69,6.289261690052384,2.727646030098762,3.9636755900954213,1.2129169060991492,Iris-versicolor
+70,5.120282718756154,3.4440345681599616,1.5525498560033844,0.16785984291113804,Iris-setosa
+71,6.750183672632829,3.051280073306791,5.6638303585861465,2.7267274620984567,Iris-virginica
+72,4.840890082959274,3.259697866680478,1.3383039599654014,0.0986435012263977,Iris-setosa
+73,5.007598922687773,2.971009204911814,1.5411879659945213,0.32318508954487934,Iris-setosa
+74,5.18338609007876,3.4806603727397056,1.3774325705206,0.2764262122921265,Iris-setosa
+75,5.850925336537321,2.6979745817494694,4.514444251393376,1.334541332643224,Iris-versicolor
+76,6.166510232168186,3.1748509204109028,4.466096698684517,1.5015537739521458,Iris-versicolor
+77,5.144879204814231,3.5339268461133844,1.7423873692811167,0.4284162601240221,Iris-setosa
+78,6.522848771284033,3.063885932204118,5.03883509766631,1.6967480628868308,Iris-versicolor
+79,5.18935096751718,4.00384984299025,1.570495100899646,0.16766809965870713,Iris-setosa
+80,6.251500705394628,2.983263603489031,4.693736557080889,1.6382791989173342,Iris-virginica
+81,6.610774272351194,2.8842493801633204,4.743179082007581,1.6971327025578304,Iris-virginica
+82,6.370240132074762,3.2018919526038117,5.222853407456254,2.184440267984442,Iris-virginica
+83,6.2344070585250755,3.033422757537537,4.6653350821189745,1.4486927481180105,Iris-versicolor
+84,4.917275003737212,3.322147268720573,1.4951765046104522,0.19216380396698088,Iris-setosa
+85,4.900516209140462,3.0468908429058805,4.673568707213846,1.5471702297903107,Iris-virginica
+86,4.970933333546213,3.0707546541553286,1.3312987256275455,0.08814392084066103,Iris-setosa
+87,5.906843251082655,3.0934381659097383,4.24198023312413,1.5996244379524773,Iris-versicolor
+88,7.368303493313237,2.7365289240122164,6.559384602462439,1.8610474494565494,Iris-virginica
+89,5.472707848207358,2.741116808679378,4.77999230019751,1.9741205521348124,Iris-virginica
+90,4.972618932520213,2.427169671239252,3.413372848860792,1.1066495504034846,Iris-versicolor
+91,4.863664366467277,2.1767984480408353,3.0331333274814956,1.1375100230367632,Iris-versicolor
+92,6.15625059533873,2.779511337788156,5.247772836224538,2.0150468608775918,Iris-virginica
+93,4.9932438868808395,3.3060071771581505,1.4360889774481747,1.3620749936485348,Iris-setosa
+94,5.244104644087609,3.2591674521880973,1.3243235932110249,0.14093662309736377,Iris-setosa
+95,5.360719838319338,3.8778939447225738,1.2414311029290857,0.5051905889385926,Iris-setosa
+96,6.958160445533699,3.0984146421192507,4.565130931516509,1.335070944458119,Iris-versicolor
+97,6.658995513283427,2.853860701217327,5.620541807754487,2.249034457180757,Iris-virginica
+98,7.608480489749552,3.0862737363062167,5.867639377856528,2.2683902044167463,Iris-virginica
+99,6.0504374274476715,2.9963170913786796,5.226088573622996,1.388938172200909,Iris-virginica
+100,5.288771514166433,3.681858400262625,1.62521224232222,0.5218008797218143,Iris-setosa
+101,5.075423241137541,2.667808925584787,4.810199275455802,1.5705721595190645,Iris-virginica
+102,4.834222780939268,3.2079408956057986,1.3750154361495261,0.1229619252347979,Iris-setosa
+103,5.156777496350576,2.4024321624139993,4.0467645728970725,1.2299855017754817,Iris-versicolor
+104,4.689295681618699,2.852088897971482,1.4221949583920472,0.2673833390795612,Iris-setosa
+105,5.312570065170442,3.515059905372939,1.4256382921929338,0.13016803696619852,Iris-setosa
+106,4.736950688649083,2.790790930035678,1.5589371531567409,0.2562752770143746,Iris-setosa
+107,6.085123099970568,2.83757082217781,4.709994277238567,1.3897168086649474,Iris-versicolor
+108,5.104973557237721,3.0944973972586074,1.2147772442292752,0.2265304444269285,Iris-setosa
+109,6.2085765270248725,2.945879232714695,4.500589415440561,1.763105391698838,Iris-versicolor
+110,5.863027883518905,2.5911774219439465,4.069198479755,1.5340979695835926,Iris-versicolor
+111,5.13883733437943,3.6839216620803565,1.6538890729741618,0.28180852335924633,Iris-setosa
+112,5.600995366961597,2.142131215073049,3.673904540279214,1.0669572247286405,Iris-versicolor
+113,5.003504657378323,3.4310911423785466,1.6228520608153423,0.0790953111571373,Iris-setosa
+114,6.821620929808108,3.033790170993291,4.9092525393137905,1.3024599780401034,Iris-versicolor
+115,6.530414985250151,3.2978240817135096,5.054230401467665,2.271295990665568,Iris-virginica
+116,5.640631380916469,2.020080276987823,3.664675466890401,0.964998523907869,Iris-versicolor
+117,5.9906365736806375,2.906159814624262,4.834868359499505,1.5348352323506176,Iris-virginica
+118,6.629513047009381,2.821587256211201,5.260058002423949,2.0143770699989,Iris-virginica
+119,6.658480592249475,2.893075674583173,4.498552360443728,1.3249029660236211,Iris-versicolor
diff --git a/iris/tvae/4/16/test.csv b/iris/tvae/4/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/16/train.csv b/iris/tvae/4/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/16/val.csv b/iris/tvae/4/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/17/synth.csv b/iris/tvae/4/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f7d28a877becb7932e39288c75799a41c7af06a7
--- /dev/null
+++ b/iris/tvae/4/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.794498958639302,2.6457540144807132,1.6670899649738715,0.2194197342040537,Iris-setosa
+1,4.880266014916836,3.251286842213037,1.426103840684505,0.26924261921426296,Iris-setosa
+2,5.847818285423331,3.099151100785289,4.125077692632863,1.2470190116119153,Iris-versicolor
+3,7.284508690534667,3.0440489159480473,4.509136647760092,1.0137045905275919,Iris-versicolor
+4,4.7810425723594205,3.05313297661286,1.585992033566174,0.3876356335869265,Iris-setosa
+5,5.210393170636752,3.2570477043473187,1.4026944951722427,0.198348254926024,Iris-setosa
+6,6.506273707267307,3.024839505391249,4.300959632017375,0.9477950323687705,Iris-versicolor
+7,5.485905598532508,3.6781624008099714,1.7175318958699135,0.23897254490646136,Iris-setosa
+8,7.606128623398305,2.813937488972459,6.2478412563643255,1.8958499220768485,Iris-virginica
+9,5.511402433582531,3.7670289155685905,1.3761755866587393,0.27170320217923305,Iris-setosa
+10,6.504445857958887,2.71599752206926,5.224134916393181,1.6444116113108163,Iris-virginica
+11,7.07276728408327,2.63259890105711,5.496947510204217,1.8844819039054812,Iris-virginica
+12,4.835840211003377,3.3141575873096407,1.7155057592045495,0.2400419479014486,Iris-setosa
+13,4.979598287110869,3.0005451807468173,1.3923306112695348,0.11328107781986638,Iris-setosa
+14,8.392967722466256,3.576671404279924,6.742007386958142,2.201405467580384,Iris-virginica
+15,5.7516082689324115,3.16044959456871,4.437932901071413,1.4883958107102622,Iris-versicolor
+16,6.730501444363704,2.8796655985697823,5.444172969577483,1.770011350232796,Iris-virginica
+17,4.898742605240395,3.145605822075124,1.2267482442726458,0.20552989890766168,Iris-setosa
+18,4.921962572095602,3.705464016192824,1.5052914880533608,0.19152644737158347,Iris-setosa
+19,5.767982162351368,2.6862813925639233,4.607497354678375,1.3880668187502483,Iris-versicolor
+20,5.659001778093494,3.0943511430300994,4.139758324910266,1.3941930869894317,Iris-versicolor
+21,5.229910506006023,3.202436945167351,4.886588057134377,2.0794227057591588,Iris-virginica
+22,5.852854379491513,2.596752459313704,4.815990421381674,1.9219470187017174,Iris-virginica
+23,5.6805377018026615,3.1435201585625636,4.443630897352996,1.2460503273586423,Iris-versicolor
+24,4.787653905077542,2.9445119633441266,1.4351517535002838,0.22919219993821976,Iris-setosa
+25,4.777463958869161,3.120496786485853,1.4882535670547623,0.2841302118209653,Iris-setosa
+26,5.207486251290698,3.7375096299531343,1.3439604335223452,0.36993633456291064,Iris-setosa
+27,4.491318353999617,2.8663846559368853,1.4537456995198206,0.2655945959723211,Iris-setosa
+28,6.606555475265839,3.103494680823259,4.921828660492945,1.4033086964874044,Iris-versicolor
+29,5.091996193745154,3.1959630077173,1.3000818944295272,0.23706990746669465,Iris-setosa
+30,5.18007474160853,3.9041281113779656,1.74013281393233,0.384253448543162,Iris-setosa
+31,6.547508654638385,2.960361861766773,5.039620040152496,1.7058800329433348,Iris-versicolor
+32,4.9523132930540035,3.361289753717517,1.501573885325331,0.12155835630686751,Iris-setosa
+33,5.366324804902169,2.7503293934446167,4.355310935327203,1.0212822332746152,Iris-versicolor
+34,6.476501531877951,2.8208323408797753,5.421497524631797,1.89807621706376,Iris-virginica
+35,5.772724857776098,3.0641357836161633,4.488563302080832,1.7173679261634567,Iris-virginica
+36,6.073576112253827,3.0333136872569444,4.714631302303813,1.7357177432188224,Iris-virginica
+37,5.09442089298892,3.3821388206813072,1.525442173498997,0.2222613192383897,Iris-setosa
+38,4.58853351876609,3.4416593719517943,1.3951429012083734,0.20521363120904554,Iris-setosa
+39,5.563707675768329,3.301899459559253,4.409742352970453,1.1670233059146777,Iris-versicolor
+40,6.454701703024424,2.819784036538582,4.064709490861062,1.5666082825489542,Iris-versicolor
+41,5.050592236565186,3.021790971080465,1.3041326879156134,0.23779888746445377,Iris-setosa
+42,6.515357509843785,2.9200868266548268,4.206607818354417,1.1438789680697141,Iris-versicolor
+43,4.941614506876881,3.1044381590544625,4.779842685179151,1.6470385196376933,Iris-setosa
+44,6.123433009874649,2.9600004770915036,4.771354011314683,1.7763187603877268,Iris-virginica
+45,6.677002769745929,2.9319948119770873,4.960682948231903,1.6467415428043273,Iris-virginica
+46,6.219095457493121,2.5498743806889808,5.112511806937603,1.6411346358456966,Iris-virginica
+47,5.652726410892458,2.6794477420047547,4.749086315115224,1.9094239240197393,Iris-virginica
+48,5.592344473903451,2.9293173905362466,3.9439515687560065,1.2355844911412242,Iris-versicolor
+49,6.342062135608564,2.9611588739415873,5.068492096352845,1.8761343269818866,Iris-virginica
+50,4.645012528553679,2.9064439198953993,1.2739965285418207,0.2916171452630981,Iris-setosa
+51,5.742455201451341,2.931264448126491,4.549539784540778,1.163469600315589,Iris-versicolor
+52,5.252073582082149,2.8420927508039875,1.1568945086527818,0.19253709321314258,Iris-setosa
+53,5.606459248887633,3.9018707065308904,1.6376858960913758,0.4409895796309847,Iris-setosa
+54,5.605687186355299,2.8925879886491477,4.4988468283769665,1.6239974453340607,Iris-versicolor
+55,5.6677180292100005,3.7056740890798068,1.7343282486280223,0.3117358662220913,Iris-setosa
+56,5.084073820125678,3.5382189837346383,1.4521647688248245,0.18923296125155709,Iris-setosa
+57,5.8145859869018395,2.839291531335085,4.739994994358834,1.9599179276778154,Iris-virginica
+58,6.973700562417424,2.9391775948486107,4.150823210497348,1.3522642024767944,Iris-versicolor
+59,6.234037856061338,3.0159772399626963,5.1471653129935,2.092604948328095,Iris-virginica
+60,4.983100043741401,2.979916917030574,4.979168081212068,1.6362063305785608,Iris-versicolor
+61,6.683271560841909,2.6217625420537196,5.551319672698214,2.016833000171946,Iris-virginica
+62,5.587630944475922,3.855810865060117,1.4743624404563185,0.2701405028633563,Iris-setosa
+63,5.164886294398304,3.8515149650159937,1.3708694235057188,0.16137370336700257,Iris-setosa
+64,5.604449537307676,3.209354478961825,3.8157158234248,1.0858108475117574,Iris-versicolor
+65,6.284957028454696,2.5114857913937305,5.00620160646551,1.675657026630863,Iris-virginica
+66,4.923838935871154,3.527670627595038,1.364565511025487,0.1369242602596181,Iris-setosa
+67,4.935190094893535,3.484581209250014,1.3472342560519985,0.2073134778483075,Iris-setosa
+68,5.512655467093957,3.2943374363772273,1.4741995255749478,0.6442298122288166,Iris-setosa
+69,5.20840953662616,3.728349643580322,1.7004057233008518,0.18604272998107516,Iris-setosa
+70,6.184657579133926,3.0893469965208054,4.9467522124406775,1.6136705668335507,Iris-versicolor
+71,4.884391001447007,3.2218335693237408,1.7018486542867863,0.12021578038151909,Iris-setosa
+72,4.9541634454126635,3.2032702997532962,1.3157405033760297,0.06593980753096262,Iris-setosa
+73,5.198429485119436,3.3230945224739763,1.5288595607391504,0.21508585017876042,Iris-setosa
+74,6.612262827548864,2.905873839136432,5.493460110783507,1.9695273217607299,Iris-virginica
+75,4.713552924538056,3.1816712834413274,1.353829516906611,0.18507977357593325,Iris-setosa
+76,6.53337146091408,2.9222881296813217,5.001103519893973,1.7417612596492733,Iris-virginica
+77,5.791182308312561,2.8572457910578044,4.297474413280134,1.3584313263312409,Iris-versicolor
+78,5.159379178795014,3.005800240774016,1.4491200640770339,2.0829012493803036,Iris-setosa
+79,5.704608083480972,2.453666986406012,3.7801696637241364,0.8908290948465051,Iris-versicolor
+80,4.680202424429581,3.2229144381750263,1.447436970688695,0.07225328902612799,Iris-setosa
+81,5.1704543285830376,3.499817258382684,1.4579160761797807,0.7056360026174464,Iris-setosa
+82,4.769030982169764,2.771312371313095,1.3332464294213948,0.31548904413000745,Iris-setosa
+83,5.733463836540437,2.388439505148146,4.0904258974364005,0.9547577417725518,Iris-versicolor
+84,5.122188384027687,3.272594526353979,4.991574706328456,1.7913773645660616,Iris-versicolor
+85,7.458547736735786,3.3948661918952774,6.545280760459841,2.024421715895881,Iris-virginica
+86,5.197601007497435,2.9192610101198486,4.843387214003392,1.316898910257315,Iris-versicolor
+87,5.565858317467438,3.055698782893769,4.733138982350921,1.5320243315266873,Iris-versicolor
+88,5.318206863744871,2.780960891522806,3.648002398907674,1.1124311724242633,Iris-versicolor
+89,5.7359442449597555,4.008409831190567,1.5276370499230916,0.4147879142357334,Iris-setosa
+90,5.477393816672053,1.9618235238127408,3.7914726007889383,1.2747258966293873,Iris-versicolor
+91,7.467315140534193,2.9679221496626202,5.997675979324638,2.367941283448294,Iris-virginica
+92,5.308087263323743,3.1784793173601136,5.096123981682721,1.837236934763031,Iris-virginica
+93,5.57019602141524,2.948682514424798,4.590795036194236,1.5915371097816076,Iris-versicolor
+94,4.90660635816276,3.168654247590121,1.6312409446306089,0.15718604688258403,Iris-setosa
+95,5.6826788755716064,2.8663939903068663,3.9916688450521165,1.3219238237230793,Iris-versicolor
+96,5.156972648993303,3.5954923192093045,1.429302439345667,0.5444127498794937,Iris-setosa
+97,6.0421089289502445,3.70081798823601,1.3720124763555388,0.21019723588297154,Iris-setosa
+98,5.949582390958762,3.0986572315848457,4.789028066371759,1.1786998984428547,Iris-versicolor
+99,5.291500329790895,3.4828644009312955,1.59083413744556,0.5195185783502385,Iris-setosa
+100,4.808829395683932,2.9617135476476726,1.4791931340603046,0.12003847419849967,Iris-setosa
+101,5.95196449093811,3.2636222089876163,4.750296904908882,1.4713699015166581,Iris-versicolor
+102,6.762737469392103,2.5721285778270877,5.173176733248701,1.868024754019065,Iris-virginica
+103,5.119192323985668,3.235668383352982,1.4774289888100471,0.05826638938269324,Iris-setosa
+104,5.202346378396417,2.781236074104085,1.2578165703075161,0.19838656007865813,Iris-setosa
+105,6.50087032098361,3.130787889333836,4.695155671059497,2.0158182008386554,Iris-virginica
+106,6.415550414367219,2.9753415549710707,5.194905968920431,1.6429857274450659,Iris-virginica
+107,5.5415268379960105,2.6108725021635992,5.624053345042456,2.0415363187337805,Iris-virginica
+108,5.481929940758906,2.6889989328471513,4.051679616529145,1.2781252656247448,Iris-versicolor
+109,5.179821649441131,2.67018520539036,4.138161997725312,1.1958388218700036,Iris-versicolor
+110,5.802938084535423,3.212477948736868,4.278098509411196,1.6159034602314704,Iris-versicolor
+111,4.977189719921471,3.478552251729373,1.474595336025564,0.2116980725061981,Iris-setosa
+112,5.414277930187234,3.309501064110689,1.3608468016758615,0.17581214994949573,Iris-setosa
+113,5.961798733847543,2.5957423607760894,3.828396246565672,1.0733361485799193,Iris-versicolor
+114,5.2651873797669335,3.360436286340324,1.2943137772653772,0.24663285517536063,Iris-setosa
+115,6.739699204912128,2.8194332407555214,4.667793204622987,1.231262297646043,Iris-versicolor
+116,5.704933630865669,2.7869014693625114,4.184588955395215,1.2104194754307922,Iris-versicolor
+117,6.695021517817878,2.9570107699027446,5.714904250158449,2.070762011017583,Iris-virginica
+118,4.762643170854625,2.879235346786116,1.1825762183088377,0.20854550745627626,Iris-setosa
+119,5.7810384760936815,2.903831157717812,4.407788731685772,1.2416999187107003,Iris-versicolor
diff --git a/iris/tvae/4/17/test.csv b/iris/tvae/4/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/17/train.csv b/iris/tvae/4/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/17/val.csv b/iris/tvae/4/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/18/synth.csv b/iris/tvae/4/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..93ec8b9af3e729c5dc5ed4258d9ee9afe0f341c3
--- /dev/null
+++ b/iris/tvae/4/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.390557295562748,2.5687973109966853,4.6072297867530745,1.1091792691106854,Iris-versicolor
+1,4.79118039136732,3.2460022730779174,1.3599464623962123,0.23498542243031206,Iris-setosa
+2,6.173785296492336,3.2314759592176285,5.066200723115079,1.4512447545952467,Iris-versicolor
+3,4.665073043572456,2.731236698008248,1.4771211719792512,0.0918481003299963,Iris-setosa
+4,6.308684776225151,3.0576373092495075,5.352118240771673,1.698318000425441,Iris-virginica
+5,6.101889500119384,3.1396619685180074,4.258365610450878,1.5981863435451866,Iris-versicolor
+6,5.119594699565051,3.255403155177738,1.262439165839623,1.4482741510857227,Iris-setosa
+7,5.963403355446959,2.677782925548893,4.111908351892096,1.4184695674640095,Iris-versicolor
+8,6.246947018195928,3.0969703682796306,4.434606664895258,1.458493692516826,Iris-versicolor
+9,4.452222096523648,2.5184643929099964,1.42502570556735,0.3134894936992429,Iris-setosa
+10,6.578057309576504,2.837152818135933,5.392298125767599,1.666309136006495,Iris-virginica
+11,6.722737556892608,2.6179615232926934,5.022938466343878,1.8268434647145462,Iris-virginica
+12,6.793393532402283,3.0739071976400663,4.814636406026949,1.4424732624935446,Iris-versicolor
+13,5.97698076058641,2.9251895493315705,5.135089941941707,2.0547410100692094,Iris-virginica
+14,5.812528485717502,3.11465037762356,4.25988265022278,1.4383741111452861,Iris-versicolor
+15,6.515156474272799,3.286181941789727,4.545323634642782,1.4611812447452541,Iris-versicolor
+16,5.126081471305068,3.2731971588088284,1.415450902891481,0.14024514308086033,Iris-setosa
+17,5.020845964360233,3.2041323630352307,1.5754651251626066,1.248392466176233,Iris-setosa
+18,6.646906332395238,2.956967610745639,5.176054412124569,1.5146968477048417,Iris-versicolor
+19,5.7696793706263865,3.0957423096566727,4.882439769965792,1.8460399862973265,Iris-virginica
+20,6.118637021113293,3.3369824693451067,4.896704169722987,1.5564537981354858,Iris-versicolor
+21,6.982040057749524,2.8847746231064884,5.890335830923388,2.4794474754494242,Iris-virginica
+22,5.792009461116425,2.7211617780881276,4.763580991119906,1.6097698135303553,Iris-virginica
+23,4.826292780446355,3.62042715592237,1.4465899373042366,0.15551673484972528,Iris-setosa
+24,5.106557220223389,3.6849435939205,1.321984460972751,0.2413984450603843,Iris-setosa
+25,6.047182879061568,2.8888034758200067,4.584781925097931,1.671412912997978,Iris-virginica
+26,6.004504042405229,2.5728901742096895,4.728361921492659,1.1237909033637221,Iris-versicolor
+27,7.16290615298008,2.502686026553213,6.327502024243627,2.0781580669115542,Iris-virginica
+28,5.210085482394658,3.355138760742907,1.5044641068418196,0.21134016879573705,Iris-setosa
+29,5.05349103283392,1.9171974820702782,2.7204429984182017,0.751226880586884,Iris-versicolor
+30,7.1926573536724785,3.1055129695658272,5.683217597001496,2.099405973851096,Iris-virginica
+31,7.05039401697615,3.2682426245129643,5.640896526273565,2.7133605152369435,Iris-virginica
+32,4.821166113611526,3.1009377064715156,1.2175518004228274,0.2289821342097894,Iris-setosa
+33,6.707780635799676,3.15322795167384,4.959723481842049,2.350349871536658,Iris-virginica
+34,6.6194303271064445,2.844215323438009,4.7358327993315,1.2543228418022259,Iris-versicolor
+35,6.518263110919548,2.858654376751547,4.5123448156704695,1.5275049179245357,Iris-versicolor
+36,5.166747905499559,3.3984650881106675,1.3017712744589383,0.404028925700669,Iris-setosa
+37,7.186238960231437,3.433073388414259,5.905230714813074,2.2021447408114607,Iris-virginica
+38,4.250926078038537,2.5563774907675056,0.9482029112601069,0.16163361011651645,Iris-setosa
+39,7.202876999980894,2.9369017358027003,5.227692572081351,2.0048653176844935,Iris-virginica
+40,6.848304953133189,3.089673818325815,4.987913666989732,1.5671405975040498,Iris-versicolor
+41,6.8835508211232375,3.3601726737578383,5.426400090798573,2.4417645074720316,Iris-virginica
+42,6.40015572521809,3.1972565424100385,4.129133187217112,1.7696918549245777,Iris-versicolor
+43,5.92214617178295,2.9428238118575685,4.616289623623075,1.273806453508054,Iris-versicolor
+44,7.043713179188818,2.652339576707897,5.3928646781549165,1.7406148398279053,Iris-virginica
+45,5.952130500528841,2.952056093528858,3.917978981371322,1.296862553969266,Iris-versicolor
+46,4.67218302742456,3.105832704947318,1.378169149993698,0.07265625242979568,Iris-setosa
+47,4.889961914013624,3.0358946074281214,1.434807272566521,1.1890578498030142,Iris-setosa
+48,4.42897728412559,2.7400961855662698,1.1126635321609393,0.15746210494488133,Iris-setosa
+49,5.030153882630969,3.1539873556764713,1.4250389702801265,1.1155111434807545,Iris-setosa
+50,4.774391700252967,2.980973794202549,1.5041477653501345,0.13419212506507172,Iris-setosa
+51,5.301232644014806,2.4957694482104413,3.3212352759051376,1.076548185828703,Iris-versicolor
+52,4.843765843236491,2.981495101531072,1.5259105388515621,0.07840584502282996,Iris-setosa
+53,5.070247927509469,3.0009065934851615,4.821902596852446,1.4328181004592178,Iris-setosa
+54,4.848151548603992,3.202728594911965,1.4799299737210003,1.5520769639170175,Iris-setosa
+55,6.6481221697542265,2.6059409080148037,4.644620643023245,1.3459023202306768,Iris-versicolor
+56,5.382268062370647,3.5054330547018386,1.3872495044852693,0.20688098588478315,Iris-setosa
+57,5.775555113407165,4.07281061662123,1.6583407360043276,0.4297081413214193,Iris-setosa
+58,5.847837588853249,2.368237068754376,5.139290713055024,2.076281743016986,Iris-virginica
+59,4.921191050153752,2.7224498350442725,3.819146836046434,0.22307954162956967,Iris-versicolor
+60,6.796216267626707,2.7564852672364113,4.812135956494533,1.8449085356376762,Iris-virginica
+61,5.216570510822311,3.877942706527633,1.3586009943449684,0.15038931588597615,Iris-setosa
+62,5.290852659647609,3.5737046949708047,1.4820965395626846,0.3022509034186569,Iris-setosa
+63,6.351189019763425,3.152511068641095,4.320070972731505,1.3191577805729011,Iris-versicolor
+64,4.915228211640345,2.8711810278897856,1.3537990816514347,0.17195176864661954,Iris-setosa
+65,7.002426640584257,3.0746969439942187,5.555434186764645,2.230794632097721,Iris-virginica
+66,6.272737934145411,3.5507521164969638,5.47791267769354,2.7013332520666538,Iris-virginica
+67,6.861635501166924,2.8525479963970963,5.584055423719598,2.040284872363694,Iris-virginica
+68,5.216934162326981,3.495032748569275,1.3367046470422557,0.26998631721362143,Iris-setosa
+69,6.363517482762491,2.9997135603892415,4.609235112621015,1.452797510307906,Iris-versicolor
+70,5.559688390563921,4.364246719911667,1.711824299576021,0.3371100088597292,Iris-setosa
+71,5.886941951414635,2.9747466047721964,4.3044438487501875,1.2200154252379125,Iris-versicolor
+72,7.392697695835409,2.699833743005996,5.724358903500801,1.8761704171869558,Iris-virginica
+73,6.3711070912000025,3.1019146535418227,4.88243131522203,1.6853783843338386,Iris-versicolor
+74,5.7885476610258175,3.059168724552949,4.435818506657286,1.5139365950569494,Iris-versicolor
+75,6.452990146845945,3.100074843339514,4.31632484771629,1.5097408419015335,Iris-versicolor
+76,6.727040186013588,2.771006464096015,4.878924425739777,1.9152759196477582,Iris-virginica
+77,6.430710679627804,2.9868731420268944,5.4196816555026555,1.985448268129283,Iris-virginica
+78,6.025864195568111,2.1530669822455395,3.7273311220893595,1.193044968702241,Iris-versicolor
+79,6.311863150274498,2.583865596946092,4.828440728139955,1.6734142231548055,Iris-virginica
+80,5.888072952269772,2.5726069771264024,3.857245791976996,1.3734520538992374,Iris-versicolor
+81,5.457211627097418,3.4400654860516253,1.4833959796392455,0.19076222897485054,Iris-setosa
+82,5.860127210681328,3.498111693201872,1.7058537084110805,0.2021494326294346,Iris-setosa
+83,5.51429565819617,3.51437673286114,1.5012634244561238,0.5640200593686406,Iris-setosa
+84,6.1827067514291905,2.7100378760364943,4.790250425050212,1.5091764930619507,Iris-virginica
+85,4.713892961778944,3.1297587714070905,1.32923786205155,0.19657226945393164,Iris-setosa
+86,4.721788745878453,3.2519451007201736,1.5592741711331306,0.16472444295772226,Iris-setosa
+87,5.796605004597154,2.784078632750602,4.1779985256527175,1.548021586648898,Iris-versicolor
+88,7.030709645117246,4.566732554734573,1.1730375048812514,0.18393969680266295,Iris-setosa
+89,4.809119184700184,3.0735396171603675,1.257611960657091,0.17703427698866048,Iris-setosa
+90,6.58663310918221,2.7348908442548603,5.56655834595847,1.9514053059206067,Iris-virginica
+91,4.921040857621068,3.4063937148771286,1.6563213554999436,0.2570798489387317,Iris-setosa
+92,5.186650421732643,3.000064878040496,1.2095242048427,0.25848998728393785,Iris-setosa
+93,6.413026353462957,2.907488410392375,4.661112458859653,1.515029830803204,Iris-versicolor
+94,5.978882658462465,3.9119730513311426,1.6929460291100393,0.3178739084620092,Iris-setosa
+95,6.718449356265837,2.9643833537038122,4.926795527127818,1.3804234934008228,Iris-versicolor
+96,5.372002502512102,3.544380747880369,1.2268433700889723,0.4971439312486471,Iris-setosa
+97,6.445996555350957,3.1237960971992407,4.651875146608554,1.2274928384028185,Iris-versicolor
+98,5.125288001077733,1.906162731030608,3.5985289019376054,1.203333378381077,Iris-versicolor
+99,5.235556393950748,3.9226526475003416,1.1601192037032333,0.3281875787421557,Iris-setosa
+100,4.567747793664123,3.1743591508282165,1.9219576068203759,0.10566303861509924,Iris-setosa
+101,5.448460150433575,2.3682264446912096,3.4146599945057323,1.2891614319339106,Iris-versicolor
+102,5.2230806851975435,3.1506482306296775,1.576491404542232,0.16034375481894497,Iris-setosa
+103,6.101661202210542,2.6232843301300983,4.358214649486884,1.3219474378260883,Iris-versicolor
+104,5.184471735268547,3.45386661315485,1.590860441930513,0.3078457585225234,Iris-setosa
+105,7.806016936268203,3.604281968557059,6.96797806590834,2.215662795108281,Iris-virginica
+106,5.001990565662884,3.4705328516159195,1.4039517045323506,0.10088569915427811,Iris-setosa
+107,6.244884998197276,2.6171188249523634,5.284502058721611,1.8506167035451035,Iris-virginica
+108,4.9726075991034975,2.920334066680279,4.841994589250806,1.5030400984378998,Iris-versicolor
+109,5.058646304314661,3.2760976889459883,4.995257789950893,1.8413822065108052,Iris-virginica
+110,6.098213758487742,3.7032921899563185,1.5786712745338103,0.22687947379834605,Iris-setosa
+111,5.8110046344345,2.609586320465962,4.743648437812191,1.240240726183432,Iris-versicolor
+112,5.302764930275977,2.679858215827639,3.674845989367049,1.1962995603288011,Iris-versicolor
+113,4.903847913604895,3.4327051575434027,1.4756436104296982,0.13286637279603727,Iris-setosa
+114,5.334999339258489,3.825946765662991,1.3522996656780537,0.22910103805377613,Iris-setosa
+115,4.9960813816518375,3.3095348826893205,1.6968196020934596,0.08701841644601532,Iris-setosa
+116,5.015619054051689,2.337235665837632,4.021166135015934,1.4260317977381236,Iris-versicolor
+117,6.536077644531494,2.816045181220183,4.38947055234314,1.3118793212974023,Iris-versicolor
+118,6.110399199621445,2.607664815543112,4.657462936665113,1.3096016042738439,Iris-versicolor
+119,6.467825850378009,3.195640044375409,5.699130435248806,1.9201125841548452,Iris-virginica
diff --git a/iris/tvae/4/18/test.csv b/iris/tvae/4/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/18/train.csv b/iris/tvae/4/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/18/val.csv b/iris/tvae/4/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/19/synth.csv b/iris/tvae/4/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9558b5fccd32cdf21582f6f4437ab46e7149f461
--- /dev/null
+++ b/iris/tvae/4/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.651908785129586,2.6709328893707474,4.6563895498292505,1.3677465627012166,Iris-versicolor
+1,5.827658129160984,2.997408830161034,4.379050209529131,1.0926015021536444,Iris-versicolor
+2,6.026716117157884,3.743347264547549,1.517266688092175,0.106647421469972,Iris-setosa
+3,5.128129467067229,3.206269319854426,1.6324423186148562,0.5218097486727308,Iris-setosa
+4,4.988160399865798,3.212748324798438,1.4020177426043925,0.41260841193123543,Iris-setosa
+5,5.997045923658915,2.654998249279424,4.9467850018527475,1.574057431685125,Iris-virginica
+6,7.0477681807347725,3.366821975429219,5.574333036296062,2.7597117348886195,Iris-virginica
+7,5.6504329295084705,2.2844500960950804,4.1599232136722755,1.373213463852559,Iris-versicolor
+8,5.019022917877041,3.5161552031780667,1.6027673977896097,0.14382616522928754,Iris-setosa
+9,4.8977673841243705,3.2059737069659766,4.616449493080887,1.6605712597954831,Iris-versicolor
+10,5.219085098273406,2.6890614319262407,4.6815203232947376,1.2756019455861276,Iris-versicolor
+11,7.420084814962436,3.0080656905426193,6.2221666107229145,1.8094715468162976,Iris-virginica
+12,4.911884411299957,3.0879004541521113,1.340034504826152,0.08837889936794163,Iris-setosa
+13,5.700262251717568,2.920995095828183,4.7551309119176635,1.556999973707259,Iris-virginica
+14,4.465942755917557,2.871943399052272,1.421081045126448,0.15650760155349322,Iris-setosa
+15,4.703521384191148,3.219511684627026,1.43610232599769,0.1286541085212873,Iris-setosa
+16,5.256712519099955,3.3102503749589753,1.4838881987875745,0.15169029101503928,Iris-setosa
+17,6.352248184267772,2.947501431464688,4.887322604174803,1.3160916490450045,Iris-versicolor
+18,6.140534956267756,2.44248284498641,4.074766571094384,1.1184225226103757,Iris-versicolor
+19,5.003079835165735,3.2502872480811322,4.797238222080116,1.6181039866236382,Iris-versicolor
+20,5.074383330139057,3.145427529514909,4.796627803965895,1.5705403033096503,Iris-versicolor
+21,7.186176989395552,2.856372176017937,5.970189671413722,2.281841167227671,Iris-virginica
+22,4.961475689539004,3.2543700181279123,1.56196542950475,0.032714140371580824,Iris-setosa
+23,7.500578436946586,2.8857283036197474,6.446392562783537,1.9098593932477517,Iris-virginica
+24,6.363078911301504,3.0886231447394494,5.16354778521365,1.9608870286619222,Iris-virginica
+25,5.64746252551453,2.838311341469226,4.418782381701826,1.427120388230239,Iris-versicolor
+26,6.793644419950981,2.984397599873627,5.003573298709439,1.4727112656221581,Iris-versicolor
+27,4.8925668509269205,3.1353994302599597,4.772090656886093,1.2550630097466406,Iris-virginica
+28,4.683469513358322,2.8516701563136166,1.3422768761394395,0.141245284606053,Iris-setosa
+29,5.84373845318996,3.087287568653214,3.951781039189352,1.8408099156709037,Iris-versicolor
+30,7.8228407638314605,2.7574745876514957,6.358033435199406,2.1904874393496043,Iris-virginica
+31,6.712286033756748,2.594294203926141,5.135297292088037,1.7735981851638203,Iris-virginica
+32,5.041067821453735,3.7235395916095055,1.3615126431653768,0.22331535548082662,Iris-setosa
+33,5.766067521676589,2.426557816078763,3.6422957845600976,1.1710953955775347,Iris-versicolor
+34,6.1729353768226565,2.951280044809867,5.0581112522612,2.212939420569414,Iris-virginica
+35,7.144484667815455,3.189518319163094,5.650477471446007,2.204754526203725,Iris-virginica
+36,7.25575556882375,3.1618012909260496,6.36196495801778,2.150173134307123,Iris-virginica
+37,6.520714659788894,2.695349267398423,5.383369218293817,1.759469353556155,Iris-virginica
+38,6.987207506989965,2.7538911866163267,5.774287101747255,1.791723020155553,Iris-virginica
+39,5.097966708096627,3.186429968427361,1.5740006782179223,0.2754955972726958,Iris-setosa
+40,5.901050561420036,2.872318871613207,4.773569648819557,1.7672460056838555,Iris-virginica
+41,5.539528742716395,2.521039858377968,3.658334815861246,1.0884271933585086,Iris-versicolor
+42,4.843427103140306,2.909700845579247,1.3918221142423992,1.1435440127921348,Iris-setosa
+43,5.747469591964463,4.12110146990473,1.1347651160826076,0.5097677785388336,Iris-setosa
+44,5.914668743858159,3.611744875368768,1.5001824260743515,0.2657208960108641,Iris-setosa
+45,4.553875936265585,3.3478035915898183,1.696728539454016,-0.01822508316252347,Iris-setosa
+46,6.945178300015522,2.942700907596119,6.219095979135077,1.6406273049226199,Iris-virginica
+47,5.741735772882675,2.8710445707801435,4.2402100060095735,1.305604446697092,Iris-versicolor
+48,5.507139491054181,3.7073482097354233,1.6237388234622772,0.336588408530601,Iris-setosa
+49,7.763455873370943,3.489144439677789,6.205841997989852,2.0858819132172837,Iris-virginica
+50,4.828854418977311,3.617952659301554,1.7241171799162045,0.27815398989648776,Iris-setosa
+51,5.129289163357718,3.148167958545092,1.5858414866401764,0.18668624680732704,Iris-setosa
+52,5.006702687075099,3.153438795371391,1.3595298901865607,0.17090239608738061,Iris-setosa
+53,6.807489624489939,3.0874964831604257,4.891575671313391,1.49604999064682,Iris-versicolor
+54,5.90894924275988,3.439270489731598,4.720109516399667,1.5432698454639626,Iris-versicolor
+55,6.280863267163772,3.11503036603838,5.154791353397444,1.6972921905359928,Iris-versicolor
+56,4.824724784803246,3.0168805794626428,1.367387711890994,1.2550235043823876,Iris-setosa
+57,5.463229109444989,2.3045235590230364,4.366198707603087,1.5201284414546061,Iris-versicolor
+58,5.747038554654102,3.1406309891970374,4.787214533571994,1.7835599424921644,Iris-virginica
+59,6.346834810033561,2.7654598526242986,4.793249629896463,1.9542262298250366,Iris-virginica
+60,6.989204197856588,2.6876999355157833,5.748427953623993,1.6771116051592219,Iris-virginica
+61,7.572204591574246,2.675203910043962,6.279642655493738,2.0183186348924287,Iris-virginica
+62,5.019159510791805,3.0700732795040158,1.4355872886262853,0.1277778906962256,Iris-setosa
+63,6.787966466557524,2.543594557329216,5.118209433835075,1.9250161930535772,Iris-virginica
+64,5.129756348718548,2.8360350227951283,4.852243152553638,1.6406477624520504,Iris-virginica
+65,6.821227823748372,2.9859357614669992,4.207650701318238,1.335463204633636,Iris-versicolor
+66,5.164911292180096,2.479178725223586,4.24967390299922,0.11704215062113857,Iris-setosa
+67,6.6180292655544575,3.7738698266743915,5.1806916815678115,2.4482577635257137,Iris-virginica
+68,5.186653825532472,3.1363336152221364,1.4095949312269693,0.18772625530171821,Iris-setosa
+69,4.968085228207503,3.0177981546743293,1.6163289117592154,0.303730417479135,Iris-setosa
+70,7.0884372465132275,2.8169347261548032,6.31994062488939,1.6002931017733086,Iris-virginica
+71,6.120732048910553,2.6552368499851213,4.554384948904374,1.3610319093819734,Iris-virginica
+72,6.12811240273989,3.0097244547551414,4.796945995118833,1.5328093776648926,Iris-versicolor
+73,5.120202047819771,3.249337582088483,4.618376056933657,1.5290099779315638,Iris-versicolor
+74,5.009013658379291,3.0908088994810226,1.4691712548711204,0.2420340867646214,Iris-setosa
+75,6.876190756469818,2.7800205890976635,5.009783967332677,1.7653565099591098,Iris-virginica
+76,5.306784340104256,3.372563743533926,1.2058091655924643,0.20094372077101239,Iris-setosa
+77,4.7322887940083245,2.7875537205120713,1.2916299229841461,0.16690552708603534,Iris-setosa
+78,5.911211627818898,2.7845297599712904,4.746862080998346,1.3776236563394098,Iris-versicolor
+79,6.092358559404951,3.239596835435477,5.168139197865043,1.9216780670818638,Iris-virginica
+80,4.821456113544854,2.70163098856148,4.860989011390835,1.355263536203661,Iris-versicolor
+81,6.5910709192331485,3.442054799542048,5.187829267234022,2.2123354384554,Iris-virginica
+82,6.813353054816724,3.033342227524408,4.666032083224299,1.3947593561982368,Iris-versicolor
+83,5.885668153667333,3.2444876321154665,4.988732145551889,1.4650480500997236,Iris-versicolor
+84,5.575740585340838,3.0647866445204928,4.688189846563618,1.7795563866180317,Iris-virginica
+85,6.546002215649387,2.9139013211234754,5.406004517107746,1.9874300055410075,Iris-virginica
+86,6.222948915325802,2.9905159594243194,6.070711610852543,2.6682326964386824,Iris-virginica
+87,5.7697574562242835,3.203179006390727,4.459164607543034,1.7756599266851378,Iris-versicolor
+88,6.733904777169967,3.141989264145393,5.1270963295339955,1.6341937603185548,Iris-versicolor
+89,5.792835797095348,2.5661073494064173,4.01835895715717,1.2957944966505348,Iris-versicolor
+90,5.221719689391747,2.0893563401397333,3.7882788408224206,0.9258551210509912,Iris-versicolor
+91,5.040827680304888,3.1967972888877636,1.55832940346337,0.2036469243308919,Iris-setosa
+92,6.5114466043642105,2.9788532500453453,4.455670852757652,1.061475781789249,Iris-versicolor
+93,6.451075773876168,2.8500264263210755,5.152173006127287,1.7415146802624613,Iris-virginica
+94,4.909853604159483,3.1978578919600893,1.1942717374933187,-0.03062656231792421,Iris-setosa
+95,4.472183523584185,3.9499010727391806,1.2176540089977388,0.1313827817152911,Iris-setosa
+96,4.758728546691694,3.117858653164985,1.613348440343584,0.2674219852972278,Iris-setosa
+97,6.360733345576546,2.83618657375908,4.779774258059746,1.4785310593067345,Iris-versicolor
+98,4.847917138722734,3.3692900037525995,1.4053344775497147,0.18848569989785974,Iris-setosa
+99,5.503464758456612,2.688840850116233,3.8229295849931,1.484557558858933,Iris-versicolor
+100,5.3432138129634374,3.1097532125768668,4.479385397151943,1.4672273798778845,Iris-versicolor
+101,5.685979458539315,3.125311397259657,4.479737922824648,1.2789444386176434,Iris-versicolor
+102,5.840797812020911,2.359958760829205,3.7980187545512543,1.10032477840948,Iris-versicolor
+103,4.724987375512976,3.2021788015870283,1.4147729321168083,0.14483439202946596,Iris-setosa
+104,5.391674228749354,3.4750003022573845,1.5050385592831441,0.18628697707459646,Iris-setosa
+105,5.298139854689361,3.971729959780599,1.5319277958774113,0.2934603529039098,Iris-setosa
+106,6.588404392329109,2.4194461540104357,5.161966685157224,1.5548500380703816,Iris-virginica
+107,5.963706930877459,2.711349637362647,5.305181332334026,2.0508214756875853,Iris-virginica
+108,4.677006062418332,3.117046506360238,1.318450450804955,0.08375233528028381,Iris-setosa
+109,4.9712738437459745,3.472705832322354,1.6734764152357358,0.09391142607377534,Iris-setosa
+110,6.046827419760633,3.9134076777948534,1.6054268156218985,0.22085446013295096,Iris-setosa
+111,5.106802283709731,2.174484613594026,3.967317010630798,1.1593527856087682,Iris-versicolor
+112,5.7437492845958396,2.9099549918031697,4.413020789351284,1.3904873282642094,Iris-versicolor
+113,5.134980993287434,2.6152114531862196,3.7911349475158227,0.8529002609156164,Iris-versicolor
+114,4.791085510534817,2.4759824185665305,1.261385617324122,0.3202203122725607,Iris-setosa
+115,6.397258606996946,2.505494295626613,4.703113258521803,1.985895167252409,Iris-virginica
+116,5.025386569726383,3.220711344791098,1.3875859598524998,0.21263997687486544,Iris-setosa
+117,5.082185306006484,2.009574208871967,3.538885870372682,1.2870047577609947,Iris-versicolor
+118,5.239850975730023,2.602898922626604,3.894730470276321,1.0197692775924103,Iris-versicolor
+119,4.269558633358003,3.5824500694953225,1.1657531303838802,0.09212335355663637,Iris-setosa
diff --git a/iris/tvae/4/19/test.csv b/iris/tvae/4/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/19/train.csv b/iris/tvae/4/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/19/val.csv b/iris/tvae/4/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/2/synth.csv b/iris/tvae/4/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..90d0097fb0b568ea741af2a26e00499c2156d4f9
--- /dev/null
+++ b/iris/tvae/4/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.5116486745136815,2.709849550680006,4.151872625959956,1.6161712732166686,Iris-versicolor
+1,6.465524372513595,2.7617835231382832,4.676197363634711,1.6604390585359365,Iris-virginica
+2,4.423164590625897,3.1579852670223088,1.3763580195326355,0.13505952008746444,Iris-setosa
+3,7.170349880561849,3.0755207512352705,4.613916860889536,1.305674223053452,Iris-versicolor
+4,4.344450717367207,3.1173643771253685,1.4340611981300178,0.20853712354017423,Iris-setosa
+5,5.076166463101301,3.6019848304543722,1.5976605044670975,0.4808352341401514,Iris-setosa
+6,7.257538436107504,3.3182552560827667,5.753348327262861,2.4882282451412814,Iris-virginica
+7,4.685865062511591,2.8528491545357975,1.4235620185851041,0.25612755447615754,Iris-setosa
+8,6.652300391119714,3.2517043254334466,4.82333031272983,1.4248672978158823,Iris-versicolor
+9,4.744188098316308,2.789024648594799,1.385910007266665,0.055384311372209005,Iris-setosa
+10,4.712921873374179,2.9662730352506537,1.439292657626994,0.2334180650028425,Iris-setosa
+11,5.16834926417737,3.0284968080725347,1.4923293969474087,1.3162621797232053,Iris-setosa
+12,5.075982651857957,3.061234684827932,1.4986354637750123,0.5380173895970468,Iris-setosa
+13,5.194952644034579,2.776826226957345,4.339624205470801,1.228947163009781,Iris-versicolor
+14,6.663625385741769,3.151045104255263,4.805718820777764,2.4228281932690106,Iris-virginica
+15,5.872170539247227,2.6524721482028935,3.997002685645175,1.2521443483859762,Iris-versicolor
+16,5.498187830215663,3.6576944104888955,1.391096377917904,0.3328680112323375,Iris-setosa
+17,6.062689931685202,2.5991259611726756,3.989580542560413,1.0600294803101111,Iris-versicolor
+18,5.747963583599652,3.002584372062031,4.469233381936496,1.4878622464233964,Iris-versicolor
+19,6.976041269720623,3.0669279495159416,5.164529887889263,1.9088215268987772,Iris-versicolor
+20,4.8775214244620395,3.3104214044867817,1.452804728837812,0.27258168479786626,Iris-setosa
+21,6.308202744092111,2.9032732955400893,4.969042141972294,1.6100907294079523,Iris-versicolor
+22,5.693941763819428,2.5360448200292836,4.77175997084473,2.0355054422043404,Iris-virginica
+23,7.113403502976759,2.3917896191641264,5.846688048142473,1.9156634409438764,Iris-virginica
+24,6.371474468262778,3.5925153852622445,5.163340473261574,1.8590730284699037,Iris-virginica
+25,6.906421490516557,3.491772923030497,5.463186067850868,2.575340899465823,Iris-virginica
+26,4.604128963448641,3.295754806850952,1.4364130865411633,0.28095408097460384,Iris-setosa
+27,7.2762197413349465,3.453719380400914,5.929785987714093,2.226169004664014,Iris-virginica
+28,4.902582833400434,3.3552776636311017,1.4765197340845866,0.279830287779908,Iris-setosa
+29,4.9944412571940235,2.437360295659817,3.2106448806870924,1.1309571312979343,Iris-versicolor
+30,7.394948324989786,3.4967095376269666,5.674614267596273,2.6072171163820745,Iris-virginica
+31,6.597480258511311,2.770571640820421,4.770210604240307,1.9569793004894072,Iris-virginica
+32,5.860616002121132,3.036201696132097,4.419687925733365,1.7043964217633407,Iris-versicolor
+33,5.832707929974851,2.5038566081398392,4.1981912366275,1.7599887545888204,Iris-versicolor
+34,6.131217472538058,3.1946226768612798,4.613055141501792,1.779959856026034,Iris-versicolor
+35,5.404676873849263,3.372926962048113,1.4361311061522508,0.22052223376104702,Iris-setosa
+36,5.284839805158812,3.725293403650123,1.6366317841521119,0.41697225960917605,Iris-setosa
+37,5.040135004193408,3.2557982727606865,1.712063382809851,0.545735574533917,Iris-setosa
+38,7.442176583764503,3.8181770622661895,6.2788179833676345,2.0918130788971125,Iris-virginica
+39,5.4104220875482865,2.660702811153453,4.151358578297613,1.4142333544670893,Iris-versicolor
+40,5.324007441123953,3.048415493396144,1.6886326278134234,0.10700402024121902,Iris-setosa
+41,5.7786195263060725,3.15743908113451,4.127389345644019,1.6543648758127825,Iris-versicolor
+42,5.783515684010412,2.9821154717637377,4.061689933608777,1.483398745186817,Iris-versicolor
+43,6.0482691671770175,2.2142183922429726,3.989023113293581,1.0642096893692383,Iris-versicolor
+44,5.171105123200744,3.057757794176125,4.922631335588344,1.999119217258381,Iris-virginica
+45,6.328016625461072,3.0083599875117115,4.7738833261944515,1.327943598195546,Iris-virginica
+46,6.100101172046447,3.113377146619823,4.547265845764467,1.2980541785520534,Iris-versicolor
+47,5.53244399747367,2.920205983480081,4.056889433555452,1.3488600973250824,Iris-versicolor
+48,6.607996681426392,3.4536803230786126,5.2476991975078695,1.9105665100984686,Iris-virginica
+49,7.140027128443982,2.94293861111726,6.23850782434779,1.7334585662049673,Iris-virginica
+50,5.053451508326693,3.493208297999768,1.65356846098398,0.2668859673590733,Iris-setosa
+51,5.547812014106976,1.9690324850997503,3.669100109868754,1.0185470333655093,Iris-versicolor
+52,4.84607990548621,3.4747522695844295,1.6182499299031692,0.20283178419442485,Iris-setosa
+53,4.803382604584951,3.365573465179974,1.2358938508495567,0.0918155722372355,Iris-setosa
+54,7.330672006505937,3.327484592577869,5.884821265029215,2.562899377844596,Iris-virginica
+55,6.958362110540416,2.676288268915197,5.024934816012602,1.6752161580736764,Iris-virginica
+56,4.689570738736556,3.168106339331901,1.2693374757684965,0.23623045234842283,Iris-setosa
+57,5.584254779345678,3.5733027667201296,1.5321333205033945,0.2680357222171279,Iris-setosa
+58,5.521053330892331,2.6826838723533193,4.38442684364212,1.2608496957572481,Iris-versicolor
+59,6.4574385853165825,3.1812617079780106,5.4865157204513455,2.0749776057625766,Iris-virginica
+60,4.932497772084267,3.2378942263883186,5.030260487268628,1.8182225685839075,Iris-virginica
+61,5.039486898380665,3.3365362739192026,1.578007439325617,0.25758680849605603,Iris-setosa
+62,6.3527300614662865,2.828511655988172,4.991613847959162,1.6556362473042472,Iris-virginica
+63,6.106773813844898,3.2721992038083423,4.532407813367588,1.3961160983289134,Iris-versicolor
+64,5.195376979364649,3.8319578108127326,1.5883481793915615,0.30807231490883624,Iris-setosa
+65,4.551688844302971,2.9707395356776103,1.4178836711824998,0.10765115591618107,Iris-setosa
+66,4.676116517088203,2.689326051978864,1.2606438433259728,0.1308405559771113,Iris-setosa
+67,6.399025815306662,2.9089002030663793,5.60115340387341,1.9885840883613417,Iris-virginica
+68,4.920651532218829,3.228750333468467,1.5923735764084406,0.08888343811968674,Iris-setosa
+69,6.718433614532607,3.0143701126354734,4.430320627215333,1.411438636693382,Iris-versicolor
+70,6.02571757186859,3.0519278476317786,4.621751289633421,1.5573921051026467,Iris-versicolor
+71,6.19065867534681,2.9240142169039114,4.538217561098435,1.8561332362635932,Iris-virginica
+72,4.869644406491147,3.3152167592277415,1.280564227862336,0.21946202728030517,Iris-setosa
+73,5.226371433473326,3.418177784233954,1.5587115187696796,0.49585620570591926,Iris-setosa
+74,4.8346579291579035,2.977592876617983,1.407538959274161,0.13859721836089764,Iris-setosa
+75,5.62032899476944,2.9962934520805393,3.8014865493750687,0.993686582301362,Iris-versicolor
+76,5.117192896931842,2.967417117809442,4.484618623345656,1.285779425226373,Iris-versicolor
+77,6.122544737097093,2.6022009889822115,4.035781949759236,1.0189416415071397,Iris-versicolor
+78,5.199917763165082,3.430578949944486,5.0498181778973645,2.409907991507154,Iris-virginica
+79,4.839812216478265,1.9525135609204813,2.9984577922065148,0.859479685464792,Iris-versicolor
+80,5.574654580560684,2.0509880961684788,3.6576226783667782,1.1029885166253601,Iris-versicolor
+81,6.385742793360987,2.656718704423422,5.8524376287910265,1.9199480426305704,Iris-virginica
+82,5.821044996355631,2.9361125036041775,4.511767786406919,1.247856343281775,Iris-versicolor
+83,7.2073551520076435,3.073790241017468,5.345918413725344,1.908957364899089,Iris-virginica
+84,6.533833976967978,3.144911431765185,4.744234068591654,1.3177911574511032,Iris-versicolor
+85,4.820894067692743,3.0145498002121927,1.5893325081119412,0.009549830010194993,Iris-setosa
+86,7.8185826933177776,2.8712844120732175,6.7204635411357305,1.9372385680461037,Iris-virginica
+87,5.8093961107283825,2.396672641346136,4.011794885937235,0.9536511097881761,Iris-versicolor
+88,6.001135041080453,3.0099671408177184,4.535719596138285,1.4052842855546284,Iris-versicolor
+89,6.097270543461379,2.840209085687606,5.266527541987757,1.844169270789854,Iris-virginica
+90,5.0281300376746865,3.027305765821466,1.5843581432685896,0.3540741258196131,Iris-setosa
+91,6.839926098331431,2.824954969172646,4.8091824135855745,1.7900504433179512,Iris-virginica
+92,6.536923500098381,3.0348212302069904,5.463214812486846,2.1829307690051953,Iris-virginica
+93,6.282513713747985,2.629033321257017,4.8388947248472745,1.842960148317073,Iris-virginica
+94,7.363468477890832,3.4315924963897713,6.5589052103499,2.232616991068324,Iris-virginica
+95,5.099726066744629,3.2156506707292185,1.4154820759302555,1.348583135775871,Iris-setosa
+96,6.828603920569086,2.6668040947630582,5.128213726561253,1.6439149573001903,Iris-virginica
+97,5.92413800691525,3.1383995764950106,4.548238132311725,1.270662404535321,Iris-versicolor
+98,5.791531356067196,3.0489277870107734,4.996320355649623,1.6101725876524169,Iris-virginica
+99,5.805925351051613,2.4722533093267867,4.3453774610901,1.080974462960202,Iris-versicolor
+100,6.6087971097579565,2.6055499972236493,5.143669523622404,1.755100958493854,Iris-virginica
+101,5.126633686731082,3.5300061094923807,4.942568375214488,1.8621701230401042,Iris-virginica
+102,6.3856096819708625,2.769116212274847,5.369710284671551,1.9815884963477814,Iris-virginica
+103,5.42740873217379,4.026607941320086,1.3365306800607994,0.10857807855096965,Iris-setosa
+104,4.97789180672504,3.211323946242488,1.6719600971388198,0.3038187053831806,Iris-setosa
+105,7.165741012961519,2.558818895489067,5.73990136877213,1.7595452087916639,Iris-virginica
+106,5.699942591575976,3.641899551576236,1.6140970964964065,0.12931980765870663,Iris-setosa
+107,6.453863937437654,3.0004385097445816,5.744093157106087,1.788077907051738,Iris-virginica
+108,5.530013364540992,3.119624760036542,4.592893523024173,1.4716392643582579,Iris-versicolor
+109,6.148340289258186,2.9892002413578904,5.020338904935036,1.9043080120381788,Iris-virginica
+110,5.232451595418418,2.165955050870848,3.364913314242699,0.7768184906360298,Iris-versicolor
+111,5.253964653510888,2.2474184109371387,3.5646086410676663,0.984750528432745,Iris-versicolor
+112,5.003236018733417,3.423340523848402,1.7104842479611742,0.20194276713421108,Iris-setosa
+113,7.501112411949985,3.0824374407362525,6.389940363929049,2.0686913969686147,Iris-virginica
+114,4.84454828693741,2.090086119190367,3.885961346911526,1.0785083435172855,Iris-versicolor
+115,4.707551710530731,2.9302331757662072,1.2330645036835102,0.2547303448910819,Iris-setosa
+116,5.074077938477847,2.9953934002717086,1.3104083862369804,0.18597689592400674,Iris-setosa
+117,4.8955927612843855,3.53534195973872,1.5356999923010235,-0.04136214089441426,Iris-setosa
+118,5.12398463788259,2.932708673234795,1.356327552990187,0.20067242772168026,Iris-setosa
+119,4.422056136218849,2.796684166390954,1.5836305650727287,0.1521141791662964,Iris-setosa
diff --git a/iris/tvae/4/2/test.csv b/iris/tvae/4/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/2/train.csv b/iris/tvae/4/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/2/val.csv b/iris/tvae/4/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/20/synth.csv b/iris/tvae/4/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..aefd136113d9ec2d9bed7a50890acbd3a6b0792c
--- /dev/null
+++ b/iris/tvae/4/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.7761265732399725,2.9837114205563107,1.333668899559592,0.14697115623660656,Iris-setosa
+1,6.839897806648845,2.7400357103210045,4.7356871106928935,1.7069191185215837,Iris-virginica
+2,6.791633507016219,3.1523514230925183,4.727288706839048,1.7262452265445731,Iris-versicolor
+3,6.614675701187711,3.4426578579905134,5.518460828806384,2.294974296177728,Iris-virginica
+4,6.179705200911766,2.390625827350253,4.605086813285757,1.4833138215514707,Iris-versicolor
+5,5.195754881121396,3.5257511970408317,1.4988099875382226,0.3262103213067442,Iris-setosa
+6,4.852305645746448,3.283386237593356,1.431903791347843,0.09027256595060398,Iris-setosa
+7,6.16481533669349,2.9495357887441416,5.241307132813558,2.039489833835603,Iris-virginica
+8,6.027912638372741,2.8815117344131247,4.893402885326733,1.4098946545577646,Iris-virginica
+9,6.954608714725613,3.461198206686756,5.96989568550913,2.4979845736046413,Iris-virginica
+10,5.2203322639542105,3.620268783578864,1.6004823419177379,0.24166445187976004,Iris-setosa
+11,4.928355335638135,2.9995081235949907,1.6091257350487078,1.2662983308221625,Iris-setosa
+12,5.3100682227308305,2.260706088155975,4.3778376403286625,1.399189457793939,Iris-versicolor
+13,5.273799741046846,3.4260544974398353,1.4996797399985866,0.25378264026748854,Iris-setosa
+14,5.664471394439782,2.45875881742287,3.7515197571471672,1.2634211769706387,Iris-versicolor
+15,5.656628326396704,2.9364605039159346,4.274329039025211,1.452334178085074,Iris-versicolor
+16,7.875840609450694,3.2965535583155283,6.472583833898334,2.203409520501091,Iris-virginica
+17,5.149088745756963,3.55291190057753,1.4102436142133263,0.05834830240486005,Iris-setosa
+18,6.648399567092563,2.874426445502658,4.66213054859581,1.1710614549840264,Iris-versicolor
+19,5.612111036447692,2.8961547103441965,4.242695120093972,1.481110106702349,Iris-versicolor
+20,4.919738083549364,3.1897017418082796,4.606450974956774,1.2153273219275291,Iris-versicolor
+21,6.014873187252877,2.8197130135741797,4.900632221276851,1.5869281339392585,Iris-virginica
+22,7.260183180739594,2.6533131182226,5.544046758447945,1.5584028443800473,Iris-virginica
+23,5.203629264668996,3.252648613639818,1.6050525404423708,0.1454264692038254,Iris-setosa
+24,5.2753782795442605,3.420945017486479,1.6155817707028206,0.18214366829047418,Iris-setosa
+25,5.6514868751912255,3.945266669947373,1.3322385747935372,0.3857687759948132,Iris-setosa
+26,4.955153851963363,3.3706754857906653,4.754138033444881,1.3840419175495524,Iris-virginica
+27,5.334255141826143,3.342536983241104,1.6580144800223726,0.5394585541486439,Iris-setosa
+28,5.285797240731336,4.123284336453159,1.3522953652840564,0.21046352184648243,Iris-setosa
+29,6.734628013405723,2.918630438367985,6.11563677669303,2.1691289833257588,Iris-virginica
+30,4.800950705891754,3.263693029540091,1.4112639127275495,0.1568967234750126,Iris-setosa
+31,6.031798522657651,3.1602927517597847,5.104207981056907,1.597603361644328,Iris-versicolor
+32,5.841913430555482,2.4338047421672977,4.104318166041205,1.2818316233717932,Iris-versicolor
+33,5.21310748168145,3.4126495660847582,1.583117666145017,0.19982613729315013,Iris-setosa
+34,6.234202066565985,3.0402493273020044,4.274857984246388,1.2711740406856806,Iris-versicolor
+35,6.457847716036925,2.9857926355459554,4.491900896993123,1.452413599624685,Iris-versicolor
+36,5.850900743834933,3.994540915158624,1.6229146726568813,0.3222443057453846,Iris-setosa
+37,6.549360971079418,2.581849551888061,5.481887357988746,2.110283828791574,Iris-virginica
+38,7.2384206598196785,3.48301822019797,5.841453982398281,2.45816725107326,Iris-virginica
+39,5.213404523466487,2.791318753811358,3.4786832528438563,0.9293655901651526,Iris-versicolor
+40,5.556655689337803,2.7340365016652552,4.060458166805637,1.1852326312848118,Iris-versicolor
+41,6.109945267409378,2.5412104038303656,4.256957544459815,1.1699078322869383,Iris-versicolor
+42,6.56171562631877,2.841583673990378,4.3693210240440905,1.292472563823959,Iris-versicolor
+43,7.0779804543277285,3.545015023631553,5.5519834068104466,2.4223849044224615,Iris-virginica
+44,6.527474427115288,2.772320631624269,4.879668469750047,1.7319574532559279,Iris-virginica
+45,6.153437034913823,2.8976450237244396,4.93406774590995,2.1892001148898035,Iris-virginica
+46,6.770698760430889,2.782113000574907,5.34786945976974,1.8836620862881943,Iris-virginica
+47,6.5510673100781185,3.8037875632072637,1.4638545240598768,0.4126901471863561,Iris-setosa
+48,6.6843772820120435,3.3656997504444424,4.424659545841112,1.475489545046322,Iris-versicolor
+49,6.542591710368454,3.0776783553908,5.067692646262483,2.371978698693354,Iris-virginica
+50,7.228021539875627,3.021173966376078,5.71307899773339,1.6787822281022333,Iris-virginica
+51,4.841119227681269,3.09059435363502,1.5757451877738347,0.275193033135769,Iris-setosa
+52,5.8701632241246,3.3787517148804955,4.828196008828944,1.1296325146294839,Iris-versicolor
+53,6.784298831274685,3.0904858864903417,5.944194475534083,1.975542487198413,Iris-virginica
+54,5.769748617072391,2.9573735687427667,4.8699649686921305,1.916248698979944,Iris-virginica
+55,6.853590954663188,2.663529725004287,4.231185216529808,0.993432549298583,Iris-versicolor
+56,6.125904712527549,2.879265890388308,4.350551663796789,1.173777397059023,Iris-versicolor
+57,6.656848236598358,3.234492339439701,4.554801461098981,1.530863686912868,Iris-versicolor
+58,5.581334732528995,2.668947736297254,4.002796237547465,0.7813111059772002,Iris-versicolor
+59,6.364323709132362,3.0441213597127867,5.311081262916138,2.2886906875556443,Iris-virginica
+60,5.09964992631593,3.5740582925817064,1.570153728003714,0.1558268487796311,Iris-setosa
+61,5.42862134006311,4.07088874213018,1.8495178429513368,0.25376168850648373,Iris-setosa
+62,6.285452974153645,3.125057868113769,5.104135861294498,1.7193021092765064,Iris-virginica
+63,6.143765588284131,2.617436383771565,4.4368813092290065,1.3864114787039328,Iris-versicolor
+64,6.8325708187032,3.036331780477219,5.234378563898126,1.4886559039330107,Iris-versicolor
+65,5.917648926754213,3.3346492399633263,4.749072653116322,1.3973834046676268,Iris-versicolor
+66,5.287906384911887,3.2258850575134983,1.5452425157527052,0.16109895618358183,Iris-setosa
+67,5.117648299902107,3.24471428382482,1.680150328841899,0.4826037922826542,Iris-setosa
+68,6.1259351298975755,3.3139862860451137,4.98708172120469,1.3014173639854134,Iris-versicolor
+69,6.45318730436076,3.2285464417467344,5.2108957012670745,2.299564471484413,Iris-virginica
+70,4.97512465832993,2.8967087029270258,1.264521850043478,1.4027382962580082,Iris-setosa
+71,6.380534371201876,2.755350220287559,5.471963268177915,1.8977958760592528,Iris-virginica
+72,5.558208197930573,3.099932216988117,4.172366418885819,1.4278789143355326,Iris-versicolor
+73,6.911325296611201,2.7257926990491996,5.53753809542947,2.03286089874559,Iris-virginica
+74,5.211691561305899,3.693400501121125,1.5787393088783341,0.184172276256376,Iris-setosa
+75,6.350699084029611,2.6717034773412345,5.607544825870619,1.7937815663711558,Iris-virginica
+76,5.588327017437116,2.5344278235712476,4.446339553326066,1.0327722096578418,Iris-versicolor
+77,5.453494049219111,2.460778518178189,4.270581804638993,1.2352623985842952,Iris-versicolor
+78,5.960760750878234,2.5529148478257406,4.1619601954631245,1.1017101004040046,Iris-versicolor
+79,6.072820895960664,2.9166376372218443,4.515431383025809,1.6096849945188156,Iris-versicolor
+80,5.077867537648662,2.835886836935698,5.2223408081489655,2.0517121711973307,Iris-virginica
+81,5.169456339523276,3.6530460126764845,1.3875492223919192,0.10444524485570231,Iris-setosa
+82,6.099963942837256,3.156151366015474,4.956039098323222,1.5812351808737255,Iris-versicolor
+83,4.823377278681505,3.1438401257526687,1.4585413002865009,0.2017880257430765,Iris-setosa
+84,5.1819807466114804,3.6660984541723183,1.5566612887768474,0.3240467568665139,Iris-setosa
+85,6.3962291314608875,2.8645372697159512,4.6721506093994645,1.2831905021016632,Iris-versicolor
+86,6.355313890665152,2.7740061762814636,4.419727321305234,1.0794126116945835,Iris-versicolor
+87,5.2708692343788766,3.788689790716381,1.6135442831644415,0.12218747333035296,Iris-setosa
+88,4.975386944356511,3.5738015995182786,1.4832319578109954,0.22135078791512366,Iris-setosa
+89,5.706608464673092,2.747220625034066,4.80449322224187,1.7206747242953597,Iris-virginica
+90,6.461432503911505,2.6453891658835404,4.4806461271902,1.5056001341170333,Iris-versicolor
+91,5.566581724649691,2.826727618075954,4.688237772314071,2.0464448961778747,Iris-virginica
+92,5.0809565604799065,3.3906289800399683,1.4086931282952821,0.21694028498278023,Iris-setosa
+93,5.178539988496591,2.6322078513528733,4.155108181377025,1.1924974297123092,Iris-versicolor
+94,5.144917213741367,2.6262158328983145,4.23020599277228,1.4990341161308869,Iris-versicolor
+95,5.5619854334655106,2.519407213885391,4.042398646894589,1.383137885981746,Iris-versicolor
+96,6.182314560572321,2.589596081332336,4.78139455384324,1.7268677467697398,Iris-virginica
+97,6.373363170669171,3.2577190861381924,4.630099215084649,1.289645161132232,Iris-versicolor
+98,6.148812257768639,2.89149089034497,4.83914370942181,1.4527937525548729,Iris-versicolor
+99,6.51615069652738,3.2764098811577442,4.272757234606344,1.5647528785919866,Iris-versicolor
+100,5.121076210947931,3.2028018449688407,5.3498075183232014,1.9876587420949805,Iris-virginica
+101,6.785716964283876,2.4641676185812775,4.318644696672123,1.0999576789787522,Iris-versicolor
+102,4.9632589598262316,3.245608648220058,1.5068365621817077,0.1309617705235027,Iris-setosa
+103,6.236765524080007,2.728031751659275,5.497920456897046,1.796214084963422,Iris-virginica
+104,6.156160473738375,2.9001619628729634,5.286631351408356,1.8482051816585081,Iris-virginica
+105,5.834042981135589,2.3617418007034883,4.367934662652329,1.111874293754679,Iris-versicolor
+106,4.916145453190276,3.27376708957198,4.082012281963138,1.3344780634389293,Iris-versicolor
+107,5.210316385871216,3.2626312557005273,1.521244338784723,0.46811788574021607,Iris-setosa
+108,5.620372249946662,2.6243432503554205,4.3640154885448625,1.2540057065909207,Iris-versicolor
+109,4.486740775340434,2.8873002050297387,1.243458966413362,0.1799430065869988,Iris-setosa
+110,5.171325958806778,2.0647746004705607,3.6937287934298215,0.8461825666515899,Iris-versicolor
+111,6.851966120512754,2.849742208710711,5.851252703675455,1.992858322991634,Iris-virginica
+112,6.358498575406688,2.98249442650993,4.550329722992752,1.5116003078720517,Iris-versicolor
+113,5.8891170247424345,2.5809163454053023,4.198483176697565,1.4703845827584896,Iris-versicolor
+114,6.470654763607632,2.7433127545102938,4.2371521561348215,1.3722465711378407,Iris-versicolor
+115,5.16304546645181,3.818339735229684,1.284147939992791,0.24011413571413454,Iris-setosa
+116,6.783664808706409,2.928524910422243,5.205377907113559,1.8197245960871529,Iris-virginica
+117,5.27592422688307,3.513690940974303,1.3406493485962636,0.2207327483138365,Iris-setosa
+118,5.292530952306483,3.587902762890868,1.4738771579533325,0.27031405017626065,Iris-setosa
+119,5.610603839443867,2.8589405505391365,4.206744284413849,1.1798376846880358,Iris-versicolor
diff --git a/iris/tvae/4/20/test.csv b/iris/tvae/4/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/20/train.csv b/iris/tvae/4/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/20/val.csv b/iris/tvae/4/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/21/synth.csv b/iris/tvae/4/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b62752eb855aea7a6d563d644e03aa1cdf676a0e
--- /dev/null
+++ b/iris/tvae/4/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.557817983368289,3.3586637074459853,1.754364120965163,0.1580594963604362,Iris-setosa
+1,5.031793362350742,3.0619644829397075,1.4054661241465247,0.31299840509732396,Iris-setosa
+2,4.966115582218949,2.7644099286971837,1.502838735946021,0.06770893126050942,Iris-setosa
+3,6.809948657891571,3.0414165321208015,4.7329768059417425,1.3140918966359867,Iris-versicolor
+4,5.674430372085438,2.8577947346879817,4.742893386604603,1.6455041515284863,Iris-virginica
+5,4.7229208092188335,2.6149633203581866,1.2275713721693995,0.2566597491052998,Iris-setosa
+6,4.552909561555287,2.5630418682374754,1.4918045666755537,0.06107698269042519,Iris-setosa
+7,5.397532475733262,4.123472187324406,1.8548457232914402,0.23792602276223612,Iris-setosa
+8,6.306579002224453,3.015560672105112,4.638167490272389,1.3162336480313306,Iris-versicolor
+9,6.908520036090934,3.017896831774588,6.160539028492943,1.878733998709371,Iris-virginica
+10,6.518518709435219,2.608633228871012,4.5641790815950705,1.1585629561863158,Iris-versicolor
+11,6.242145087523488,2.5265376743488135,3.9016393335160564,1.3723484073677368,Iris-versicolor
+12,6.376732284639424,2.892211782178705,5.140588131278827,1.907624589763397,Iris-virginica
+13,6.389975950910636,2.829101486461739,4.5848668006230735,1.3784032047265828,Iris-versicolor
+14,5.22640156326245,3.32616883510878,1.1978015067959187,0.17047684169409563,Iris-setosa
+15,5.606603465651506,3.009344453649881,4.561349319261614,1.4445909791734866,Iris-versicolor
+16,6.7696029910882975,3.3916857649806067,5.655709452628499,2.344931328371218,Iris-virginica
+17,4.719562423608322,2.9742526681400574,1.3406302580506702,0.19522593930999219,Iris-setosa
+18,4.812978763859251,3.1375659628948247,1.4954037310585584,0.14916281880286944,Iris-setosa
+19,6.632140771677328,2.7782507213976526,5.21926621398722,1.5330288490880686,Iris-virginica
+20,5.094037308260616,3.3564039341169845,1.340497059912975,0.281664053074254,Iris-setosa
+21,5.940623561459281,3.113197416286008,4.512421803983725,1.4587956524687593,Iris-versicolor
+22,6.016740655347058,2.882996423832693,4.422437801313606,1.5392418081091144,Iris-versicolor
+23,4.436998901676297,3.8504183913102925,1.489993464889806,0.24977949078985542,Iris-setosa
+24,4.64241414718362,3.157053638791864,1.3623416099930383,0.14267148314494577,Iris-setosa
+25,4.946500512809074,3.170084494512428,1.373088138637323,0.12884682105710155,Iris-setosa
+26,6.460626654498969,3.1132912865365956,5.025259614409149,2.2135979427373775,Iris-virginica
+27,6.4035796203511275,2.9977094091602505,4.428554074490899,1.5813712908705357,Iris-versicolor
+28,5.104786346803065,3.5760453027627603,1.527578820173294,0.21556771536852637,Iris-setosa
+29,6.097839091959798,2.771293404458317,4.140614107071864,1.3904838255736376,Iris-versicolor
+30,6.7451590889027155,2.6559053250045266,5.637456671762893,2.0350811664588617,Iris-virginica
+31,6.450552919085605,3.1321579715996166,4.887033089016605,1.9145991620243679,Iris-virginica
+32,6.101472221987927,4.5585711347459466,1.529590509013609,0.25707686811712527,Iris-setosa
+33,5.309288101430214,3.1953653926742347,4.087909806437953,1.2631115709647824,Iris-versicolor
+34,5.482947678615641,2.7687364453522196,4.1293346562459465,1.1741726862928261,Iris-versicolor
+35,6.442534180302585,2.903618033725141,4.710519225106101,1.887806891568256,Iris-virginica
+36,4.836425413293691,3.4374152841801435,1.563210908649901,0.20200963160478175,Iris-setosa
+37,5.617826422851438,2.6827066693835038,4.315641693777305,1.2380478029775697,Iris-versicolor
+38,6.332102748481937,3.2039492384470885,4.920971217050679,1.9929897036461897,Iris-virginica
+39,5.850279520337954,3.8797817851883343,1.495292458991519,0.3510027226383749,Iris-setosa
+40,6.26661521678701,2.8095184533051762,4.851685441750954,1.9036793401120695,Iris-versicolor
+41,6.64636250688683,2.849935773950125,4.882650819370675,1.685548949328764,Iris-virginica
+42,6.313639925915687,2.7762150349414263,4.725376291491045,1.6532840236872353,Iris-versicolor
+43,7.52608906624402,2.9734653216844915,5.521533922732321,2.079541655800325,Iris-virginica
+44,6.184262194502187,2.58801206894072,4.281178361627024,1.0301363441576439,Iris-versicolor
+45,6.256299195815345,2.9711417525199364,4.465149507647257,1.469314933521501,Iris-versicolor
+46,6.292877644649701,2.549799758080804,4.334497609171128,1.2736494665183853,Iris-versicolor
+47,5.21396176625009,3.4310630151253605,1.7309729202275383,0.18173462519022682,Iris-setosa
+48,4.991926173128619,3.2918918772794314,1.2910554589674756,0.19310345060084233,Iris-setosa
+49,5.1821638439101685,2.659098591630198,3.3469619123076484,1.1038996117263151,Iris-versicolor
+50,4.958055893150222,3.909570454362214,1.542660419491575,0.30977362682469084,Iris-setosa
+51,6.575865518428633,2.8044871150827295,5.365876538811041,1.756695765813449,Iris-virginica
+52,4.778297064893755,3.0712215570612766,1.6318709435321348,0.04634180630683318,Iris-setosa
+53,5.2980270475072295,3.0180692989359734,1.3837650720951271,0.2447888222977094,Iris-setosa
+54,5.228392825928625,2.5349362227166714,4.669854349258449,1.2808954776146657,Iris-versicolor
+55,5.066840515811489,3.318755775423292,1.497387526760952,0.1766056140338788,Iris-setosa
+56,5.556318567405064,2.450413632139962,5.312159427647958,1.982315158843965,Iris-virginica
+57,6.446703073232215,2.603999708363145,5.04455641342926,2.2844403459374636,Iris-virginica
+58,5.2037387760563565,3.790273886644555,1.5237645091618839,0.2764782684976143,Iris-setosa
+59,6.491210996779033,2.5751502371741557,4.217527371658243,0.9823282105932785,Iris-versicolor
+60,5.594440689468571,2.5765572007097113,3.897299389340481,1.6583775917532118,Iris-versicolor
+61,5.220148566024628,3.357322770271468,1.371467652514461,0.32412907023330434,Iris-setosa
+62,5.53541952773897,2.382687627107792,3.9400854491108737,1.266181356154303,Iris-versicolor
+63,6.482510182302238,3.2917231186169125,4.523565187914878,1.676541946124282,Iris-versicolor
+64,6.741306861530241,2.7759680674898783,5.3836607456502215,1.980808880673554,Iris-virginica
+65,5.738084351414177,2.6671111018661637,5.127157522872228,1.8521610889023943,Iris-virginica
+66,6.1829292483014955,3.2956892688445794,5.162774250834755,2.198822465734769,Iris-virginica
+67,6.150916359398503,3.1385095795860543,5.25864217680347,1.9169365375299026,Iris-virginica
+68,6.2642675680516,2.9464175732778637,4.51351046882136,1.35955747051465,Iris-virginica
+69,6.518655728182292,2.778489694501911,5.079915763950048,1.6680258732864581,Iris-virginica
+70,5.1360318096367115,3.5946111171854556,1.514141303759582,0.27918272326166155,Iris-setosa
+71,5.147404591927449,3.5341097955212692,1.4230515063331568,0.5334959630199004,Iris-setosa
+72,6.575571666184403,2.886026813685093,5.80869522173043,2.168743918569855,Iris-virginica
+73,5.367504246351938,3.3614437069266603,1.5720031266641983,0.18232765563651598,Iris-setosa
+74,5.21263346417026,3.6441275367987367,1.3648567822204694,0.45533758425020077,Iris-setosa
+75,5.292423155874353,3.0987188542742956,5.018815930967116,1.831806062145137,Iris-virginica
+76,5.561298385232499,2.3765961708873027,3.812603201953311,1.2899688211675437,Iris-versicolor
+77,6.721705850603696,3.0796175474477856,4.871347170516157,1.1880741490425917,Iris-versicolor
+78,6.169767558735604,2.6704301642938706,4.158529742564308,1.5657668920439956,Iris-versicolor
+79,4.917114209515141,3.293869549587459,1.6595168860879441,0.01753820460008193,Iris-setosa
+80,5.574190241747842,3.181509582434183,4.9343404433478995,1.635380256195513,Iris-versicolor
+81,5.047749462431664,3.4378524422791847,1.611912143817606,0.29888854335791254,Iris-setosa
+82,4.974612014631751,3.5409702511363896,1.5483248442080946,0.2978182979597068,Iris-setosa
+83,4.926256647975081,2.0031080260582774,2.9511398502981536,0.904967551256649,Iris-versicolor
+84,5.725990847007531,3.5757978281124085,1.5726345559600106,0.19029100133049304,Iris-setosa
+85,5.100477795679953,3.290909137202353,1.6188766445039868,0.2014140057356309,Iris-setosa
+86,7.290321954336006,3.1693755043897838,6.278910015390755,2.4845773933511315,Iris-virginica
+87,6.417070647723039,2.574755401354684,5.22599024489659,1.7944843568888769,Iris-virginica
+88,6.692299643392093,3.321120753197168,5.268009138989627,2.221732532810653,Iris-virginica
+89,4.954179792509798,3.3135835606744295,1.6813459206379782,0.3043593340616264,Iris-setosa
+90,5.2062333102046665,2.8229847681475313,4.12886182703556,1.536893113982143,Iris-versicolor
+91,5.127685791024753,3.311304357328198,1.6940705826814932,0.4805204931061353,Iris-setosa
+92,4.818929657939787,2.519003439331372,1.3037496239884532,0.16039169344700616,Iris-setosa
+93,6.990516374355639,2.7922910045210116,5.498613825104584,1.6255041377121795,Iris-virginica
+94,4.901155985854908,3.5882178002347,1.3733217101753938,0.25403494870796267,Iris-setosa
+95,6.0555820206644455,3.0572394197531443,4.9960348560321055,1.5071264600640126,Iris-virginica
+96,4.858559435217721,3.3363443447992323,1.3439366202567653,1.3246503074333413,Iris-setosa
+97,5.164611404995144,2.8746205995350373,1.4212142376822425,0.08014459907953964,Iris-setosa
+98,4.6702399304267415,3.237418470831505,1.5216273418042878,0.2163805549003909,Iris-setosa
+99,6.301964080144523,2.74942863562045,4.751898505582755,1.797620304120091,Iris-virginica
+100,5.099259086187258,3.169722908474905,1.4648965368461542,1.1755680600289542,Iris-setosa
+101,5.19648654351577,2.2612278477764383,3.8876544677197282,1.04261492740722,Iris-versicolor
+102,6.702775836954011,2.8044637903013077,5.913085263496247,1.7147430597741966,Iris-virginica
+103,5.822735345490131,4.327110128442038,1.531813704815404,0.4457166847524625,Iris-setosa
+104,5.453159761714204,3.717652550815756,1.328018476735664,0.444031435453457,Iris-setosa
+105,5.390603726730924,3.839524343542464,1.5740350159359766,0.3645367149903355,Iris-setosa
+106,4.435889154267188,3.1021456780549856,1.6259647274447897,0.31419008708936924,Iris-setosa
+107,6.492982938818075,3.227453540910419,4.800600126800967,2.5229787475461705,Iris-virginica
+108,5.0964581588920295,3.531366376683689,1.5660465022018575,0.16806402288810232,Iris-setosa
+109,6.31966023309821,2.3157959040742773,4.591649499420465,1.2311134358822735,Iris-versicolor
+110,5.019048710143266,2.3560177364069625,3.6479357850554046,0.9835030812320368,Iris-versicolor
+111,6.5977192750937705,3.0441858924032545,5.070613088023793,1.8301205060256878,Iris-virginica
+112,7.130391616931841,2.7734724972481417,5.968634094244782,1.850071985877976,Iris-virginica
+113,5.927397686080395,2.7589563895435005,4.511595709617494,1.318690588548128,Iris-versicolor
+114,5.147643436266962,3.573240970472604,1.3710278977545618,0.4240592359745886,Iris-setosa
+115,4.789400740230173,3.011535587761817,1.5858113902920694,0.18120873126789833,Iris-setosa
+116,6.413780859754974,3.233642747836154,4.462952984321739,1.6442628426911317,Iris-versicolor
+117,6.313574106546117,3.2062832821072362,4.40742104658674,2.2641095603843455,Iris-virginica
+118,5.437756137873488,2.6293119076607603,4.085182466763156,1.3689360998968836,Iris-versicolor
+119,6.366676247579306,2.612907380062788,5.052398070546031,1.813972180329994,Iris-virginica
diff --git a/iris/tvae/4/21/test.csv b/iris/tvae/4/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/21/train.csv b/iris/tvae/4/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/21/val.csv b/iris/tvae/4/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/22/synth.csv b/iris/tvae/4/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..93bce0ebca1f16d32e99e06b00a711feef3e4387
--- /dev/null
+++ b/iris/tvae/4/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.292444882064132,3.328126386020331,4.995323509253167,1.7966570713890673,Iris-virginica
+1,6.15471229009038,2.8022889952446537,5.233298908789917,1.8216048594298624,Iris-virginica
+2,6.2261827669057785,2.858249846679637,4.986144493196779,1.8998628552961638,Iris-virginica
+3,6.192574894740192,3.015272799951198,4.432525106204243,1.4787745837678246,Iris-versicolor
+4,6.342342313783401,2.860388282104042,3.877089302650707,1.211045635627198,Iris-versicolor
+5,4.935898914709577,3.2718996825339763,1.5549480312167758,0.22348159066403722,Iris-setosa
+6,6.803792556198281,3.0812580069994935,5.104554761379239,2.264441877549939,Iris-virginica
+7,4.904516990330532,3.0018082639924155,4.5621273104436355,1.8283338784619345,Iris-virginica
+8,6.842477145854506,2.9541928439490412,5.569819006989298,2.1536360441770883,Iris-virginica
+9,4.921117378359534,3.1870521145242576,4.63462339176708,1.7406700101993466,Iris-setosa
+10,5.9596813665419255,2.5603371800323305,4.444141888442517,1.2448165541590819,Iris-versicolor
+11,6.616186079952232,2.7529295236894287,5.920013319785317,1.8191568339241606,Iris-virginica
+12,6.317794209870112,2.6915280849631,4.573453177957584,1.6841476835012346,Iris-virginica
+13,4.860298602258264,3.0311452592084724,1.411227915012744,0.21564918855062157,Iris-setosa
+14,6.264485028505411,3.06481588656989,4.9422819251526935,2.0961386045964545,Iris-virginica
+15,5.733811081696581,2.7776030874592927,4.093042143555611,1.4258228992359923,Iris-versicolor
+16,6.249360152897343,2.942556170564733,4.825143606916594,1.641325287367776,Iris-versicolor
+17,7.022117184948466,2.7302352739860347,6.2164105182154525,1.7304532576139207,Iris-virginica
+18,5.445116248002371,2.545919986329767,3.845533424227127,1.6664163021720553,Iris-versicolor
+19,6.31815770268548,3.42726321981221,5.759953410507129,2.270598105828062,Iris-virginica
+20,6.5476052482844675,3.335860871987922,4.657417729880742,1.5510753127297827,Iris-versicolor
+21,5.137896105056508,1.9492788108430787,3.7557349248783884,1.141920475987967,Iris-versicolor
+22,6.544864546756948,2.9312924604262474,5.048792915477579,1.6540632300824671,Iris-virginica
+23,5.84631829755741,3.073159324341409,5.098728148366956,1.2041607321629793,Iris-versicolor
+24,5.153266004559808,3.606543234999646,1.8325263579022382,0.20335894570899982,Iris-setosa
+25,6.3489102310941945,2.634523320894408,4.43788521243672,1.4256414603862102,Iris-versicolor
+26,6.101252965385623,3.184157160463553,4.717565151487817,1.676235178820507,Iris-virginica
+27,7.063062853860196,2.617030165306285,5.60904725420829,2.1156568830972753,Iris-virginica
+28,5.866352504120034,3.0845560340360887,3.958921538856191,1.569613066161896,Iris-versicolor
+29,5.094862991563041,3.062072507185068,1.2346458392228563,0.15990345382889287,Iris-setosa
+30,6.099010497864743,2.9260270299741102,4.724608637049933,1.549004684181165,Iris-versicolor
+31,4.424205819407582,3.150155582023205,1.2281898706456642,0.1828564858248395,Iris-setosa
+32,4.983817429169126,3.377929801544014,1.2609817431137036,0.2291481711325687,Iris-setosa
+33,6.4056133529283015,3.57969474201457,4.608519069345887,1.6524609957532732,Iris-versicolor
+34,5.512207801632366,2.2445761570331992,3.633460377549337,1.1216459846882978,Iris-versicolor
+35,4.583813550909718,2.692347151422154,1.227829314802141,0.33422000530208046,Iris-setosa
+36,5.220737377596423,3.745417466243602,1.390162637063684,0.5036135778472619,Iris-setosa
+37,6.523323688925003,2.918401451952676,5.303436013378396,1.9105608194132648,Iris-virginica
+38,5.682443216458459,2.8392923115992983,4.920811515520962,1.2597148881648228,Iris-versicolor
+39,5.612377891538425,3.9153265445000525,1.6040243616229566,0.12246641276490955,Iris-setosa
+40,6.217215736611126,2.835046975119094,4.2011322391933525,1.1686477487539217,Iris-versicolor
+41,6.720650638192049,2.5875011299508195,4.756914696567139,1.801295173274826,Iris-virginica
+42,5.911067102798261,3.036653788611267,5.0101154955997425,1.5895576006718943,Iris-virginica
+43,6.208180334403335,2.7903132879541444,4.198467834120596,1.2774655270828406,Iris-versicolor
+44,6.727540539322759,2.597548498938178,5.2397112886181825,1.8935429883356742,Iris-virginica
+45,6.833995597819334,3.1771278397455225,4.679408717222464,1.8799436764460034,Iris-virginica
+46,6.881771927807304,2.9873791616547214,6.112150314766907,1.993705999516986,Iris-virginica
+47,4.844450723366081,3.119414979907861,1.2900817046971855,1.675083671427058,Iris-setosa
+48,4.4788677362036395,2.8593217316609993,1.281669599268002,0.19369188124070208,Iris-setosa
+49,6.134055841588965,2.6731443523207825,4.853787186538123,1.6769918881632329,Iris-virginica
+50,4.86455197133254,3.1183406505009534,1.5194632357005098,0.20630338631009448,Iris-setosa
+51,5.953655712225314,2.8370773748902653,3.816612945037975,1.0753910015479882,Iris-versicolor
+52,4.939802455221839,3.1988965047359756,1.696599550732469,0.2775267770396778,Iris-setosa
+53,5.2781133830036175,2.8959534702705194,4.273868470342384,1.0536711664366027,Iris-versicolor
+54,6.857247451240163,3.142250393535397,4.463588292228524,1.6118461912946724,Iris-versicolor
+55,5.980503410691834,3.0467450534237197,4.958167827595787,1.488980626560342,Iris-versicolor
+56,4.902316250128478,3.18220513260741,1.6154700556420756,0.1458102698901838,Iris-setosa
+57,6.16162106265819,3.322134865731727,4.546354597049951,1.2945840833511801,Iris-versicolor
+58,6.6232962019425194,2.833959780260808,5.1105581435979515,1.8301023509048513,Iris-virginica
+59,4.781583022896452,3.8716590005469635,1.4229026636208657,0.2550343789897793,Iris-setosa
+60,4.875361819780567,3.267753944085684,1.4692083426356084,0.028782763767313757,Iris-setosa
+61,4.431992457773811,2.796473657370102,1.2592377802490067,0.046679894964437474,Iris-setosa
+62,4.869749559150247,3.0197011941194445,1.6507508055198303,0.12970133575159548,Iris-setosa
+63,6.419692806162507,3.3507737768414074,4.960222614254028,1.38450085539113,Iris-virginica
+64,5.587445683691854,2.325344608397773,4.054932155367924,1.307728688679629,Iris-versicolor
+65,6.518823513128112,3.0964659969012254,4.9830638380223515,1.7381596758593432,Iris-versicolor
+66,5.099124123490481,3.4760340645775027,1.429468121637598,0.41635403621115674,Iris-setosa
+67,5.153289365956709,3.3917183020083668,1.623473714388453,0.5078349341256512,Iris-setosa
+68,6.1041687931703645,3.5240781633202953,4.36210239546186,1.4360529026418685,Iris-versicolor
+69,5.100653855163211,3.5233409453358755,1.6748050033332142,1.4415297247297867,Iris-setosa
+70,7.1496283638827265,3.2731312527498484,5.763236364499038,2.677595619730041,Iris-virginica
+71,4.705738535998297,2.7211507813260036,1.5219408666216916,0.19096122078338829,Iris-setosa
+72,5.996763967302666,2.850087681600285,4.9381259532246045,1.711173688328952,Iris-virginica
+73,5.829516613866415,2.1070145077467886,3.6186343658856988,1.177233673591356,Iris-versicolor
+74,6.50488837191619,3.0387374003001177,4.4631849961817895,1.6103950198656203,Iris-versicolor
+75,4.594058756910742,3.093949281211003,1.4423297431212991,0.3239482257836461,Iris-setosa
+76,6.283616790538077,3.223621451185513,4.757940402772973,1.4826575866232008,Iris-versicolor
+77,6.4659007926293315,3.2252844546004273,4.760262949173724,1.359502324388422,Iris-versicolor
+78,4.552819741825379,3.0312662794303153,1.483181948108345,0.108397446360151,Iris-setosa
+79,6.120801153960011,2.9879600096161725,4.538669475989393,1.6467584017629786,Iris-versicolor
+80,5.001366898386421,3.098995239798488,4.339084505604551,1.4367273975826746,Iris-versicolor
+81,6.135962526844114,3.3738238101460682,4.592484383301073,1.5119739282374887,Iris-versicolor
+82,5.763099282964139,2.538442749242047,4.003030011158168,1.4407403407849437,Iris-versicolor
+83,4.772120817004899,3.031894268773629,1.4520657325012352,0.30305726601294897,Iris-setosa
+84,5.329494421185919,2.0188478378735812,3.637751981419049,0.990263157433385,Iris-versicolor
+85,5.933039255119568,3.322838373363986,4.866278684007942,1.677965224299708,Iris-virginica
+86,6.708429310724378,2.672694112331267,5.412026734710586,1.6548735253907818,Iris-virginica
+87,6.198001243981764,2.655624941982551,4.724656186749637,1.4741649901980913,Iris-versicolor
+88,4.7353431626970295,3.4455659654488127,1.3616389131067534,0.014709995899163775,Iris-setosa
+89,6.662397952638953,3.0209207420864552,4.993118594323711,1.5122952391857947,Iris-versicolor
+90,6.647290209319075,2.971795575132393,5.485613661933267,2.2674748407491068,Iris-virginica
+91,5.300721078905608,2.66352848897023,4.333321388602217,1.1057436877242182,Iris-versicolor
+92,4.804345763373964,3.252208785433638,1.5353359294443238,0.16020966484169347,Iris-setosa
+93,5.315521587716327,3.5757794114269217,1.463339493297274,0.06275583922825323,Iris-setosa
+94,4.954488012341673,3.3714439707864994,1.2234570560992348,0.08404502396496247,Iris-setosa
+95,7.276473709417192,2.9971278950221953,5.821938552864834,1.9745396411451264,Iris-virginica
+96,6.8085885750507025,2.699630588939117,5.974996507023327,1.800165000640977,Iris-virginica
+97,7.604693776267314,3.038367694704218,5.830070648376555,2.213670165367579,Iris-virginica
+98,6.8799033340230284,3.2160581439443074,5.657430638058591,1.9396812891344184,Iris-virginica
+99,6.219195616660705,3.052150650118378,5.159551625972774,1.8998395851491603,Iris-virginica
+100,5.132165386791316,3.342276287602606,1.5436375171435028,0.12191783759622149,Iris-setosa
+101,6.590520109519973,2.534908084646025,5.5537336714412735,1.753149540652728,Iris-virginica
+102,6.530492057250544,2.8214473939457676,5.265549542143761,2.0183342682270693,Iris-virginica
+103,5.547362845320831,2.575497190374312,5.060183066482644,2.128681976869889,Iris-virginica
+104,6.8138786691916,2.789296029475988,5.408222916070367,1.9520235295661388,Iris-virginica
+105,6.768894767652816,3.2531897962334586,6.0692005022109505,2.0580154534561883,Iris-virginica
+106,5.177780318869167,3.844550484765773,1.6189747594774229,0.38261272803112406,Iris-setosa
+107,4.9482544494981555,2.3954190013969137,3.136557326662114,0.9458817582815569,Iris-versicolor
+108,7.068628171438139,2.827685960032913,4.293084279426203,1.2988124258647828,Iris-versicolor
+109,5.036338602625891,3.297724530831513,1.6214342223096583,0.5791685249333195,Iris-setosa
+110,5.079177201730875,3.390733900829442,1.3557703771243352,0.2605883770428427,Iris-setosa
+111,5.6323385464727425,3.418945085515768,1.448012061974329,0.1668853971179602,Iris-setosa
+112,5.317383262625085,3.61472341439533,1.6135075832980235,0.21410532459384354,Iris-setosa
+113,5.543875717697525,2.8908131608882854,4.237674797943371,1.4766395162038115,Iris-versicolor
+114,6.219952844291157,2.6406006066721712,4.52212150177438,1.1620826751184987,Iris-versicolor
+115,7.195073856148667,3.237497590942897,6.313282814985825,1.84880152668923,Iris-virginica
+116,6.819669015190897,3.4700775087466638,4.569869987623525,1.7358419344817475,Iris-versicolor
+117,5.3903967502058965,2.908633117437922,1.643838318944953,0.16957450125240692,Iris-setosa
+118,5.939642399640582,2.565564953359491,4.303991503144295,1.1449654051544562,Iris-versicolor
+119,6.454846772075256,2.7566771011450606,5.149572786396238,1.7425360057564223,Iris-virginica
diff --git a/iris/tvae/4/22/test.csv b/iris/tvae/4/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/22/train.csv b/iris/tvae/4/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/22/val.csv b/iris/tvae/4/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/23/synth.csv b/iris/tvae/4/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3d910402348ff5610659b4ff4dcc2078db8bbbd3
--- /dev/null
+++ b/iris/tvae/4/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.50505587521975,2.9296772446090222,1.2722608254208825,0.14612345857304315,Iris-setosa
+1,5.056098843097518,3.5181219964545933,1.4590600617432326,0.22117619674724595,Iris-setosa
+2,6.44676615937641,2.744578994823688,4.373490439759728,1.3565752126962498,Iris-versicolor
+3,6.36165893038018,2.764665048389485,4.746530391941235,1.8747148188260747,Iris-virginica
+4,6.485695380219828,2.4885662122521466,5.103985177752123,1.9057345269561103,Iris-virginica
+5,6.524959865806814,3.3353013023609277,4.82763611392241,1.6583241800640285,Iris-versicolor
+6,4.940349278865996,3.378067166436808,4.671870561849795,1.47211884284141,Iris-virginica
+7,5.102126669070721,2.4299313868386143,3.308953077981723,1.3781686702803686,Iris-versicolor
+8,4.96394338576941,3.4443650705634266,1.5795829806573078,0.21079065849422557,Iris-setosa
+9,6.80134666300674,2.9817206465416026,4.837390987654347,1.2873681733854583,Iris-versicolor
+10,6.187779534683118,3.216905069512496,5.099201534774167,1.9111548702346293,Iris-virginica
+11,5.154253157736226,3.1436055450981932,1.3544700697986474,0.3172275278726142,Iris-setosa
+12,5.059523675167045,3.255913975213628,5.013057953093503,1.235550265981526,Iris-versicolor
+13,6.313514529281674,2.7120452436126956,5.2209103203620835,1.9594284082075482,Iris-virginica
+14,6.22914292525754,2.8255594530474717,4.831752044892509,2.0691306628051125,Iris-virginica
+15,4.948753828916844,2.105960886764458,3.2860488798896963,1.07890043555026,Iris-versicolor
+16,5.734856232962064,2.894875190825353,3.7837911482485773,1.361709720037075,Iris-versicolor
+17,5.001470330300745,3.238915354119509,1.2436082257669847,0.3084573099328104,Iris-setosa
+18,4.512434523487933,2.876946037824064,1.6067648921273183,0.20610361347199846,Iris-setosa
+19,6.595826746775411,2.8256571398226953,4.95250076774039,1.2384323291115082,Iris-versicolor
+20,4.672859306829008,2.7644261985546845,1.1829335375422239,0.23664090795852077,Iris-setosa
+21,7.058492079747083,3.1990933289850982,5.00572712002168,1.561990592884321,Iris-virginica
+22,5.099638064784691,3.4286641786375642,1.4641551853579826,0.4174889449332675,Iris-setosa
+23,5.065753187236008,3.3468922866588064,1.5131007963005347,0.27261880197090754,Iris-setosa
+24,5.9586511085038145,2.904211747448573,4.797233962344201,1.6132794715413081,Iris-versicolor
+25,4.956927313949185,3.413105658122443,1.591113412384888,0.1302687634222352,Iris-setosa
+26,5.241407243514484,2.4423098378007952,3.8562207702414373,0.8892089527157326,Iris-versicolor
+27,4.584033992489008,2.6429738981820092,1.0985174605007844,0.20601816246915813,Iris-setosa
+28,6.124861371471106,3.0999127423716804,4.705019046449525,1.6160807742163672,Iris-versicolor
+29,6.5424885458198885,3.206247858715249,5.919855829908455,2.318364823439525,Iris-virginica
+30,5.766419201378375,2.2522793373427366,3.434466936180999,0.9369715429106027,Iris-versicolor
+31,7.495849007557251,2.8513186360688434,5.933284275493989,1.8972276848285758,Iris-virginica
+32,5.3892851762733045,3.5935484143467202,1.4085874971895311,0.28277432439892647,Iris-setosa
+33,5.565160970767818,3.80213334827104,1.283377344067913,0.3934961595071441,Iris-setosa
+34,5.1751133909675,3.2592456515947967,1.5531885809894153,0.44910679931923314,Iris-virginica
+35,5.660670267768516,3.1381660450960203,4.869789486977826,1.3630629670120347,Iris-versicolor
+36,5.443422127393627,3.0689032688012863,4.525961434680087,1.500236430621163,Iris-versicolor
+37,6.040748845022693,2.7994367010212544,4.794979197836588,1.7793704655751696,Iris-virginica
+38,4.5221293133804,2.709523742848282,1.2678060523061998,0.1617759807535339,Iris-setosa
+39,4.6310548919971355,2.79472302144808,1.2279161516195223,0.13634362830420257,Iris-setosa
+40,6.4272400406319194,4.096198250037479,1.3965618356585525,0.25922516536753953,Iris-setosa
+41,4.5294701888452,2.8293473043557995,1.231197586459296,0.24310447918999917,Iris-setosa
+42,6.2546040524323345,3.2990678258519957,4.764206297758537,1.7716020572128934,Iris-virginica
+43,6.672106016471532,2.595188647486102,4.3198442325265445,1.6280516525454352,Iris-versicolor
+44,4.9800001533403,3.085440157828598,4.77935903559547,1.5629725135107313,Iris-setosa
+45,5.310821838241789,2.7040871205279062,4.432462252173821,1.202575967741226,Iris-versicolor
+46,4.972853847150306,3.0037776546165103,1.4599481202268991,0.02127082810920289,Iris-setosa
+47,5.482757356824273,2.3269279750516287,3.61330630975904,0.9049083577082726,Iris-versicolor
+48,6.439045043122795,2.6975525845800172,4.804860157649506,1.372393391766758,Iris-versicolor
+49,6.236423484723967,2.9320588712798763,4.6786630910083264,1.6335050520088303,Iris-versicolor
+50,7.392081643782451,3.0123996535403963,6.478227913814965,1.9062476100052461,Iris-virginica
+51,4.674064405833432,2.567194509661865,1.3638812502656144,0.11359898347507077,Iris-setosa
+52,6.207214097287518,2.650881383446546,4.448530147698037,1.2128729485581404,Iris-versicolor
+53,4.9667406575871444,3.4652143275552083,4.466022199211619,1.2332299843164651,Iris-versicolor
+54,6.490409652742292,2.961792634618608,4.691984763362377,1.7077210232438311,Iris-versicolor
+55,5.066286479012496,3.197400095612896,1.4300358790075682,0.6597541667097934,Iris-setosa
+56,6.225017723962034,2.670843749264808,3.769766135272979,1.0881438021772627,Iris-versicolor
+57,5.50495835166812,2.4191918704958915,3.9939496535410624,0.8802553715635935,Iris-versicolor
+58,5.751416776135387,3.088036371769165,4.2000632855996365,1.329102770275694,Iris-versicolor
+59,7.0745357720179465,2.744939463156902,5.7103681787144005,1.8650017615753143,Iris-virginica
+60,6.00705101815579,2.7924980843021734,4.401350307685403,1.1941676364885812,Iris-versicolor
+61,4.968535863467377,3.503747939634281,1.1406453359963469,0.07522377515688927,Iris-setosa
+62,5.111654777321737,2.9012489631585177,1.4326470684125259,0.2347025046365774,Iris-setosa
+63,5.027649046971685,2.9836788027433827,4.509021210288256,1.9172040484569628,Iris-virginica
+64,5.830450795425131,2.762247318237116,5.14133419942805,2.2822758579494486,Iris-virginica
+65,4.771960154907153,3.043791397197691,1.4736111827237819,0.24110822331132967,Iris-setosa
+66,4.970848692125111,3.1621015065726366,1.295159274069916,0.16173950530517855,Iris-setosa
+67,5.58249056843606,3.569124710964007,1.142105494370639,0.27006990234667083,Iris-setosa
+68,5.467994060001243,2.8521074173765597,4.0537706589977995,1.1288994509248882,Iris-versicolor
+69,5.972031582581019,2.8191014742958544,4.868694158941793,1.7633222161529687,Iris-virginica
+70,4.6057724270747995,3.0357688754444974,1.58209987687518,0.12076103460707469,Iris-setosa
+71,5.218134014085599,3.5338014951284786,1.566654831653375,0.23016464542023396,Iris-setosa
+72,4.940225350422054,2.9877515423291574,1.4911981481463188,0.02002864611360816,Iris-setosa
+73,5.649953557039779,3.625347669955695,1.318139094990018,0.22503003108666925,Iris-setosa
+74,5.256844895572596,3.735040991113091,1.3707485208713674,0.20774394010721417,Iris-setosa
+75,4.539665451450608,2.7790851737866293,1.406305452393108,0.235373725987816,Iris-setosa
+76,4.605758277475372,3.1529626041716257,1.4447807522538016,0.11313018946384784,Iris-setosa
+77,4.833959598474589,3.2942103700280914,1.5456027607046956,0.15057083761138526,Iris-setosa
+78,5.454923015819411,2.5796369124243865,4.307915299789021,1.4567081010868528,Iris-versicolor
+79,4.331626504489442,3.936333336479514,1.4564834209769522,0.18309225221561076,Iris-setosa
+80,5.107139414351161,3.6096688252993703,1.3585005125010792,0.1661195185373025,Iris-setosa
+81,6.056338043668086,4.017533611248739,1.4028727592737678,0.2942306894270665,Iris-setosa
+82,5.867534003683394,4.1993802621840395,1.565903596908984,0.21643005432590168,Iris-setosa
+83,5.058512589899722,3.298707519403429,1.5639485041429588,0.08052681315959642,Iris-setosa
+84,4.893785286798411,3.459116283563561,1.3709078954595753,0.11023807715389061,Iris-setosa
+85,4.893179490903553,3.047305560455554,1.4111558684825944,1.42946696500216,Iris-setosa
+86,6.415715492627899,3.02966610453999,4.626835806359308,1.4300838828791973,Iris-versicolor
+87,6.1144499935017205,2.713003491183858,5.011653931294785,2.0010520257082445,Iris-virginica
+88,6.822270525550833,3.0228805422643483,5.627808012315044,1.8539827838735377,Iris-virginica
+89,5.641332380495651,2.4912890732763375,4.67734423367133,1.462967587509581,Iris-versicolor
+90,4.523516131064189,2.882124740242279,1.344224582841999,0.272663076743175,Iris-setosa
+91,5.848659219505876,2.9211960507938293,3.838906906778462,0.833225593064599,Iris-versicolor
+92,6.238133706799562,2.7097321700418844,5.052214528243316,1.8491134353109246,Iris-virginica
+93,5.054627030966625,2.835071238663021,1.2880929771130663,0.29600464193264026,Iris-setosa
+94,6.64215336684851,2.9513393852858503,5.298350536994624,1.7682675202537965,Iris-virginica
+95,5.008806761938676,3.2603789857937513,4.795563227402951,1.4796510391745974,Iris-versicolor
+96,5.035359566087933,2.5192920651235293,4.59587872444638,1.5694146741979287,Iris-versicolor
+97,5.160492234386188,2.505217997630973,4.054861770705127,1.0369565701091996,Iris-versicolor
+98,5.061699857531942,3.0256764571639914,1.5113061045987533,0.19839567702616856,Iris-setosa
+99,5.285036571549229,2.641829569106406,3.9322789652835652,0.17217757464335592,Iris-versicolor
+100,4.785068954153475,3.070313156182413,1.566711070060467,0.2817066467742762,Iris-setosa
+101,5.292638926383515,3.4429064071885023,1.3906164443420015,0.03107484637836974,Iris-setosa
+102,5.8172015551897225,3.1358772668915065,4.666704749313474,1.3617685140754445,Iris-versicolor
+103,5.604757810584693,3.0821817736312784,4.592953906019023,1.2109911930904582,Iris-versicolor
+104,6.698035013842835,2.964178219868737,5.459152237839368,2.0530960520123216,Iris-virginica
+105,6.049170249842139,2.5195320463958506,6.480999621201056,2.1410390045620598,Iris-virginica
+106,5.660529027947896,2.6703494176284552,4.252556797648151,1.347473340580544,Iris-versicolor
+107,7.449326267982474,3.6585698823090294,6.192598760697479,2.111102029568242,Iris-virginica
+108,4.916780547239391,3.6208161694773424,1.528962940800742,0.2982788058070933,Iris-setosa
+109,6.646909908833473,3.1967135530613104,5.701415675408217,2.1277330400784615,Iris-virginica
+110,5.7638151275047775,3.4110454025254677,1.274352522129832,0.2575119918216282,Iris-setosa
+111,5.2777226847049175,3.6801257997095815,1.4280587449603699,0.24623785820657393,Iris-setosa
+112,5.180216837387447,3.727445317687205,1.354982499220839,0.13551338359431583,Iris-setosa
+113,6.654863112761072,2.59982138428429,4.189452812965477,1.2469481858300997,Iris-versicolor
+114,5.588420743117821,3.269369881936188,4.261922594862245,1.4826070262875661,Iris-versicolor
+115,5.047634586241505,3.256143372899157,1.435185697233081,0.1594118638698585,Iris-setosa
+116,7.2346965347445265,3.419902387003498,6.106848024745915,2.1408636479683496,Iris-virginica
+117,5.110321148953924,3.458707722522905,1.4542150755866898,0.25839874429409754,Iris-setosa
+118,6.246359589732755,2.9909099497845517,4.9252537416522095,1.8814871926644074,Iris-versicolor
+119,5.604107818269107,3.0603457535563576,4.1096179986754295,1.5319995628795928,Iris-versicolor
diff --git a/iris/tvae/4/23/test.csv b/iris/tvae/4/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/23/train.csv b/iris/tvae/4/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/23/val.csv b/iris/tvae/4/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/24/synth.csv b/iris/tvae/4/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..32944c0a04e9addccfac98b0b7e48e9e4dc393d2
--- /dev/null
+++ b/iris/tvae/4/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.663523548591503,2.885348672181102,1.522347820953864,0.07986496288483685,Iris-setosa
+1,6.84660158154875,2.8592827731741726,5.534573745125747,1.712351320473188,Iris-virginica
+2,6.077960183821817,2.395613536318714,3.919387972404593,1.36819808893021,Iris-versicolor
+3,5.4400681203354635,2.7303760050032193,4.8023830299795724,1.7095852399980553,Iris-virginica
+4,5.571286432709825,2.804249127914562,4.2016781146448645,1.5233504476091613,Iris-versicolor
+5,5.7809129927736045,3.1007759496394542,4.517559638780387,1.5264585125369308,Iris-virginica
+6,6.9022962842090525,2.8306482181482755,5.541227826291293,1.9393443494769258,Iris-virginica
+7,6.333439379228771,2.4502682085117624,4.920712526334102,1.828240460213118,Iris-virginica
+8,4.8360228022962986,3.195618211075613,1.4937452216529268,0.30411182166774064,Iris-setosa
+9,6.296316996434951,2.314042150631658,4.160515189158194,1.083520968034009,Iris-versicolor
+10,5.583655282058196,2.923739160456779,4.105709757962067,0.9382496352092605,Iris-versicolor
+11,6.556224951720568,3.1164089896783773,5.31988367563514,2.2245530639524937,Iris-virginica
+12,7.061101020177328,3.099046618990656,4.657027341324459,1.704160086276095,Iris-versicolor
+13,5.027658757353304,3.1714273340084764,5.142217292507506,1.497440853958202,Iris-setosa
+14,5.149556735383441,3.671053887124862,1.726270138564096,0.6558646895277949,Iris-setosa
+15,5.37350195282714,2.768673868031093,3.8923144946705186,1.2193336122081986,Iris-versicolor
+16,5.2583150091507935,3.620216913427047,1.4920806329091048,0.15260445636726233,Iris-setosa
+17,6.789879627059025,3.072321757077102,5.311491780745095,2.21688507732649,Iris-virginica
+18,5.098407612345414,2.9658206167678784,1.5672849602088366,0.4934497554923325,Iris-setosa
+19,6.876062582239908,3.0894860257582573,6.017491150813974,1.9201227721613963,Iris-virginica
+20,4.978263819297691,3.5282535263778283,1.6067669148440282,0.46582555183768015,Iris-setosa
+21,5.9413039011180855,2.955521672233713,4.3139491104966785,1.5010590070606915,Iris-versicolor
+22,6.688324440838072,2.6514911379723647,5.407331678130638,1.961620705325553,Iris-virginica
+23,4.970444610484537,3.0713307381171155,1.4994902380842887,1.3020941148550635,Iris-setosa
+24,4.976424194100558,2.865380752282226,5.292113803140547,1.6486784737277176,Iris-virginica
+25,6.267287804240691,2.8505129924847092,4.3140053322097165,1.141044664807265,Iris-versicolor
+26,5.009331284161992,2.997622905682177,4.730816073347056,1.8515814122390126,Iris-virginica
+27,5.169148441309849,3.4463212627048354,1.528961531887336,0.17101786065126987,Iris-setosa
+28,6.742248795986147,3.219712171690751,5.465563660524405,2.2350751096055723,Iris-virginica
+29,6.761610637754951,2.7794858520031034,4.26161175213615,1.5287976635493548,Iris-versicolor
+30,6.635534308677915,3.400345234918452,5.364408415914941,2.2261999948508624,Iris-virginica
+31,5.448341608127272,3.560718211640694,1.43241773200425,0.25324695645239703,Iris-setosa
+32,7.106712803810868,2.9444448881577183,5.396500834380982,2.380141059789529,Iris-virginica
+33,6.029145800050712,3.1197360079163134,4.107211001656788,1.5155838865413898,Iris-versicolor
+34,6.820904922357733,3.23399322717016,5.436118971016771,2.464193453679458,Iris-virginica
+35,6.176269434565479,2.69643195573165,4.999494089132895,1.6592457882557916,Iris-virginica
+36,4.996973852947844,3.052576042331651,1.6470033190741076,0.12861801238113643,Iris-setosa
+37,6.84380376455101,2.4104599033179226,5.016978359556184,1.8952579720263711,Iris-virginica
+38,6.053044232819339,2.37228734685027,4.08547629922902,1.2808658887734616,Iris-versicolor
+39,5.967243823136068,2.330605577755045,3.756222734979293,0.8793960414025614,Iris-versicolor
+40,5.277881532332833,2.9851255646213852,5.4019726442297396,2.0988902761997825,Iris-virginica
+41,7.985254299106746,4.076696511743517,6.401806866508725,2.3500561542477367,Iris-virginica
+42,5.543788863785305,3.7653339201090317,1.735408463374499,0.3066229839513795,Iris-setosa
+43,6.909455601221389,3.086200574612287,4.189964661441564,1.5298075994229745,Iris-virginica
+44,6.693621891500182,2.9056485682452817,4.486599861280766,1.441632837803843,Iris-versicolor
+45,5.079250024484219,3.844753649260571,1.7758326825341388,0.15287450335384098,Iris-setosa
+46,6.532689077438855,3.419035574972725,5.104684331953658,2.656081002690038,Iris-virginica
+47,5.804247728683928,3.493802817354233,1.621546691739618,0.27010383098624086,Iris-setosa
+48,6.332559068685182,3.027570788700714,5.2837010522069345,1.7951402605457096,Iris-virginica
+49,5.2200726351870825,3.508398706122333,1.2943691008504292,0.3154412293143362,Iris-setosa
+50,5.388669137110697,3.648545794141298,1.5071600963257392,0.31264975488768043,Iris-setosa
+51,5.207447278550581,3.5794167350867436,1.551996870962361,0.5607792438823391,Iris-setosa
+52,5.062595285555489,3.213651710316635,1.453666246378841,1.1202728990603397,Iris-setosa
+53,6.598430042728499,3.2704914166846404,5.2244701201767265,1.7008686596041953,Iris-versicolor
+54,4.879663384371114,3.2654579361824148,1.2991516558314464,0.26331295327629983,Iris-setosa
+55,5.307676783029672,3.222547993216334,1.4308618890206335,0.17515677969085292,Iris-setosa
+56,5.2407340676066445,2.7763505904092796,4.5185698746607335,1.3250782884141394,Iris-versicolor
+57,5.123066293714896,3.5954867993387922,1.6354434267690536,0.14311241495650417,Iris-setosa
+58,4.9250772396301805,3.4571085837557494,1.395250230728355,0.028309439278710324,Iris-setosa
+59,6.290078776461256,2.7542530617720167,5.163351148809311,1.9517230646054728,Iris-virginica
+60,5.359169387616857,2.7177860132656915,4.378317079104701,0.809475050547419,Iris-versicolor
+61,6.59765204865322,2.9044365407688235,4.396579916202635,1.404102471689716,Iris-versicolor
+62,5.922913672414922,3.2916782713510404,4.617905915076331,1.482278105314025,Iris-versicolor
+63,4.9572526698564685,3.4494199682474282,1.4927279052560916,0.4252479725184535,Iris-setosa
+64,6.747944335277424,2.7035003617464195,4.956156924341585,1.9937140848040193,Iris-virginica
+65,4.648351141416353,3.422802089500287,1.4732777667660268,0.19109612723902053,Iris-setosa
+66,5.397904329883293,2.4599523171685322,4.511528318522724,1.150360505150206,Iris-versicolor
+67,6.102262734418179,2.7592373859752666,4.561437116204824,1.7351215618629179,Iris-virginica
+68,6.4896102057116725,2.8050332217984977,5.659535269922867,1.663438302945895,Iris-virginica
+69,6.832676656376174,2.720918325156204,5.407971676003882,1.7510951569383473,Iris-virginica
+70,6.351105291549451,2.729653540837547,4.569041916001893,1.588369786725948,Iris-virginica
+71,6.99114784781383,2.686317859228347,4.877442432246902,1.9551982380173878,Iris-virginica
+72,7.322823799874983,3.4838357219277736,6.032922401118059,2.008566297109784,Iris-virginica
+73,6.074822587208488,3.217912503751011,4.4263509612010425,1.390554261720049,Iris-versicolor
+74,5.0689716340586735,2.62496652697541,3.88912067617691,1.466529152077435,Iris-versicolor
+75,6.0386505293985495,3.151273186616946,4.702980263076917,1.526629753762333,Iris-versicolor
+76,6.725487547397835,3.3633153668352174,5.2625392104861515,2.6037501675552925,Iris-virginica
+77,6.877152581912738,2.743622282338206,5.086422207725044,1.5929772868381675,Iris-virginica
+78,6.519545272980116,2.446912811178581,4.183175392557079,1.0000873591747474,Iris-versicolor
+79,6.955984265066836,3.0989418544218945,4.707556139327073,1.3057899076928825,Iris-versicolor
+80,5.390422909993172,2.5814488316628115,4.75205287410382,2.1219376112971093,Iris-virginica
+81,4.5136447684443155,2.399125781140568,1.4181754652516736,0.21587687280262677,Iris-setosa
+82,6.055326551582665,2.8989988956066273,5.333572305673284,1.8101440352345954,Iris-virginica
+83,5.581793467653975,2.69102081295266,3.7749837643201847,1.5591832226938513,Iris-versicolor
+84,6.57715865040848,2.718080380781547,5.299284642841587,1.937893956781213,Iris-virginica
+85,4.998088677882347,3.1094500468085604,1.3297168135890762,0.0013215145151766472,Iris-setosa
+86,5.6895242004028805,2.2537955202314306,3.724817506726123,1.1695640777919498,Iris-versicolor
+87,4.998347790342172,3.3260822448122744,1.58118446568739,0.19831915497785574,Iris-setosa
+88,5.14234824729752,3.5080644032202124,1.4608952873859224,0.3708777533359883,Iris-setosa
+89,5.407290396685249,3.19663502602604,1.481858720198842,0.2360716935060759,Iris-setosa
+90,5.857994810023305,2.950459789537499,4.964861303703353,1.757652440716797,Iris-virginica
+91,6.51657099528995,3.175405746823745,5.191132119497255,2.1541334981117175,Iris-virginica
+92,5.13445343578529,3.7045765964577515,1.3024002804113515,0.14793855322610508,Iris-setosa
+93,7.351655089753358,3.3103872364396305,5.857871395753733,1.9082287900362636,Iris-virginica
+94,6.95437500496873,2.7648959539168008,5.800417723202132,1.7258277593753641,Iris-virginica
+95,5.889590002696712,2.590118747424202,4.092543192234176,1.371570426106358,Iris-versicolor
+96,5.133689503591469,3.0901176903440786,1.568169815777105,0.2249547398334081,Iris-setosa
+97,4.7351764633370665,3.0174709218991094,1.4653592336463273,0.16342673722212442,Iris-setosa
+98,5.708916004059984,3.93518882871225,1.2186327463017053,0.07982376115047199,Iris-setosa
+99,6.658501540276084,2.7563399734046943,4.965877119176613,1.9694084212077534,Iris-virginica
+100,6.358106724236309,2.885409488513146,4.933775758345112,1.5604368876242605,Iris-versicolor
+101,7.259628142530497,2.7105808703762397,6.074300400455265,1.748078342463451,Iris-virginica
+102,6.788061959906458,3.1937080212354885,5.797904615524013,2.1995092029601304,Iris-virginica
+103,4.7334855429897775,3.0856189229861224,1.587843307014324,0.23376926920872013,Iris-setosa
+104,5.765115299866769,3.0356574569645645,3.9400617688422876,1.0996495046179886,Iris-versicolor
+105,5.701982526378801,2.746771460879732,4.289079118706801,0.9189350357658742,Iris-versicolor
+106,6.278796542903268,3.715281726884692,1.1237286592360554,0.22880805276309202,Iris-setosa
+107,7.336683784181222,3.0139630665271815,5.601114079777429,1.8985380939537801,Iris-virginica
+108,6.441269938614309,2.711771837267758,5.093540591965418,1.8565244165900967,Iris-virginica
+109,6.158155699266944,3.10762856295047,3.852961516864158,1.4281789742937878,Iris-versicolor
+110,6.226577058734891,2.7962104240616554,4.931047996656391,1.9120792012825865,Iris-virginica
+111,5.099982118449451,3.229865312893391,1.3570652111395902,0.20560681169259726,Iris-setosa
+112,6.723209562126071,2.5669437318998014,4.216041912900295,0.8832308643791119,Iris-versicolor
+113,4.802019431648979,2.937758349010726,1.6070026541453397,0.08330320906188518,Iris-setosa
+114,5.081181326364303,3.554876852215077,1.4940048953135785,0.5506891623328588,Iris-setosa
+115,6.485306219708717,3.032474790780435,4.462976533683932,1.5952055926597026,Iris-versicolor
+116,6.5905565723819475,2.7554416525795724,5.484499571100058,2.1333112238507375,Iris-virginica
+117,6.819001243715348,3.046336348175996,4.339028677171694,1.4535328742701874,Iris-versicolor
+118,4.9592585007536485,3.133529622403113,1.6757559124094887,0.1310202948964202,Iris-setosa
+119,5.331150919769761,2.495181171973881,3.492643385494455,1.088432095550285,Iris-versicolor
diff --git a/iris/tvae/4/24/test.csv b/iris/tvae/4/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/24/train.csv b/iris/tvae/4/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/24/val.csv b/iris/tvae/4/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/25/synth.csv b/iris/tvae/4/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..427b26a0175ecb834ef6527fb74352ea746adcd6
--- /dev/null
+++ b/iris/tvae/4/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.0100321445326585,3.1893088530292406,3.8795719978635788,1.1307884720443533,Iris-versicolor
+1,6.459048409589709,2.9441462551935413,4.14058829825934,1.3637675454217555,Iris-versicolor
+2,6.396079693048657,3.3334902268539395,5.071647533009597,3.0248565287751106,Iris-virginica
+3,5.754910599646464,2.616026141748129,4.2313036212617305,1.3365627504271171,Iris-versicolor
+4,4.84312907729181,3.5743455500467793,1.4768312127052292,0.1577318318573084,Iris-setosa
+5,5.758508656572998,3.446064672977797,4.845613020487909,1.279903376147184,Iris-versicolor
+6,6.006730370100593,2.966798734738269,4.249224403380237,1.5745825989094844,Iris-versicolor
+7,5.4182728907907896,3.1179375759908585,1.3385359583913452,0.16258722805246556,Iris-setosa
+8,5.37172033052644,2.7013833016485096,5.219863051283536,1.4725579478994852,Iris-virginica
+9,4.964260817110475,3.306165409771256,1.5194919665468118,0.2393278764273399,Iris-setosa
+10,4.679150400403352,3.1182549561063504,1.7032199094623701,0.1079044765917904,Iris-setosa
+11,4.781371034738999,2.9849694920533127,1.4505522607776657,0.09717340760853826,Iris-setosa
+12,6.576656885163122,3.024699635506207,4.812023479266895,1.646641896176003,Iris-versicolor
+13,5.823620547897889,2.677627428153828,5.545923597090538,2.2023866467930775,Iris-virginica
+14,5.116274811353977,2.8021974437224424,1.557015999726972,0.26737505187235433,Iris-setosa
+15,5.903619219419268,3.3835404549627155,4.68576092285325,1.7768502988857173,Iris-versicolor
+16,6.623210224912809,2.591173364479998,5.212974766008065,1.9593919272681601,Iris-virginica
+17,4.887243872787078,2.7769533770657597,4.949368610330069,1.7048452823203673,Iris-virginica
+18,7.011431023685657,3.271635639041597,5.5891373595236695,2.06833977028054,Iris-virginica
+19,6.495481712316692,2.9232639940220575,4.665917312434145,1.5404386440475033,Iris-versicolor
+20,5.905041338267482,3.2707349119558553,4.6461473398983095,1.2917611171890753,Iris-versicolor
+21,4.953947624517111,3.1023477963374746,5.448357261028353,2.3897713327876273,Iris-virginica
+22,6.766429877372224,3.0027652561743157,5.300755521533205,1.8790465817840578,Iris-virginica
+23,6.186427657499771,3.7944994197671713,1.6068293040307442,0.26019118253866774,Iris-setosa
+24,4.881215288375167,3.227940846596724,1.4951809628102397,0.3323420408625886,Iris-setosa
+25,4.849593624273993,3.1219003258399214,1.3986697843878921,0.2864442916736965,Iris-setosa
+26,5.127166825544644,3.238516146876008,1.5908116071763934,0.3770896503010059,Iris-setosa
+27,6.779637364689047,2.968738323892122,5.426415588415985,2.125681301900921,Iris-virginica
+28,4.9724318011056345,3.3151103477081825,1.3639088764938407,0.26407961538157776,Iris-setosa
+29,4.9878749818993455,3.3217234850302164,1.4184602217551472,0.2045687347578871,Iris-setosa
+30,7.096035370939797,2.677433509046411,4.8639870270730325,1.8629603346681214,Iris-virginica
+31,5.996663966998241,2.8783725779282805,4.161756292214522,1.415462465984497,Iris-versicolor
+32,5.287757110113751,3.3058468108071257,1.4258899168375394,0.4079578045597929,Iris-setosa
+33,6.26621049268188,3.0764255807136105,5.55153663968261,1.892666537518019,Iris-virginica
+34,7.429077421278583,3.239807147997551,6.186295167584871,2.3783142665023065,Iris-virginica
+35,5.187107215310261,3.299667270056165,1.4790547569722305,0.3348868081201142,Iris-setosa
+36,4.613199151075589,2.9538575103148608,1.1614137774562385,0.04960502250091392,Iris-setosa
+37,5.499881647728319,2.6704306662400246,4.472611271595215,1.066569509514427,Iris-versicolor
+38,6.121915653596144,1.9866387696823644,3.9179651149657984,1.2213257615277682,Iris-versicolor
+39,7.340745082321753,3.0830061078893425,6.02250691571801,1.8655944436824368,Iris-virginica
+40,6.4436608380802,2.8451093570616988,4.9435672757635505,1.1375565398524548,Iris-versicolor
+41,6.050068335881785,3.0534847263536826,4.682013488596373,1.2501297751955287,Iris-versicolor
+42,6.771847491963466,2.996664770246181,4.72244641177042,1.63151351358045,Iris-versicolor
+43,6.455370590999933,2.795907773132427,4.552422588395052,1.0656593234847231,Iris-versicolor
+44,6.068990889998691,3.2115114128324875,4.710489675751718,1.3931300474864696,Iris-versicolor
+45,6.067879513024927,2.9856355950341245,4.896114275095558,1.6522240375722803,Iris-versicolor
+46,6.069405911847008,2.7921117878524226,4.662353754801816,1.5894952654902106,Iris-versicolor
+47,6.68671233367629,2.6230227757928057,5.234004543840458,1.6726133560411278,Iris-virginica
+48,6.361569342314549,2.9086046948510678,5.066665151611179,1.24718197946514,Iris-versicolor
+49,6.793292018627309,2.677465190401667,5.23545730896562,2.4952994834475057,Iris-virginica
+50,5.1098929656214445,2.8418257067811283,1.2078199504064897,0.31670916662277415,Iris-setosa
+51,7.350452840092321,2.607801939805932,5.881318107498306,1.680559402682903,Iris-virginica
+52,5.700860096020609,3.179192732231894,5.081913452849248,1.631284387227956,Iris-versicolor
+53,5.178211244138625,3.285013717106767,1.279407711603198,0.24438255722430496,Iris-setosa
+54,6.304577624622334,2.8541013279106053,4.222864253455017,1.237644008444804,Iris-versicolor
+55,4.733828624430083,3.17822328780959,1.415230564049834,0.21441402101604876,Iris-setosa
+56,6.68634990517461,2.8936697310082424,4.644757980590704,1.4590600746984512,Iris-versicolor
+57,5.892742666232731,2.940341106532374,4.392572876608078,1.6183401793162489,Iris-versicolor
+58,4.7591571676594455,3.260321546082937,1.4049528826559665,0.18370110804161632,Iris-setosa
+59,5.112284087764642,3.7646899027745304,1.514839414124827,0.2688267521855191,Iris-setosa
+60,5.042392778854974,2.961699866410267,5.149703722026814,1.6146266055197183,Iris-setosa
+61,5.591913879129815,2.898926280621522,4.153034061167932,0.9680055188361519,Iris-versicolor
+62,5.2388524707231845,3.990626082660303,1.4223489069534068,0.19212462585514833,Iris-setosa
+63,6.571334407675391,2.5078741601563195,4.9081882689092104,1.6899978292337383,Iris-virginica
+64,6.270720244604905,2.3888494754598106,5.279476297246623,1.6479106930875054,Iris-virginica
+65,6.1390412956882505,2.59231786961655,3.935010368302314,1.6852918685621499,Iris-versicolor
+66,6.083347774634968,2.9303492676523466,4.880609564607454,1.6652631761151273,Iris-virginica
+67,6.432250122842047,3.30142621964796,4.7484107952747845,1.2243378806908964,Iris-versicolor
+68,4.829319241051536,3.2486900395223683,1.1573351688484912,0.14310359315408344,Iris-setosa
+69,4.994855869511751,2.879652162283076,4.96384488858567,2.097192430306766,Iris-virginica
+70,5.270780919972123,4.076886040220132,1.5691221461831628,0.21759682181203707,Iris-setosa
+71,6.3572115422934825,2.5608103605372556,4.961061904388525,1.5749864727984206,Iris-versicolor
+72,6.765687870518887,2.4662039075199247,5.209004258563089,1.9896436989829882,Iris-virginica
+73,5.6789311516507315,2.930721445721093,3.9727303229698414,1.3762726686036433,Iris-versicolor
+74,6.325348221654831,3.2398704167696732,5.278058844762374,2.4792256506270887,Iris-virginica
+75,5.428763515605379,3.7748295320768808,1.3159697570282258,0.3486853624501839,Iris-setosa
+76,4.848608941044647,2.269669047220313,3.2507230671424905,0.9325858641093012,Iris-versicolor
+77,4.981331446490091,3.2974079796963243,1.5815069602794805,0.18334747614328714,Iris-setosa
+78,5.046355206366726,2.7302277531957064,1.213680130779425,0.18680536919908533,Iris-setosa
+79,5.496149885234335,4.138112492715148,1.300483703639779,0.29188481429419216,Iris-setosa
+80,6.491171655061287,3.29412097180304,4.697404367377452,1.7319964331964726,Iris-versicolor
+81,5.3042560080053915,3.942958318010243,1.260880801421308,0.44179306105485233,Iris-setosa
+82,5.9200840363224705,2.7284492556531905,4.472842978223897,1.305322005228764,Iris-versicolor
+83,6.93706562748419,2.7075021604051033,5.991371816204225,1.608837160737847,Iris-virginica
+84,6.452697698133143,2.758922443741062,5.435957394520386,1.5406920928008805,Iris-virginica
+85,6.598829322352811,2.6902737381077655,4.243266193067531,1.5168706186873706,Iris-versicolor
+86,5.827418988817671,2.915227493666307,4.322340007049145,1.4112967593419996,Iris-versicolor
+87,6.966201752345436,2.822700481499219,5.637592549334632,2.056584441452263,Iris-virginica
+88,5.327562232892429,3.424008479911564,1.4533101665168362,0.25772279330935305,Iris-setosa
+89,6.064392805768916,3.3281512929557624,4.7130683780611635,1.4043849441674872,Iris-versicolor
+90,4.789644432111555,3.1887189287194024,1.4033552574028496,0.15681528632437108,Iris-setosa
+91,6.289897214931333,3.0806307054651563,4.609254907421878,2.3327315070658554,Iris-virginica
+92,6.063446951389907,2.4118472166316267,5.481468038500796,1.9566394491426615,Iris-virginica
+93,4.641230933894375,2.835599788458693,1.459906947439618,0.15561808882723221,Iris-setosa
+94,4.7160950546760345,2.1560794105677568,3.1995240956616104,1.0596807767317098,Iris-versicolor
+95,6.216896121224045,2.5603104746089778,3.9074649933518923,1.0795110582381024,Iris-versicolor
+96,6.234139290050353,2.8251852653291976,4.74466892574603,1.5789824133704355,Iris-virginica
+97,5.72330314071114,3.0582936859334016,4.856710361475837,1.6577424992465133,Iris-versicolor
+98,6.612870767747454,2.923176961092795,4.3802257702545395,1.4329440417544954,Iris-versicolor
+99,6.8164517705347425,3.138306840650328,5.64049626850418,2.10278130710211,Iris-virginica
+100,5.891788652062693,2.737312634440866,5.262525366716104,1.741921819224841,Iris-virginica
+101,5.78896034347098,3.2699028206832566,4.565950296708989,1.3338607826644588,Iris-versicolor
+102,6.113071058635445,3.069982375251757,4.215399773108916,1.7098088134364338,Iris-versicolor
+103,4.4512861870260565,2.7015509913615077,1.6812810572327732,0.09583262166275447,Iris-setosa
+104,7.316631354828486,2.4904208457592003,6.106183474502398,1.9288074371476374,Iris-virginica
+105,4.883018548745155,3.112242447250145,1.4819279789253224,0.10871258391387792,Iris-setosa
+106,6.474786946948252,2.8214427811459286,4.615501231092905,1.4840241378120962,Iris-versicolor
+107,6.8117738385593665,2.8197865638223156,4.852580113102572,1.5464787280378716,Iris-versicolor
+108,5.131865287260344,2.9637144983890917,4.718284561176231,1.787531416891064,Iris-virginica
+109,5.093998194115442,3.655124232942733,1.6105413442930496,0.20527203270850095,Iris-setosa
+110,5.665896535759084,2.803475954523113,5.710676670768119,2.1782589136509856,Iris-virginica
+111,6.1310671703202315,3.1385024224015865,4.872923265863035,2.536087459652192,Iris-virginica
+112,5.489264605966638,2.7274523888085884,4.366706610908273,1.257922773104903,Iris-versicolor
+113,5.633686550148645,2.5814932098803363,3.984452085287934,1.0602748653385858,Iris-versicolor
+114,7.631981114914301,3.6475125612846058,6.282060941285552,2.084362779731309,Iris-virginica
+115,4.96279617185191,2.4296659105429663,3.662896063517789,0.7552465393982548,Iris-versicolor
+116,5.92839694659196,3.0055179411937827,4.932233828741701,1.6003134408994475,Iris-versicolor
+117,5.979498970090662,2.3134090889975143,3.530103432568528,0.9965563031884349,Iris-versicolor
+118,5.029894197298829,3.4460137945019103,1.4589565490860115,0.2406534618551566,Iris-setosa
+119,5.975539058545046,2.837394558793517,4.410689004193686,1.3698610587185318,Iris-versicolor
diff --git a/iris/tvae/4/25/test.csv b/iris/tvae/4/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/25/train.csv b/iris/tvae/4/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/25/val.csv b/iris/tvae/4/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/26/synth.csv b/iris/tvae/4/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4e933cd6aa138f9202d1847c5af348107dbe1498
--- /dev/null
+++ b/iris/tvae/4/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.7648733110602315,2.3473388772191544,5.17062433480837,1.8274784621043265,Iris-virginica
+1,6.37010556932612,2.8038088782730632,5.515983650136654,1.6634468665683064,Iris-virginica
+2,5.100370646355563,2.851341345659999,4.728078572239294,1.9137016493149668,Iris-virginica
+3,6.3015408927704275,3.3994803917922165,4.634839350654917,1.4797392378769423,Iris-versicolor
+4,5.611930505822531,2.8423036025256523,4.493939897053429,1.5679559697586105,Iris-versicolor
+5,4.661888050683752,2.865703423010918,1.5615957997963885,0.2676963306817254,Iris-setosa
+6,5.830133819650493,4.025673276466981,1.5926735602477746,0.3929996411123481,Iris-setosa
+7,4.634015957205104,3.169861503855869,1.4852274941392198,0.12066737651115464,Iris-setosa
+8,5.852548317239272,3.0723829139498133,5.136334382469244,1.8138694614512185,Iris-virginica
+9,7.021566580630311,2.7812676099559024,5.654397983701062,1.9072094384481806,Iris-virginica
+10,6.417329678232064,2.761394743279101,4.181185264378524,1.3362180388921892,Iris-versicolor
+11,4.857537008147999,3.1449215600655513,1.5018873542917137,0.17654431515117025,Iris-setosa
+12,4.429681423369553,3.8425150955687046,1.5961022974614811,0.14758830374167056,Iris-setosa
+13,4.377809584549229,3.2935114759795154,1.3837122857479778,0.23021899830936776,Iris-setosa
+14,4.951949181121195,3.1638444063300373,1.4748582792783547,0.24155932555887244,Iris-setosa
+15,5.4737634751930635,2.1265183252913107,4.268286585204676,1.0141846636852936,Iris-versicolor
+16,6.353719708838868,3.1796988123982093,5.284009991252715,2.2615253165401827,Iris-virginica
+17,5.304135764167872,3.6428642605033534,1.5276676197720964,0.12684658903325305,Iris-setosa
+18,6.749956278404609,2.7923890052033227,4.790925322183052,1.275533699797998,Iris-versicolor
+19,6.520627183268478,2.7461606036974917,4.792315254055154,1.505435607601941,Iris-virginica
+20,6.5110196374044085,3.132265282844853,5.6440449095848955,2.0595805841190455,Iris-virginica
+21,4.7739355460397235,3.1583509658808575,1.4269849436347657,0.18932725717178506,Iris-setosa
+22,6.834005894178279,2.9164844800323473,5.862720159813318,1.8574886311148378,Iris-virginica
+23,5.3483902024952235,2.537886654514062,4.1185476485708925,1.2261188158567597,Iris-versicolor
+24,6.345666402734368,4.049140430107864,1.2042904763685964,0.30997773906247394,Iris-setosa
+25,6.286414757365988,2.8900212191800043,5.086296389795153,1.8204883530841798,Iris-versicolor
+26,6.444094993458174,3.514197813654421,5.012113538036502,2.141189162607642,Iris-virginica
+27,5.368530162982392,3.610441418926636,1.5879329889142146,0.7364402664363496,Iris-setosa
+28,4.917750899488148,3.1607797615509856,1.4001250939760062,0.2465434189499519,Iris-setosa
+29,5.948909913774758,2.613333056520997,4.945390358746776,1.8744561982845218,Iris-virginica
+30,5.999172118795352,2.794033244295603,3.7232256948875078,1.1026777969801351,Iris-versicolor
+31,7.15429756892606,2.897699309892376,6.281282068690086,1.6730700937585934,Iris-virginica
+32,5.826270961064252,2.7837520787428938,4.688149688598353,1.8338593140476247,Iris-virginica
+33,4.995401476091983,3.040693355856967,4.639196058598373,1.3522418175490445,Iris-versicolor
+34,4.872030219864753,3.3284851632003343,4.7183607656194235,2.0186175235719093,Iris-virginica
+35,5.179376211186917,3.257379802809157,1.3518571218121358,0.056401663151886994,Iris-setosa
+36,5.243077772938266,3.222084552582641,1.3730005308004563,0.6773431352569976,Iris-setosa
+37,5.707720387954384,2.5561067792182337,4.209978150151945,1.222731892344953,Iris-versicolor
+38,5.760838610557019,2.8678639088903024,4.097714763641969,1.4160499907197446,Iris-versicolor
+39,5.672043602954793,2.5553919264857354,4.213270550031259,0.8506098781330212,Iris-versicolor
+40,4.740269764766559,2.886079685493,1.5743530823196075,0.23966289903575816,Iris-setosa
+41,5.308633125700711,3.704993948637599,1.473535707801483,0.19859316433443958,Iris-setosa
+42,6.81049516244985,3.3799426273076674,5.999004540151731,2.5598792832076946,Iris-virginica
+43,6.377407418997385,3.3347877617279384,4.319184188933326,1.5138107999768906,Iris-versicolor
+44,5.064341733093105,3.0770312843450567,1.5092710054788483,1.4430901366186197,Iris-setosa
+45,5.375055567698553,4.20623026432359,0.9586567324191178,0.06523477848030737,Iris-setosa
+46,5.990601687099607,2.8383979501615637,3.8540979908333712,1.218278381172143,Iris-versicolor
+47,5.606073518457689,2.6969146566779645,6.108639610107027,1.9825633705541303,Iris-virginica
+48,6.0849032287909965,2.680076375717943,4.727246784213005,1.7056303831393935,Iris-virginica
+49,6.188188907345833,2.871709463433448,5.102656847770571,1.579297892528408,Iris-virginica
+50,6.365153409639732,2.8370086476570733,4.88079687836935,1.833479012626967,Iris-virginica
+51,6.247231332089686,2.8150761141318092,5.1344912545658845,2.123292257187978,Iris-virginica
+52,5.156613316334688,3.5290585757685005,1.6550915295669864,0.5876704379221596,Iris-setosa
+53,6.201933488445268,2.9999538377685715,5.0874358079381645,2.2934394195976324,Iris-virginica
+54,5.279704087966333,3.5966119751434094,1.6292711522200043,0.7550459664551775,Iris-virginica
+55,7.071582702975166,2.8252304037994302,6.042558671243073,1.7077807675673025,Iris-virginica
+56,7.464827829950542,2.6554640157306597,6.244597008656864,2.2232269340064423,Iris-virginica
+57,5.037988692617821,3.8335537356588425,1.3527650244221086,0.22737892688005784,Iris-setosa
+58,5.517275094042276,4.091313533637226,1.630498816092406,0.36195124163061265,Iris-setosa
+59,7.234803160012005,2.9815576752654036,5.972560610545708,1.9989844267553443,Iris-virginica
+60,5.615883621851156,2.9057851304173603,5.214820556396677,1.7380050974512908,Iris-virginica
+61,5.171989927966492,3.016589202607368,4.094125001162386,1.4893025864992246,Iris-versicolor
+62,4.88369358287641,3.133573740075676,1.4781022671289348,0.20642726272464995,Iris-setosa
+63,5.418395333819744,2.9684874690047787,1.552038700822614,0.32756351936077155,Iris-setosa
+64,5.358767761927167,3.2785305040651496,4.714196533029968,1.639780684017858,Iris-versicolor
+65,6.925889324230629,3.0761396835563817,5.771322063940204,1.9995181219992255,Iris-virginica
+66,5.007273413973335,3.0298617458901824,4.832553426731909,1.7069676317763565,Iris-virginica
+67,6.72828347794458,2.828082854626046,4.891927107522206,2.080980861055171,Iris-virginica
+68,4.983250285238779,3.1002420432577513,1.4773910561205497,0.194076286677552,Iris-setosa
+69,6.872463022578774,3.0255339625624167,5.162231564117208,1.9879294756505357,Iris-virginica
+70,5.7794006070086175,2.4156209980967,4.219622087695122,1.179991746107062,Iris-versicolor
+71,5.608995475679191,3.7340753431263973,1.3684708538987975,0.19890105237471611,Iris-setosa
+72,6.3168152513689675,3.4139949947849146,4.838344904310318,2.1701844566512043,Iris-virginica
+73,7.037170153457321,2.730636895481857,5.843257949471791,1.5088066155813071,Iris-virginica
+74,6.725024500024175,2.775092873701745,5.202887218002792,1.7816636644166868,Iris-virginica
+75,7.82859056318949,3.2288020015776104,6.594044834066014,2.0579300970325214,Iris-virginica
+76,6.6783756381573465,2.9059882102429286,5.255779026087089,2.1265060081052134,Iris-virginica
+77,4.988762792975455,3.175885400614797,4.760515160583241,1.6671838891405157,Iris-virginica
+78,6.448848067779761,2.9395907052134675,4.361346887674146,1.423096959671068,Iris-versicolor
+79,5.771823949521003,2.0947291854347596,4.111433710717466,1.401303460104625,Iris-versicolor
+80,7.50137226644825,2.9089509604082124,5.722382485866559,2.0935701874411166,Iris-virginica
+81,5.449620421023163,2.612698877403151,4.64087016094097,1.2750476313262187,Iris-versicolor
+82,5.978221587236938,3.063526214328927,4.595189153992867,1.5002696341213793,Iris-versicolor
+83,4.987865075930477,3.5384192152543097,1.5795572276709549,0.06525774794646422,Iris-setosa
+84,5.152632325402498,3.378998043826891,1.6713013704060795,0.18869098852340452,Iris-setosa
+85,4.645805804810095,2.723062313166438,1.3017785832028135,0.2092861499189908,Iris-setosa
+86,6.156103965836348,2.691046989221987,4.8522497894735075,1.6176328606603978,Iris-virginica
+87,4.680616415345259,3.1472569184703927,1.7800948696908887,0.14088737013833427,Iris-setosa
+88,7.134744012601223,3.0067221859834734,5.588133266375375,2.0409577141651183,Iris-virginica
+89,6.650296233136288,3.473274541673251,4.436212411400013,1.427714282951557,Iris-versicolor
+90,7.6249685454612415,2.821337568456613,6.389404032423515,2.3137586485488075,Iris-virginica
+91,5.744059602698322,2.458675790797945,4.431119078773948,1.2556220911487659,Iris-versicolor
+92,7.176126520292225,2.733156097362907,5.599873465881187,1.7847703161011976,Iris-virginica
+93,6.398964936898233,2.8036394816490757,4.582922465722038,1.2597136571898142,Iris-versicolor
+94,4.9779660254100735,2.7361208886928723,1.1386002781452313,0.20045396671108184,Iris-setosa
+95,6.782885412670321,3.102245744623097,5.005159063316139,1.9783902157161875,Iris-virginica
+96,5.4858678839253,3.783191403361961,1.301069374445002,0.10881797122798495,Iris-setosa
+97,6.339936481044789,4.074683705418546,1.4615878100434438,0.2517676910274627,Iris-setosa
+98,7.1065412061035875,2.9549168931697447,5.6423401671855835,2.03390542349144,Iris-virginica
+99,5.322864650112657,2.729759267780072,4.424922071232263,0.06281328590120436,Iris-versicolor
+100,6.4064684668475165,3.2057842286146085,4.970837266417323,2.049569041420556,Iris-virginica
+101,4.729715857741019,2.9609003365442463,4.292104429490687,1.4386414450286695,Iris-versicolor
+102,5.4907876966109885,2.6267888169148494,4.676788155102878,1.3394511922898529,Iris-versicolor
+103,4.822153906544058,3.215708927804264,1.6926905355547723,0.058958794212413346,Iris-setosa
+104,6.878484825819088,2.9627324202368555,6.032093940683293,2.01371344536366,Iris-virginica
+105,5.598168342105123,3.8237714715118702,1.20670617884402,0.2408595893714376,Iris-setosa
+106,6.13174440702101,3.1191721409040594,4.853572965411593,1.7842087799386381,Iris-virginica
+107,5.36649248113471,2.4532172791304268,4.379695124870452,1.374590761802546,Iris-versicolor
+108,5.005297067680893,3.090364018919466,1.614594956515304,0.40906261687171536,Iris-setosa
+109,5.472197092301801,2.158669786664249,3.679813267777769,0.8358389395076214,Iris-versicolor
+110,6.448101831405368,3.0531205304897204,4.882826017515237,1.6504410998191898,Iris-versicolor
+111,6.654592138165368,2.755939625910877,4.245204692331898,1.0880301268667216,Iris-versicolor
+112,5.956007529415851,2.861546465514407,5.254451412821793,1.7060996289788013,Iris-virginica
+113,6.147965820817326,3.2277523910904002,4.865142034523947,1.4367781355079954,Iris-versicolor
+114,7.0680643272144135,2.857779096194604,5.809294801946504,2.237462674221375,Iris-virginica
+115,4.602638747882682,3.0218045391539925,1.4141245283181598,0.11704620136262428,Iris-setosa
+116,6.520138906894541,2.6516807248504763,4.609657174561238,1.3955786363345346,Iris-versicolor
+117,5.187240978337172,3.664866804748817,1.4520899403991452,0.32994982590211785,Iris-setosa
+118,5.0882283539260325,3.3528531925253917,1.4327193033646282,0.1537902034040468,Iris-setosa
+119,6.187669410786098,3.418374384667381,4.2001664053168,1.4248915755873437,Iris-versicolor
diff --git a/iris/tvae/4/26/test.csv b/iris/tvae/4/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/26/train.csv b/iris/tvae/4/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/26/val.csv b/iris/tvae/4/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/27/synth.csv b/iris/tvae/4/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..78c7b4594fccea7a36305675179d4eb860c8b759
--- /dev/null
+++ b/iris/tvae/4/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.298009149199019,2.9945371637968643,5.844453507963601,1.5278753238598939,Iris-virginica
+1,4.953858302191782,2.9245018147271686,1.3381702584669528,0.16604988077923166,Iris-setosa
+2,5.116893645261303,3.047628777489234,1.457594619051297,0.23592886611398162,Iris-setosa
+3,5.669405376183615,2.993049757796452,3.809697568654349,1.0400348123308387,Iris-versicolor
+4,4.9358674847506965,3.2241691894648703,1.5685708973996233,0.1549130921331885,Iris-setosa
+5,6.687341889785411,3.0849471542014766,5.582522265337755,1.6635769377907876,Iris-virginica
+6,6.497144051490567,2.6563901337737814,4.438697631262112,1.0473181319133866,Iris-versicolor
+7,4.795483838165621,3.6177962720240964,1.371462510311199,0.10501983214699165,Iris-setosa
+8,4.796818351070559,2.970871032846233,1.5925194520182002,0.32822382663208405,Iris-setosa
+9,5.084885351064113,3.1407498792289776,1.505064374405089,1.369827137151961,Iris-setosa
+10,8.287508322427238,2.7817827618296165,7.399961316907024,2.478249070828104,Iris-virginica
+11,6.35378429850147,3.154684293245736,4.743669954147884,1.36983969487157,Iris-versicolor
+12,7.005062073939901,2.979538976727098,5.6770298813657405,2.4530292520819925,Iris-virginica
+13,4.725251442776229,3.1269294391877724,1.5359992898032786,0.1448530992045694,Iris-setosa
+14,6.6520567607106935,3.34747081216768,5.040872133962999,1.7630198601863203,Iris-virginica
+15,4.765574855734996,2.7538788906603235,1.0976103974834577,0.22752434389652004,Iris-setosa
+16,6.512036880491194,3.3606586713610165,4.788207348920227,2.5829806718703434,Iris-virginica
+17,6.292723549501951,3.156877253183733,5.062074346113547,2.1360289952989886,Iris-virginica
+18,5.124736388220106,2.7557785057243036,1.575283470827754,0.3543201397862325,Iris-setosa
+19,6.491283124155539,3.072517291175475,5.148438778151998,2.012632646268134,Iris-virginica
+20,6.529303822112538,3.043622731487939,4.501930221960274,1.3432408026436522,Iris-versicolor
+21,7.542919244808509,2.917953496052,6.166963159078902,1.8337680852013496,Iris-virginica
+22,6.5374219640941975,3.107808302021654,5.088150476297291,1.5880705188763482,Iris-versicolor
+23,5.926853816908101,3.111421659730441,4.057244147027863,1.5947680711731684,Iris-versicolor
+24,5.239399905556406,3.7378304277931296,1.6608213200933355,0.5102270341933834,Iris-setosa
+25,6.283776302318027,3.269849520463959,5.481653507696444,2.0807351689356217,Iris-virginica
+26,5.89923917807375,2.7675011077493816,4.321642567325454,1.6460111876139887,Iris-versicolor
+27,4.783955626877666,3.2904608925118426,1.3226173129040506,0.06926785217241666,Iris-setosa
+28,6.198529257028867,3.2010284141549077,4.76510754573126,1.6258601425199053,Iris-versicolor
+29,5.2137979767473475,3.537328849576219,1.3818825027963333,0.2173656755766312,Iris-setosa
+30,4.945991169133186,2.55745377327371,1.2362578350317828,0.15408416923584164,Iris-setosa
+31,5.31436394389468,4.01006884503438,1.4349677755306196,0.2724463361985182,Iris-setosa
+32,5.155086883539349,2.8470763380617825,1.670059628249541,0.1506480723691917,Iris-setosa
+33,6.109234729772389,2.7400864091022177,4.812629255876066,1.9305947559269585,Iris-virginica
+34,6.534823664246067,2.9899900738734244,4.844969391855912,2.3398690608006505,Iris-virginica
+35,6.370440023867416,3.4038059493093997,4.738653703406949,2.0951678254686597,Iris-virginica
+36,5.781231865258145,3.0187018378881816,3.9745755918298182,1.5750815374308964,Iris-versicolor
+37,5.888680448587564,2.3438865726886604,3.8549411504631497,1.2392386082066134,Iris-versicolor
+38,6.774295335807015,2.9424926788372305,5.621024227969985,1.7113016350855395,Iris-virginica
+39,6.3367936839887316,2.731896005430594,5.555736380655103,2.1897016402443246,Iris-virginica
+40,5.433071824351961,2.826206132781116,5.087093462654879,1.61801264217639,Iris-virginica
+41,6.589222123942443,2.868979153295472,4.904285079794662,1.4417664031445774,Iris-virginica
+42,6.621601318463177,3.0554433337530913,5.2543530765894735,1.8706101425821131,Iris-virginica
+43,6.572222926944525,2.671720986762248,5.280727187032549,1.6136383834993178,Iris-virginica
+44,6.064632716986169,2.724803603013685,4.283578501911311,1.3151719362874865,Iris-versicolor
+45,5.883389509867398,3.058316101821356,4.65393683004963,1.8050568490445198,Iris-versicolor
+46,5.204294160379673,4.238345251565139,1.2868766685511708,0.19627815706990043,Iris-setosa
+47,6.821459746330857,2.9622320741888,4.839327810529524,1.2885731432846743,Iris-versicolor
+48,5.908320362685055,2.9487426438710016,4.741984861420646,1.3527481923067433,Iris-versicolor
+49,6.637862395733405,2.9740248991288314,4.893274078017049,1.6879322857998083,Iris-virginica
+50,7.050680502065981,3.015061591494425,4.7086122491452835,1.6316890294906312,Iris-versicolor
+51,6.178966132755642,3.0275191148507137,4.732135598129789,1.7885906405057082,Iris-virginica
+52,4.977781302179648,3.273657208817467,1.3976337904637497,1.7338999583751997,Iris-setosa
+53,4.58366907710505,2.8488579778531244,1.4841232830052982,0.2750026748046255,Iris-setosa
+54,5.917445497078737,3.9876554741376706,1.445923231381728,0.2365033382102854,Iris-setosa
+55,5.91351068369676,2.7665005380450993,4.860606119860445,1.2577849755569726,Iris-virginica
+56,4.888044301554592,1.8525971474203564,3.7246004009632507,1.2234241212335626,Iris-versicolor
+57,5.403091121317301,3.4010401610404832,1.4548340153007222,0.2935126994088466,Iris-setosa
+58,6.2840957631064995,2.634240493439547,3.7427260210171465,1.4766223287528346,Iris-versicolor
+59,6.28413615162915,2.8892636045661364,4.220435942340282,1.4166634987004116,Iris-versicolor
+60,7.0905952516333635,2.5270810852009844,6.022916384454577,1.8074717456481995,Iris-virginica
+61,4.654589313779589,2.8370721974313993,1.441283618424671,0.23607782548732237,Iris-setosa
+62,7.632623346336413,2.966651251933499,6.1186601186185845,2.066235771642959,Iris-virginica
+63,6.082312693422282,3.073898924425184,4.263938704777951,1.5395611932089004,Iris-versicolor
+64,4.933640916607554,2.578836229806695,1.3219388979698126,0.22532484013587822,Iris-setosa
+65,6.109070307115341,2.936377651617103,5.127120906443886,2.011084178875241,Iris-virginica
+66,5.028653115040373,3.633352176283713,1.5601516043440287,0.11744512394702278,Iris-setosa
+67,5.043006788992539,3.4433228792261272,1.2815533955374452,0.22602494157183972,Iris-setosa
+68,6.077949046262941,3.266210002580262,4.586023290272168,1.3241943877877485,Iris-versicolor
+69,5.3115946198786474,3.9136490723169155,1.5488567875250991,0.4582691678099754,Iris-setosa
+70,5.805600959735231,2.6190915014389176,5.6406149471849965,1.9769621461520446,Iris-virginica
+71,6.194461083969045,2.9730238913176783,4.917751130962904,1.3507803484422642,Iris-versicolor
+72,6.241544269870295,3.1622324249100586,5.065975456590463,2.0155309840120186,Iris-virginica
+73,5.089246222778033,3.0844968341311922,1.4182295532900844,0.42350854784995895,Iris-setosa
+74,5.046115190498809,2.9000258400938503,1.4546060066849764,0.37383382348119953,Iris-setosa
+75,5.223741466301597,3.5364481680318334,1.37762727495415,0.3660614614980125,Iris-setosa
+76,6.8579032993791955,2.9242974075831367,4.717420245982448,1.5260524755695555,Iris-versicolor
+77,5.106602086484524,3.5548077418567274,1.5634065020907388,0.10977788122539037,Iris-setosa
+78,6.202360033819585,3.3607792033358996,5.242721134238783,1.796681448395734,Iris-virginica
+79,6.855184528161094,2.9383402478473193,4.871888911393217,1.335008568925219,Iris-versicolor
+80,5.309445951486337,2.241012628730976,4.645288618717459,1.3998856146867427,Iris-versicolor
+81,5.056263365876718,2.8808546174408405,4.57207538259479,1.6794116637695256,Iris-setosa
+82,5.095024752206914,4.115556021820922,1.5247941873710793,0.20033065439773848,Iris-setosa
+83,5.039607563787867,3.205696757324159,1.6631148618994065,1.6500908398443275,Iris-setosa
+84,6.447528639915861,3.1955284398789456,5.145501603421745,2.2125328734504137,Iris-virginica
+85,5.03705531636302,3.413298829218712,1.561211124324239,0.165159130011067,Iris-setosa
+86,5.47387455766037,2.143968615968194,3.4667307507765646,1.0588530360035286,Iris-versicolor
+87,5.515272612381068,2.1944331067169,4.560393455033974,1.2336572807257884,Iris-versicolor
+88,4.455453250779341,2.7572949983635606,1.4705489461810648,0.2966949053492654,Iris-setosa
+89,4.667627256566489,3.075073228124654,1.4326627559080214,0.22597786162581784,Iris-setosa
+90,6.4059468573467235,2.8750027950704524,4.379597019110888,1.3343538755217303,Iris-versicolor
+91,5.7764673948513945,2.9276729128309995,4.795894354112111,1.5632515671659513,Iris-virginica
+92,5.315694537185825,4.035956287489853,1.5846886494696952,0.4696573550660725,Iris-setosa
+93,6.317304148946235,3.11625212405144,4.649705537046421,1.6585745039229531,Iris-versicolor
+94,4.797894754905048,3.2249332922692,1.525453539397101,0.1110213211382621,Iris-setosa
+95,4.5244978252209345,2.777541247617401,1.4635881313354997,0.277858556634489,Iris-setosa
+96,6.610109787163045,3.263010099360888,4.509032824639801,1.4362785760103742,Iris-versicolor
+97,5.520107114678023,2.2285268790330583,3.4897962770678888,0.7852617350846653,Iris-versicolor
+98,6.397534208594929,3.01467359472542,4.648538809727673,1.4989040305059802,Iris-versicolor
+99,5.447832337496704,2.891087142132328,4.847012868991771,1.7906783730074185,Iris-virginica
+100,5.905177748305463,2.7902036399321086,4.460404176855779,2.2505189343038157,Iris-virginica
+101,4.354523313521278,3.1685562774320144,1.1460297306371674,0.18794978925055203,Iris-setosa
+102,5.256797756900213,3.3313206728120206,1.5882733526904413,0.6414684250269269,Iris-setosa
+103,4.937866736634176,2.7356637441546994,1.3972189122608851,0.15890147723103665,Iris-setosa
+104,5.569186996355799,2.9127691507466436,4.147102203662056,1.22238609723409,Iris-versicolor
+105,6.0672055468420965,3.838798540652992,1.3841172379418059,0.1112657129610714,Iris-setosa
+106,5.080187300682625,2.975280956273854,1.5246549074176943,1.493891629547504,Iris-setosa
+107,4.593383674980968,2.950622077604429,1.4347057094108504,0.0905886972628136,Iris-setosa
+108,7.323778073018777,3.337171530705098,6.026850015173915,1.943233883352954,Iris-virginica
+109,6.007261159296255,3.0175429735405337,4.137480737496142,1.6046169943250537,Iris-versicolor
+110,5.449196643895413,2.6383602916593203,1.4291389156686214,0.1472899150962672,Iris-setosa
+111,6.108985898795959,2.9600368244657114,5.741361622223083,1.8278090694043463,Iris-virginica
+112,5.957066547392025,3.226945423126531,4.315920640093937,1.5769874483289867,Iris-versicolor
+113,6.185737795686084,2.808611615587078,4.318885482990315,1.4083398388306185,Iris-versicolor
+114,5.28858825985272,3.5222292870607927,1.5677147549443045,0.5847257312534385,Iris-setosa
+115,6.943541895181886,2.9342937546234045,5.605331026254668,2.124637039312206,Iris-virginica
+116,5.076863220218467,3.810075141833863,1.2364960762687,0.41183016163951225,Iris-setosa
+117,5.484477508130711,2.6228081291424843,4.518584487209678,1.4692811727773303,Iris-versicolor
+118,6.533572450834343,3.2003188485485925,5.039443985797789,2.0889117426246924,Iris-virginica
+119,7.0008977693750385,3.264316083370617,5.309650036596142,1.6229963386737478,Iris-virginica
diff --git a/iris/tvae/4/27/test.csv b/iris/tvae/4/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/27/train.csv b/iris/tvae/4/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/27/val.csv b/iris/tvae/4/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/28/synth.csv b/iris/tvae/4/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6b27d623357abe1574cba9cf8b5aff65bac4a4b6
--- /dev/null
+++ b/iris/tvae/4/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.185419365818465,3.8486445072573976,1.4957596147288452,0.17857011992449806,Iris-setosa
+1,5.218023666720458,3.2854262558530967,1.5081259455071498,1.6293819946801136,Iris-setosa
+2,4.510064921962172,2.912087090699936,1.2925517110545117,0.17607963493374798,Iris-setosa
+3,5.293925953619173,4.0363011617568905,1.3424702366664656,0.20464551689869714,Iris-setosa
+4,6.088983808256488,3.0563239228502748,4.2815269317416975,1.480798236467223,Iris-versicolor
+5,6.221165816590657,2.6769400711743487,4.588317476942815,1.283694712129441,Iris-versicolor
+6,5.231870720604327,3.6710801436629747,1.4913922336873433,0.3599248072932449,Iris-setosa
+7,5.00016161940894,3.517703852290721,1.5672304602648455,0.3146111974390887,Iris-setosa
+8,4.818702038571557,2.163852009162805,3.0683803778903638,0.7501986761106987,Iris-versicolor
+9,6.2615690150206476,2.551833761580442,4.193844374128769,1.1944607104669371,Iris-versicolor
+10,6.082688515840903,3.0239556688150233,4.711804790627484,1.1223110444512792,Iris-versicolor
+11,4.537871505443449,3.2297296283974664,1.6501423176980858,0.1742756457671444,Iris-setosa
+12,6.617060190681826,2.491439933883546,5.33812306419433,1.7908023640937203,Iris-virginica
+13,4.6807806275686605,3.0685078276984585,1.2832675946228465,0.10154257958726579,Iris-setosa
+14,6.032617492858763,3.8449872092318818,1.4748856677603979,0.22046551117374735,Iris-setosa
+15,5.238318531948369,3.282664607511269,1.5844129992840195,0.16958384057735307,Iris-setosa
+16,6.183862313220256,3.1035921099902906,5.277055676226176,2.0398545947260045,Iris-virginica
+17,4.7881247365225015,3.2167943282339704,1.4081959928558778,0.31704529358985456,Iris-setosa
+18,5.08593688864993,3.3971549026842203,1.378323589651179,0.2149692984362734,Iris-setosa
+19,5.082094045833639,3.1510963685673414,1.484310155856255,0.31387287500420524,Iris-setosa
+20,8.061042511202233,4.021660273601141,7.091884902493783,2.6049610916362456,Iris-virginica
+21,5.9505199910180355,2.8073941488598324,4.739560749536908,1.7238429299457079,Iris-virginica
+22,6.838926034158776,3.0506655348904292,4.947981012679225,1.5192698849288129,Iris-versicolor
+23,5.949547583907632,2.554936691795025,4.080907987814888,1.2232232983803413,Iris-versicolor
+24,6.681661192119305,3.2168825254808553,5.054394011396225,1.8649923313098733,Iris-virginica
+25,5.722999856594762,2.620268080074713,5.45649840114166,1.9253082316209547,Iris-virginica
+26,5.277988671921241,2.7775225596356354,4.317870442365898,1.0666247528148347,Iris-versicolor
+27,5.627885167514691,2.6929398773516913,4.969934571638921,1.4374038259926345,Iris-virginica
+28,5.823148348273146,2.4724314292258445,3.647016800683479,1.0919532415443758,Iris-versicolor
+29,6.295542104883053,3.0523279335321583,4.549427895712132,1.25271852357065,Iris-versicolor
+30,5.2731408951939915,2.6088787164708576,4.147399188094988,1.1982808969575882,Iris-versicolor
+31,7.764511195539644,4.125173508137785,6.360980330936842,2.2991441162747694,Iris-virginica
+32,6.2048686255747585,3.180670181784274,4.560477660515472,1.6507157054992605,Iris-versicolor
+33,6.317518801541546,3.370491034075519,4.885965048244021,1.3040512138187048,Iris-versicolor
+34,4.891660299569028,3.08678488248947,1.4661340401873955,0.2686356157035315,Iris-setosa
+35,5.468242394119621,2.5743738658616664,3.798745933491821,1.1018437684643665,Iris-versicolor
+36,5.001705394725735,3.663979026793684,1.4804207625565529,0.37970687974314876,Iris-setosa
+37,6.549468874156132,3.0860006596991294,4.616745651548916,1.2459052979859448,Iris-versicolor
+38,5.486879959858738,3.4461623036592215,1.493427282041622,0.30729397868046276,Iris-setosa
+39,5.12854564413477,3.3953663793621227,1.5577847652444345,0.442501577875003,Iris-setosa
+40,6.095819326922967,2.826862056267359,5.467360492653943,2.172780327353172,Iris-virginica
+41,6.235917036891856,2.980836821186134,4.708795604495225,1.3976954924696294,Iris-versicolor
+42,6.125408193133118,2.639281174226934,4.501991504420716,1.3893651914635037,Iris-versicolor
+43,6.261975568188108,2.6387605996824806,5.159198962079541,1.8226064412753806,Iris-virginica
+44,7.106199616651005,2.5179169112824056,5.996492043660661,1.6810685508371679,Iris-virginica
+45,6.574991706931963,2.781629436692952,5.205447437894654,1.605974390168441,Iris-virginica
+46,5.72798881152621,2.691622076057216,4.292468754516332,1.5276366792090426,Iris-versicolor
+47,6.101563783498056,2.5231447816722588,4.436244544936506,1.1768557396004895,Iris-versicolor
+48,7.667717797158698,3.3453838059921517,6.837438074786962,2.1213367160445737,Iris-virginica
+49,5.860854704059565,2.8386826871831627,4.171521500230205,1.2318484582102207,Iris-versicolor
+50,5.944681622194239,3.301146419121761,4.015116934359991,1.4439161750760006,Iris-versicolor
+51,5.949324202207416,2.564215680726954,4.2414706803866675,1.3146272198447888,Iris-versicolor
+52,6.221960004996195,2.9008703575205543,4.266744891633133,1.2290411111122226,Iris-virginica
+53,7.2627916651017435,2.849572975718375,5.886756955259062,2.5165860379801304,Iris-virginica
+54,5.01574883146842,2.8883960547280854,1.2418056502162431,0.07490942209995907,Iris-setosa
+55,5.918678388628263,2.854350491018019,4.197843176168495,1.6210747652084299,Iris-versicolor
+56,6.503508040214963,2.8634022763099147,5.170085279791042,2.128721294091959,Iris-virginica
+57,5.888657252650777,2.9729835015454644,4.759789869906652,1.619662940267787,Iris-virginica
+58,5.285423805515404,3.324024069857049,1.678019332187162,0.43845578464124735,Iris-setosa
+59,6.275405940676909,2.855491118118866,4.8534033412227595,1.7826359979814657,Iris-virginica
+60,4.942217040441268,3.068667564784691,1.5727977176072232,0.17961170043862634,Iris-setosa
+61,5.757803573086581,3.212937340130061,4.255093980840185,1.4382636335960495,Iris-versicolor
+62,5.7485478023915615,3.0753358432665046,4.317269736445205,1.1760991779731245,Iris-versicolor
+63,5.184436497464267,3.638461021979546,1.6485496330049054,0.18406846935839954,Iris-setosa
+64,4.703626547076629,2.484946734644679,1.3464676634786181,0.10147339348683618,Iris-setosa
+65,5.849594597093679,2.717229938289801,4.3481835541559635,1.4945987662919193,Iris-versicolor
+66,5.5831653298095585,2.4688077324827793,5.363784388058169,2.145182617469529,Iris-virginica
+67,6.3372072988065336,2.761186923034726,5.000717203917112,1.7311145105700776,Iris-virginica
+68,5.674250307999306,3.909550889783991,1.675859670663485,0.28214182957834794,Iris-setosa
+69,6.63222379866022,3.255317639518156,4.521574465614203,1.3922220998428687,Iris-versicolor
+70,6.796913922579461,2.56010120304476,4.590753246182844,1.7026518757794333,Iris-virginica
+71,6.014739364161578,2.6391396724995673,5.186961347957961,1.8745468575624844,Iris-virginica
+72,5.773002678223172,2.852941880214292,4.609951285905225,1.3580084013747955,Iris-versicolor
+73,5.081340309348318,2.383788023239694,4.5342155670754245,1.230471852002268,Iris-versicolor
+74,4.965360640129688,3.3307412174411977,1.5296025243204139,0.023703581719754452,Iris-setosa
+75,5.587339628797359,2.827053443496929,4.041312803731877,1.5849843196752473,Iris-versicolor
+76,5.097279125727401,2.5879897297660803,1.211184817559681,0.1358312131234693,Iris-setosa
+77,4.864367234314091,3.195177507252607,4.739243510631835,1.424896376391036,Iris-versicolor
+78,5.8658490888914026,2.881484672527997,4.263120202539716,1.1110957899279796,Iris-versicolor
+79,5.127189169004623,2.5533639751049053,3.488869879385428,1.0429483244096267,Iris-versicolor
+80,4.957091827828796,3.078552704730561,1.366948386004522,0.11683086325671183,Iris-setosa
+81,5.047845493777551,3.541304626749648,1.3714411267687512,0.2878627348579487,Iris-setosa
+82,5.950900561765641,2.870078166866213,4.9138314499916715,1.7104915059985533,Iris-virginica
+83,6.173393551488495,3.0117830501459255,5.218562500522527,2.2519104068775624,Iris-virginica
+84,7.2911425751512615,2.8149946661854064,5.985738475875887,2.0305041425399666,Iris-virginica
+85,6.177989257953571,2.7289504006863656,4.9472201354377505,1.6952793270027287,Iris-virginica
+86,5.600957770743012,2.758865567220872,5.014025735773767,1.8076776243540356,Iris-virginica
+87,6.287587182876992,2.8215523976690116,4.727609409320362,1.4948060226006377,Iris-virginica
+88,5.095903696344583,3.097947342769588,1.4193764160096585,0.15115785556899408,Iris-setosa
+89,5.6805763163383975,3.0653251886932096,4.2513420268627256,1.2507232600208316,Iris-versicolor
+90,6.494234388438201,3.228444139151253,5.29832514485705,2.4623224557406966,Iris-virginica
+91,6.401358035395269,2.982965214759156,5.133848087939821,1.9373701570625592,Iris-virginica
+92,5.70535118123925,2.4835692938370686,3.962957845288728,1.1495143980508882,Iris-versicolor
+93,4.997949370069729,2.3886210012763978,3.5984883876557188,0.9365110467085238,Iris-versicolor
+94,5.159579002431057,3.4596365608588004,1.6063953570836667,0.3008231757749544,Iris-setosa
+95,7.8123932623313195,2.8434321671405938,6.09677199008307,2.01382730564204,Iris-virginica
+96,6.234960218132423,2.789535181155382,4.8657177186346345,1.9110280810263849,Iris-virginica
+97,6.426242317190332,3.1389380026580587,5.261696787281607,2.0654535431465786,Iris-virginica
+98,4.686501905684373,3.62963770493163,1.3821026209554343,0.2064561701288638,Iris-setosa
+99,6.5648421519482225,2.5287299816826394,4.728456584571937,1.5560863590337053,Iris-virginica
+100,7.122333103695293,3.525200123366124,5.876930954908032,2.547066868767536,Iris-virginica
+101,5.606258758477527,2.9299421262978713,4.480796505539073,1.3596059108160106,Iris-versicolor
+102,5.385669807782019,3.572806226143377,1.2791994630589176,0.19192230670757182,Iris-setosa
+103,5.209425783316483,3.5577287799165567,1.5006515904067843,0.14102540264275382,Iris-setosa
+104,6.1533738592528495,4.36761668951463,1.6052978892319574,0.4394796688959184,Iris-setosa
+105,4.771206556498761,2.9090798507286197,1.3130257181817138,0.2180820982512246,Iris-setosa
+106,5.3934705612981535,2.56822701030715,1.0946627408862872,0.24057278249539896,Iris-setosa
+107,4.690643348768105,2.4505110973685085,1.3565120938993593,0.2283176885279921,Iris-setosa
+108,6.266645650211769,2.4629681361008613,4.032596236049653,1.4041086429918614,Iris-versicolor
+109,5.165245478592345,2.8118764838449963,1.2005084882040964,0.13874888050743694,Iris-setosa
+110,5.046590582229317,3.0285109635255596,4.5136563005015065,1.811869276133675,Iris-virginica
+111,5.732316012647514,3.7573623320241607,1.5431525544292755,0.2952305889112091,Iris-setosa
+112,5.872121056967498,3.394029658458282,5.320026047474509,1.6456058982378048,Iris-virginica
+113,6.061602018871774,3.095219239321751,5.007570289448971,2.1307107973168993,Iris-virginica
+114,4.772902698429114,2.990161740186005,1.5815325439435728,0.25571945971224697,Iris-setosa
+115,6.362944795454466,3.1183531996770206,5.018445392577761,2.171560311352732,Iris-virginica
+116,5.3691154479661165,3.4614514361728457,1.6999966287956854,0.36878966059647866,Iris-setosa
+117,5.815194718222143,3.081070919194485,5.114958397557078,1.6075938801849021,Iris-versicolor
+118,7.384605472280471,3.113073754235352,5.894497063411926,2.20685720858119,Iris-virginica
+119,5.352065392059767,3.815115397927035,1.3639814948298283,0.3339890264229952,Iris-setosa
diff --git a/iris/tvae/4/28/test.csv b/iris/tvae/4/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/28/train.csv b/iris/tvae/4/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/28/val.csv b/iris/tvae/4/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/29/synth.csv b/iris/tvae/4/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dc0fbbd01c6e08b253a6e5353b47e81b3bdd687b
--- /dev/null
+++ b/iris/tvae/4/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.288424458434076,2.9325347454492405,4.837856057377429,1.7495803379388812,Iris-versicolor
+1,6.9247976965872144,3.1156519789808637,4.564698013136333,1.2619377506321297,Iris-versicolor
+2,5.273484804167146,3.2082562735736806,1.6125118707136528,0.3603485026400524,Iris-setosa
+3,6.43150593036302,2.7455463901433053,5.442579551694398,1.9109413795247558,Iris-virginica
+4,5.116970905803822,3.20585496702479,1.389213209702917,0.16969197544841375,Iris-setosa
+5,5.296724848067824,3.7236146482149572,1.4087803715934024,0.4246363754158454,Iris-setosa
+6,6.131497918282103,2.832925755549834,5.1839431313389985,1.6030474569324122,Iris-virginica
+7,4.920950152744682,3.8318210604000447,1.2364117780576036,0.1955882694308082,Iris-setosa
+8,5.594953263294421,2.584744786445407,3.73389781069916,1.0209235142894693,Iris-versicolor
+9,5.585542165370188,2.7418148484844393,4.274202696965297,1.3966820653592558,Iris-versicolor
+10,6.37943812983414,3.09155230914174,4.177165244630491,1.2610434748307957,Iris-versicolor
+11,5.856512698471092,3.001821152120868,4.621848722508076,1.1280925088307705,Iris-versicolor
+12,6.4369112238869395,2.751600776402248,5.638675919165698,1.9870650539223258,Iris-virginica
+13,6.633881551592463,3.3113416721960953,5.31622313476006,2.266899080983184,Iris-virginica
+14,5.674786379095019,3.9989117641855647,1.4576076283150072,0.3527075079839088,Iris-setosa
+15,6.380043801025748,2.8711952306034547,4.701051767607439,1.5310395332712852,Iris-versicolor
+16,4.814833126969266,3.1877881908008505,1.4951189559179214,0.24661052568099998,Iris-setosa
+17,5.006585653275166,3.3528136716005816,1.5034664685875512,0.13856664190090315,Iris-setosa
+18,6.004801255713126,2.1864546835008376,4.046816062422719,1.245198479288233,Iris-versicolor
+19,4.997282648712096,3.0653080592572977,1.3070153773926412,0.22705135705436783,Iris-setosa
+20,5.744635330264243,2.5837169183913415,4.107036719243092,0.9873621973192489,Iris-versicolor
+21,5.370670336579642,2.5200524173737,4.472308925324319,1.0659743178517966,Iris-versicolor
+22,5.187348550248199,2.518894688682174,4.59298342849637,1.4016133218413598,Iris-versicolor
+23,6.986119437307536,2.8113670503715835,5.749386507016643,1.7096898991123721,Iris-virginica
+24,6.145664761965498,2.3704540927122717,4.333818181881465,1.3860497218273422,Iris-versicolor
+25,7.023185467394219,2.9947072348514743,6.066754103442707,2.5162809910022643,Iris-virginica
+26,6.35241102432785,3.0942155212528633,4.149283269489121,1.2207426766534035,Iris-versicolor
+27,5.4657310656770415,2.6046581718814,4.940959449788875,1.8261045325348764,Iris-virginica
+28,6.268907453645951,3.1206907654527885,4.441462964428894,1.4927968183467646,Iris-versicolor
+29,5.964772806913472,3.05597948362971,4.688453573192823,1.52816907686496,Iris-versicolor
+30,5.400607265175292,3.5399141685503346,1.6569527658551404,0.6488826593210087,Iris-setosa
+31,5.545131704964153,2.363494071727409,3.7617771929254618,1.1744401279479,Iris-versicolor
+32,6.731597167013345,3.093627024254876,5.663098379512292,1.9552438161113785,Iris-virginica
+33,5.063023775896502,3.445448428817819,1.3783674550683354,0.28669116669967964,Iris-setosa
+34,6.53312147646139,3.0708504417102165,4.030564566203353,1.5303033937150747,Iris-versicolor
+35,5.00233092648217,4.084364989366406,1.55727836984989,0.2850236489733753,Iris-setosa
+36,6.3625907670739075,3.085338802998585,4.76240625347348,2.30426106816193,Iris-virginica
+37,6.676859173512591,2.7919491513130916,4.476489149199874,1.318294218516255,Iris-versicolor
+38,5.683655029059615,2.377820526524881,4.430402021558062,1.285413325196109,Iris-versicolor
+39,6.282337842964076,2.487064308341886,3.720981442767364,1.2248193724700427,Iris-versicolor
+40,5.210759420237472,3.177095085589489,1.5195946988070415,0.17947850153307288,Iris-setosa
+41,4.434290760433746,2.7136546577690974,1.3955241679592236,0.23442156146978818,Iris-setosa
+42,5.191098972863109,2.85356853259346,4.934813884689567,2.2382757040576484,Iris-virginica
+43,5.890403680064361,3.032917087163074,4.805972372221076,2.3360827927922037,Iris-virginica
+44,5.211883199494634,3.563598306580614,1.4297152784464515,0.6980576546108139,Iris-setosa
+45,4.886920102912575,3.454090549771654,1.4067899218613156,0.11205430013419485,Iris-setosa
+46,6.292648383514177,3.2806301713917008,5.642003978666706,2.658954906185715,Iris-virginica
+47,6.537235663329088,3.4311461607333844,4.86247793921724,1.6550508665108326,Iris-versicolor
+48,5.997493674737839,2.7586989128850083,5.539240708900481,1.7829844645190092,Iris-virginica
+49,5.4630583986692445,2.050233777037337,3.1246819970386692,0.626448899784229,Iris-versicolor
+50,6.288945512858288,3.2959884052327175,5.100468334128315,1.987285796906216,Iris-virginica
+51,5.276648637533353,3.7220107748582665,1.442436166477078,0.2842629404629858,Iris-setosa
+52,5.73546481645184,3.2223704324365197,4.2351441093937785,1.4186729512203604,Iris-versicolor
+53,5.08138832425985,3.2088139448305286,1.2729279959905446,0.33464602519572273,Iris-setosa
+54,8.095047499457406,2.8964623681813992,7.076306830687127,2.1104785782077085,Iris-virginica
+55,5.071615170182271,3.184171226589834,1.392245678184271,0.15653548100827114,Iris-setosa
+56,4.56669518018287,3.063443691169978,1.3495364112547195,0.18317552359886047,Iris-setosa
+57,6.297095548320599,3.3129473277968713,5.895720554360603,2.2440276400026344,Iris-virginica
+58,6.819610544848858,2.821355820559643,5.475888786216617,1.8839356612652172,Iris-virginica
+59,6.297352714334825,2.9507849536141366,5.686933227227903,1.7517140808257348,Iris-virginica
+60,5.706684430975848,3.139167814739889,4.863774261866603,1.4912798967598728,Iris-versicolor
+61,4.719197440435226,2.813864940144599,1.5184041879977135,0.06192669105323936,Iris-setosa
+62,4.9856040596477476,3.0085159683731697,1.4291925972522215,0.1662531711823374,Iris-setosa
+63,5.235769627647817,3.26599043234546,1.6581583331470484,0.48378959997986803,Iris-setosa
+64,5.199721641390468,2.1154848994244158,3.4346041145479735,1.0473419499818988,Iris-versicolor
+65,5.108615822923732,3.152108496202925,1.3506970901009718,0.2611898587416115,Iris-setosa
+66,6.478402824014026,2.8899846172416317,4.576459846724339,1.5494522301476563,Iris-versicolor
+67,4.982444185557752,3.2045722281181908,1.2264618980675241,1.2054078238370516,Iris-setosa
+68,6.129240417440902,2.8921349596467736,5.2282378785767145,1.738644038262341,Iris-virginica
+69,6.563611221480526,2.999165729407751,5.564338856134034,1.8003824150221739,Iris-versicolor
+70,5.895812538882847,2.8533609521701493,4.603202714386718,1.7680108491098452,Iris-virginica
+71,6.977773528430561,2.8307898693748554,6.00142136786421,1.4816808458772308,Iris-virginica
+72,4.5862771290992255,3.314506308074245,1.44866971386094,0.2464727520412595,Iris-setosa
+73,6.8188706248547835,3.005524954255538,4.6450330668379305,0.988000618179292,Iris-versicolor
+74,5.076086524343976,3.0480649980380337,5.053908928137873,2.0526283264942102,Iris-virginica
+75,5.9171532451151965,3.157478195747656,4.760030467531022,1.5577346819374558,Iris-virginica
+76,5.816717681589745,3.9315683091297835,1.8000352522486582,0.2993833761517094,Iris-setosa
+77,5.195113869413425,2.9387536049225575,1.2573652774410153,0.15309745209456993,Iris-setosa
+78,5.3552795444238175,4.000616557267799,1.4629779100044833,0.24658125484808108,Iris-setosa
+79,6.888208276757228,3.052770054933084,4.9253587160016625,1.3765263481286787,Iris-versicolor
+80,6.42083661917675,3.8314826142735408,5.817675437414635,2.61805997002842,Iris-virginica
+81,6.266072599047731,3.0068453411619505,4.857000593703558,1.6905359327095406,Iris-virginica
+82,5.643052329290257,3.0343792980619972,4.44495256884396,1.6330784982775255,Iris-versicolor
+83,7.550212203791394,3.605499873473224,6.029369246144638,2.524002077614483,Iris-virginica
+84,6.533594022574515,3.0787072371782975,5.079392174540521,2.2555064454872653,Iris-virginica
+85,4.710603386767248,3.1460329664708566,1.395887309804324,0.23876141453635005,Iris-setosa
+86,7.364166631550319,2.6741020306863144,6.35442455898401,1.7275736945997477,Iris-virginica
+87,4.416563310858396,2.5228160573242615,1.2237975438385094,0.1798826277214816,Iris-setosa
+88,5.051668635862075,3.005703871741168,1.3990556549441802,0.3067361099872514,Iris-setosa
+89,8.260696626681316,3.5959320394057364,6.470254683499847,1.8402380245752437,Iris-virginica
+90,6.469175416063634,2.1753350568469014,4.139092574926254,1.3384499542820978,Iris-versicolor
+91,6.833318016461567,2.901146024387582,5.377781431208216,2.0331186876923177,Iris-virginica
+92,7.373722603948422,2.664732784378831,6.226114522405443,1.9717160029179848,Iris-virginica
+93,5.6413210012631705,2.8096656307909234,5.102406750026979,1.44682622295568,Iris-versicolor
+94,5.205359825667261,3.5337870575801396,1.5417063658409627,0.15360884199917427,Iris-setosa
+95,4.709080473700924,3.3680091874929294,1.5110018524951112,0.17809432901575306,Iris-setosa
+96,6.400060892964198,3.126571398494432,5.126864373708933,2.2119752253704426,Iris-virginica
+97,5.838372905616098,3.001649873325832,4.495096772557512,1.1762976239240508,Iris-versicolor
+98,6.530299797082432,3.0748677901063624,4.977587492736504,1.4024902087006452,Iris-versicolor
+99,4.970749081441177,3.195702249360673,1.6003056147060706,0.2638053104899673,Iris-setosa
+100,5.194417573856825,2.875256895148531,4.7519012097779605,1.580517208737494,Iris-versicolor
+101,4.81131534738758,3.108537670236513,1.5384036107674242,0.10051040976871911,Iris-setosa
+102,6.04182369878557,3.0164656860334684,4.727053993459383,1.5185442503419047,Iris-versicolor
+103,5.8772663561722585,2.670862366734793,3.9964403093803074,1.244195552252124,Iris-versicolor
+104,5.170115452880836,2.4011189735758136,3.765610208020992,1.67380329694628,Iris-versicolor
+105,6.293029576933657,3.0139631113264946,4.331450778497748,1.5145920226156029,Iris-virginica
+106,6.366525463675851,3.057407765500453,4.531720604306441,1.4083201813967507,Iris-versicolor
+107,4.8548534920351605,2.5798436932351305,1.4515977498206931,0.13657007059490733,Iris-setosa
+108,6.078635676506598,2.8867424428201134,4.754750577909931,1.4143303500711644,Iris-versicolor
+109,4.880555756967995,2.976891631322544,1.5613902472899697,0.3364396022471669,Iris-setosa
+110,4.68682018967103,3.532183795001177,1.4623019792406484,0.2596801935817194,Iris-setosa
+111,5.050020805371499,3.6089163387095153,1.3318091213036443,0.2031443675706447,Iris-setosa
+112,4.940182850175746,3.5139724496587545,1.5066641719500253,0.38351170062863654,Iris-setosa
+113,5.60277049945646,3.1850129602564246,4.378368687760118,1.4458530239679483,Iris-versicolor
+114,5.299920629647327,3.7005581016321814,1.5333105800597548,0.2772977426195586,Iris-setosa
+115,4.7328432470902415,3.232020222980006,1.615559355149716,0.2798857321629616,Iris-setosa
+116,4.647941867693971,2.744621777840986,1.3209533919098444,0.24556674332908823,Iris-setosa
+117,7.030648845296066,3.136223140754136,4.552786139701662,1.6466357662849314,Iris-versicolor
+118,6.512997075393136,3.2045071118706403,5.123857088051877,1.5491004006787332,Iris-versicolor
+119,6.256538923428969,2.371589661442597,4.678693261040596,1.155968754746747,Iris-versicolor
diff --git a/iris/tvae/4/29/test.csv b/iris/tvae/4/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/29/train.csv b/iris/tvae/4/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/29/val.csv b/iris/tvae/4/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/3/synth.csv b/iris/tvae/4/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..49f6dea32eda0621f3cba425d2aa7aafcc4386bb
--- /dev/null
+++ b/iris/tvae/4/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.324588807813353,2.9131290833352024,4.883706898006769,1.963187867993851,Iris-virginica
+1,5.662580771189692,2.788481473418729,4.290042899434546,1.3274485081695386,Iris-versicolor
+2,5.0150936863084805,2.8504875325248356,5.110365953266628,1.6878935420079972,Iris-virginica
+3,5.082383454840455,3.13112094159607,1.5686328766533992,0.16102664531074692,Iris-setosa
+4,5.9287794301697145,2.921617363364658,5.133447661792329,1.8030034578043805,Iris-virginica
+5,6.3631145028825475,2.8094301220164244,4.76857590700365,1.2326291982441264,Iris-versicolor
+6,4.989330453268845,2.482970485171008,1.2412561096460317,0.21411049006531102,Iris-setosa
+7,4.7351534052010065,3.6557045050809416,1.6579266016818015,0.1272596066414011,Iris-setosa
+8,6.421243506322259,2.6741350853962405,5.265439353831787,2.0068119051666775,Iris-virginica
+9,6.553356829896783,2.679755664797718,5.523545981227173,1.7242251686844692,Iris-virginica
+10,5.440126792467689,2.8304289792929436,5.292726348635754,1.9751815074300083,Iris-virginica
+11,5.59985571711431,2.703440541787293,3.3398988328825907,1.1521883874108374,Iris-versicolor
+12,5.082813491623733,3.227131060763514,4.686060257812348,1.9846324486266846,Iris-virginica
+13,7.481417562139218,3.1872447296248243,5.9928555556979,2.0652473574795844,Iris-virginica
+14,5.5606856412184875,2.7655861756721163,4.88308846218078,2.0864410888471316,Iris-virginica
+15,6.5996456645236865,3.1677344802603002,5.369045814465724,2.254693739874969,Iris-virginica
+16,4.91428322701533,2.4783414711206753,1.1194605879209607,0.1937084261680199,Iris-setosa
+17,6.188568763398755,2.7732403662541625,4.184254077136277,1.4202732681414665,Iris-versicolor
+18,5.821603357353849,2.170847198779276,4.354571279256426,0.8334902229688147,Iris-versicolor
+19,5.636544223511628,3.2292921340210223,1.5719761481809043,0.13903534598023914,Iris-setosa
+20,6.7065968709256705,2.8920685308082414,5.725278242558688,1.8634997145594185,Iris-virginica
+21,6.095117370534311,2.932729450478125,4.739462433953707,1.404993768908123,Iris-versicolor
+22,7.94715269460335,3.75850411265567,6.290404809760925,1.9693112071097134,Iris-virginica
+23,6.335535547694085,3.4143945026857443,5.299636850748419,2.148035921049062,Iris-virginica
+24,4.967133646713195,3.286020552797077,1.544933928117072,0.11852462348901172,Iris-setosa
+25,4.690678179646853,3.24225319716661,1.7200932368582285,0.10558247670151119,Iris-setosa
+26,6.608670456052699,3.209114323839954,4.935392060084563,2.1379202656463923,Iris-virginica
+27,4.922913455675769,3.200513908386583,1.6002924644394294,0.13648347763716076,Iris-setosa
+28,5.910291122877155,3.0303585812680867,4.85891149693834,1.6298008065088765,Iris-virginica
+29,6.100798314238591,2.9021767655060207,4.572558584623817,1.7019336301387964,Iris-virginica
+30,5.410671871267477,2.021253187527445,3.989444740940885,1.0478474517420877,Iris-versicolor
+31,4.975671004162516,3.375471529661234,1.4109282690267715,0.15613593628137037,Iris-setosa
+32,5.285025000628121,2.5946371713982304,4.617433544020996,0.9197906949200582,Iris-versicolor
+33,6.158890795441696,3.1245497593994567,4.799997306548724,1.4498245260880147,Iris-versicolor
+34,4.559421195111654,3.0520193639796465,1.566221126801599,0.1885159170792764,Iris-setosa
+35,4.6720632254905174,3.1620409526311675,1.4218561547350133,1.5940173880636415,Iris-setosa
+36,4.65624843035649,2.893883816156201,1.5577008823004703,0.3096384835102479,Iris-setosa
+37,4.880355491744905,3.086320095832236,4.389043299747487,1.7594423738872653,Iris-virginica
+38,6.098513008336731,2.9995787945221357,4.538425827030461,1.429899111969815,Iris-versicolor
+39,6.5901124765397565,3.1486906701201782,4.641013819191232,1.405036252890289,Iris-versicolor
+40,5.52685137935012,2.364804459877801,4.077992795211839,1.1915034107460225,Iris-versicolor
+41,5.672936118775436,2.840295750962866,4.442278001605778,1.3712366495178965,Iris-versicolor
+42,6.468343704527455,2.7723325792522946,5.5202124907719785,1.9809785682136432,Iris-virginica
+43,5.795126370579531,2.9205320903849423,4.494750971491877,1.3457754447519434,Iris-versicolor
+44,5.833489604457114,2.857911066917101,4.294691018731665,1.1644669834344423,Iris-versicolor
+45,6.160861645770524,2.9472733836359555,5.328351640924374,1.7837187628715867,Iris-versicolor
+46,4.481982105740032,2.7677285478260916,1.4556088946823849,0.33010828473976267,Iris-setosa
+47,5.15698416638918,3.723153323527143,1.4392456783918166,0.20546470770962824,Iris-setosa
+48,6.052050754028865,2.6516510651956575,5.427506994680205,1.7663803690399316,Iris-virginica
+49,4.651059110526132,2.9716216775042628,1.5969962052611775,0.1267962309402391,Iris-setosa
+50,5.200196128345655,3.5809913848415547,1.6944115293246542,0.1483400341414688,Iris-setosa
+51,5.326656430714199,3.5775827012104817,1.2773227953813266,0.18085170487542507,Iris-setosa
+52,5.6978975424973335,2.7345832657363456,4.326499050678249,1.414266983708686,Iris-versicolor
+53,7.304603853275961,2.7277820269352175,5.763998814221178,2.000849923422256,Iris-virginica
+54,5.536233779819305,3.5139053183172266,1.5406426014738273,0.7320352698976675,Iris-setosa
+55,5.579071738935916,3.34146997389297,1.294382231749681,0.33270830126100026,Iris-setosa
+56,5.902600126942145,2.6432906461644303,5.002761274226482,1.7664822267347726,Iris-virginica
+57,5.241295512873254,3.8623930803860764,1.418281704196091,0.3280350551555496,Iris-setosa
+58,6.210973217866471,3.103456838349367,5.569107779156162,1.9548218460652693,Iris-virginica
+59,4.821365700696634,3.797437931465139,1.5867341100945858,0.17674909374973613,Iris-setosa
+60,5.435815044313215,2.7969452783696367,3.752084991054429,1.3359907510711637,Iris-versicolor
+61,4.942111562967849,3.1567048495978787,1.3604287290312949,0.16396652055711985,Iris-setosa
+62,4.898202728727911,3.0185078784046677,1.361059083472315,1.0791445346763409,Iris-setosa
+63,5.182828528739125,3.27002741797524,1.6749388473366624,0.17754979066504176,Iris-setosa
+64,4.9703265530815735,3.2544398327324275,1.3859087902726133,0.17731718310327244,Iris-setosa
+65,5.959670508654474,2.8921979956424453,4.134318248625134,1.1720234875338642,Iris-versicolor
+66,4.712633270452868,2.89586763687146,1.4796397836541941,0.09967847796864523,Iris-setosa
+67,6.6498038384950755,2.7785321177359124,5.642387921477037,1.9625841677085822,Iris-virginica
+68,6.203445288737377,3.135381134357608,4.553459050414202,2.111033848445174,Iris-virginica
+69,6.31310234105607,2.84266044732739,5.239244891094433,1.7723403066325367,Iris-virginica
+70,5.111365345510695,2.552851197228403,4.295179546709352,1.5555546769733222,Iris-versicolor
+71,5.49036726190309,2.4031577183902955,4.40913037070299,1.6472272471669667,Iris-versicolor
+72,5.250186742074835,3.745580590973618,1.3137673263796015,0.11693979987163458,Iris-setosa
+73,6.597544881689802,2.8034446023197748,5.197209746788432,1.8447966405844005,Iris-virginica
+74,5.903492704912164,2.6044793072025807,4.0905875267922625,1.1880535463010116,Iris-versicolor
+75,5.802661048357171,3.4782996034196305,1.2074041807606948,0.2251765080513017,Iris-setosa
+76,5.1463772471967495,3.7527459510309056,1.5379572706451778,0.09035974101950389,Iris-setosa
+77,4.993010424059573,3.711453066934503,1.241407198493144,0.1766068583735529,Iris-setosa
+78,7.202151099349174,3.1897114132634368,6.2341244723097,2.44244168762215,Iris-virginica
+79,5.911357895704947,2.952814799772838,4.471839873701905,1.696392448493847,Iris-versicolor
+80,5.328570094347006,3.2491382810581158,1.7781058218170602,0.3452179517619773,Iris-setosa
+81,4.620286341564752,2.879185712032228,1.4383247334023583,0.1827598819968737,Iris-setosa
+82,5.758788956302021,2.920049047198793,4.548357022692084,1.6354961879986023,Iris-versicolor
+83,6.6183933270476,2.848946527718132,5.439777588029808,1.974682196545493,Iris-virginica
+84,6.58472981009553,3.1745208758185566,4.424775933549484,1.2934524584018514,Iris-versicolor
+85,6.011441877724332,3.000392137689033,3.7041216407640847,1.3996907532400495,Iris-versicolor
+86,4.874062197481756,3.3683694073951402,1.4429231421713515,0.10577501920535254,Iris-setosa
+87,4.781176388618348,3.132069561207989,1.6352304857154114,0.20448635351072292,Iris-setosa
+88,4.447610888755539,3.037476171460227,1.4356915437628075,0.15023900409102983,Iris-setosa
+89,5.284505481589023,2.5905604061057304,4.4351989945454715,1.4498063233386684,Iris-versicolor
+90,4.74912912815968,2.9653493215084548,1.5767013533894243,0.16208028567141167,Iris-setosa
+91,6.59854158012557,3.2963519401161383,5.1814348584945416,1.9287658346575445,Iris-virginica
+92,5.12291509079411,3.417351727012218,1.609733079682611,0.6964858652615982,Iris-setosa
+93,4.68398366427904,3.43984339230589,1.7619341595300464,0.20052072556324904,Iris-setosa
+94,4.97188618341664,3.290986210123368,1.4521518461614547,0.17713449664940822,Iris-setosa
+95,5.091322666900052,3.417568088047406,1.2436692184334552,0.3546024614849723,Iris-setosa
+96,5.249811613581607,3.829660287040727,1.4533550741839363,0.17237913606139355,Iris-setosa
+97,4.615682578689085,3.015221211495668,1.4397587190342038,0.13229270703949614,Iris-setosa
+98,5.270649847332169,3.419483171050617,1.5576118404267567,0.14603761172082366,Iris-setosa
+99,5.1974508743732235,3.1769834997463393,1.3438328155745727,1.0816901583073866,Iris-setosa
+100,6.741837264130929,2.8006339456190816,4.547718381284883,1.2018600220876874,Iris-versicolor
+101,4.696170789107405,3.0833227094237254,1.2295418809614116,0.31312396441369844,Iris-setosa
+102,5.585189252866986,2.6807911854800035,4.445135758330626,1.2065102641098124,Iris-versicolor
+103,4.824236729040734,3.5309455909213314,1.752505568792073,0.19116484927681915,Iris-setosa
+104,5.839346640019439,3.0709945246611965,4.936371030107162,1.2498707703009413,Iris-versicolor
+105,5.802859972390705,2.9801024777716845,3.8186817227625376,1.1333397478132634,Iris-versicolor
+106,5.899248991626581,2.48260638632064,4.474393921450177,1.6211756815269431,Iris-versicolor
+107,6.323451487349641,2.758288250783274,3.630802581797389,1.4506934477717466,Iris-versicolor
+108,5.944844328431371,3.1376108716465225,4.569044834127263,1.2843326328828482,Iris-versicolor
+109,7.3123384728969425,3.1138259409149143,5.998521455345857,2.2705359965746923,Iris-virginica
+110,5.083335885968084,3.60741091831931,1.3637818704412774,0.1466311996744504,Iris-setosa
+111,5.1311043780758485,3.5726152049498037,1.5506559209559219,0.318945412138749,Iris-setosa
+112,7.037259430703768,3.0169137889241773,6.010799353276693,2.0523641602206246,Iris-virginica
+113,7.176360417846158,3.576923734974087,6.031165369473696,2.3819855518955784,Iris-virginica
+114,5.61489948805141,4.2415754026195565,1.4893002052360376,0.2704325381712296,Iris-setosa
+115,4.987243942173775,3.333915651075428,1.5551090140706103,0.22158120869614795,Iris-setosa
+116,5.597957869991535,3.6479119907976587,1.3015972892708603,0.29129447063976527,Iris-setosa
+117,7.7249596906665,2.697849986173713,6.282968533819801,1.9480725944585342,Iris-virginica
+118,5.486925936826685,2.9234688379561855,4.28794265081076,1.1223892728603941,Iris-versicolor
+119,5.118634390594621,3.1090088384598866,1.5614832971283767,0.209032849263757,Iris-setosa
diff --git a/iris/tvae/4/3/test.csv b/iris/tvae/4/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/3/train.csv b/iris/tvae/4/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/3/val.csv b/iris/tvae/4/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/4/synth.csv b/iris/tvae/4/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0210e53965e860b01ffd99ac9e2811b160aea2ce
--- /dev/null
+++ b/iris/tvae/4/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.113745359097396,3.206454769706837,4.89367925999149,1.3062161438802085,Iris-versicolor
+1,5.5201164857885505,3.8748434408290966,1.4773927572882504,0.2898837999875293,Iris-setosa
+2,5.01764408437769,3.2673371659346735,1.4639876149525806,0.4738903213772214,Iris-setosa
+3,6.385172264898128,2.9056072360596468,4.826053328377809,1.334600777245437,Iris-versicolor
+4,7.562315406840909,3.6430935440316716,6.618845695630739,2.246432691156541,Iris-virginica
+5,4.617094272304277,3.1572909919275176,1.248835232483363,0.2780961420636739,Iris-setosa
+6,6.128671828987343,2.8758106772667604,5.191110855854197,1.727331757295812,Iris-virginica
+7,6.510209022852149,3.101910229550426,4.419830341541507,1.204530796691463,Iris-versicolor
+8,6.014397219456312,2.8895265805900023,4.301368059436525,1.4096436236136478,Iris-versicolor
+9,4.688532064192192,2.747043645268456,1.4144103653453144,0.2650755904493191,Iris-setosa
+10,5.697429342275703,2.9008058299414348,5.287387816662754,1.846634024103827,Iris-virginica
+11,5.83350552088996,2.897869353088121,4.854807421270145,1.47940001598445,Iris-versicolor
+12,6.825973608645699,2.765248759855262,4.6136867109142905,1.5389510665100126,Iris-versicolor
+13,5.085626238521297,3.0475428827439077,1.448167087535154,0.35927005084402097,Iris-setosa
+14,4.638914812781482,3.357985272698013,1.3568216294123332,0.14820582218747183,Iris-setosa
+15,6.547102664668005,2.8066152658829076,5.169421292322901,1.8522796645768471,Iris-virginica
+16,5.99904282134931,2.936284304655167,4.831632158733678,1.8991351655550024,Iris-virginica
+17,5.439078605336239,3.79096072488898,1.5285947173159287,0.27576533737342723,Iris-setosa
+18,7.099979474671191,2.706077953078176,5.810417443644492,1.8667095668958853,Iris-virginica
+19,5.25627245178638,3.440642286820979,1.4961674997775813,0.23792668438314724,Iris-setosa
+20,6.430421262952855,2.9585105475316666,5.350226307864051,1.9865638905982848,Iris-virginica
+21,6.350690871367957,2.8937381016382604,4.57530444318623,1.590800919862674,Iris-versicolor
+22,4.952874455811605,2.3896181674706805,4.217150078546807,1.3590111982160589,Iris-versicolor
+23,5.210688008225774,2.2873414706195545,3.938991868860017,0.8153579834364684,Iris-versicolor
+24,5.389207527962357,3.4884516175310107,1.4837885385394474,0.23787397690666093,Iris-setosa
+25,5.8469494568921085,2.6531415402863074,5.645363674801503,2.042790901720547,Iris-virginica
+26,6.051132199106135,3.0154665577707833,4.484279693383385,1.3835855332841716,Iris-versicolor
+27,5.005693200381465,3.7018805699437887,1.513455501146254,0.03434864090154874,Iris-setosa
+28,5.323171818543406,3.7719205309520367,1.4344796477431807,0.1788662953690533,Iris-setosa
+29,4.5266191505367885,3.1163536834531476,1.4775867160019178,0.10661633264343642,Iris-setosa
+30,6.645719187834945,3.043479566636837,4.782174250068165,1.359457704728404,Iris-versicolor
+31,6.280675256658153,2.7757444272231684,4.531614467947883,1.4584710975801487,Iris-virginica
+32,5.420446626669348,2.593759529464439,4.161365806309719,1.456806192273691,Iris-versicolor
+33,5.82530215440519,3.0033498835019046,5.120660749748613,1.8006414088864127,Iris-virginica
+34,5.289686571602229,3.6400235807387524,1.5146657249677435,0.23176813787725126,Iris-setosa
+35,5.436013476366678,3.8153022260231793,1.3416204616929857,0.24176796785867888,Iris-setosa
+36,5.209990816427864,3.2778480434205037,1.5906391451172952,1.4159210361566237,Iris-setosa
+37,5.054416823309806,2.8101995406903386,1.2226238015779165,0.25801676655279837,Iris-setosa
+38,5.079773081780972,2.1120378597800897,3.6530150262480032,1.1234869328201662,Iris-versicolor
+39,5.26805393548162,3.543878490776838,1.552045739395292,0.2081506822652278,Iris-setosa
+40,5.209010434512915,3.7917188969438063,1.533339605357049,0.27096778755276524,Iris-setosa
+41,6.1251693278119435,3.296477008979406,4.500192549775945,1.5826321991393615,Iris-versicolor
+42,5.8983002783254825,2.11089160245075,3.703579353734285,1.303809086383676,Iris-versicolor
+43,6.392559213246738,2.62379898113185,5.297001914677831,1.8629851922911382,Iris-virginica
+44,4.773631785371231,2.974317315917092,1.3522454491371207,0.09859854309678606,Iris-setosa
+45,5.869163037297128,2.126620229531018,3.8283037389665893,0.9725197793263752,Iris-versicolor
+46,7.355646864975484,2.8874327665365187,6.755483862724401,1.930659903758695,Iris-virginica
+47,6.428796263592944,2.7715545146495364,4.61986090483432,1.6179149165956908,Iris-versicolor
+48,4.506312305055415,2.690351262278716,0.9759573092865448,0.25223285406848533,Iris-setosa
+49,6.472647948085462,2.47634085523532,5.653491236545818,1.4788333378915572,Iris-virginica
+50,6.397855019871245,3.051437041079679,4.954733185104424,1.4320863150324823,Iris-versicolor
+51,5.05501269533027,2.2291264007600713,3.580716137748847,0.793360269184292,Iris-versicolor
+52,6.998033073995201,3.1270932680811394,6.323805959162188,2.0103474278913973,Iris-virginica
+53,6.360087415260127,3.179957474845895,4.715522797855131,1.7564358402280473,Iris-versicolor
+54,4.919488221027616,3.6217545228641983,1.675535560247286,0.2372097539210282,Iris-setosa
+55,5.634002157530598,2.9129391755303624,4.421171645284633,1.5323648121686955,Iris-versicolor
+56,6.403037707303067,3.129911871953344,4.446711149705676,1.2025698471989004,Iris-versicolor
+57,5.043873744140317,3.1059798989944256,1.5488606681423258,1.5199092563246321,Iris-setosa
+58,7.294094620288169,2.9325963531100516,6.256103916276265,1.9453743082542467,Iris-virginica
+59,6.058666029054747,2.795011825856377,4.732079714767293,1.4743664397496916,Iris-versicolor
+60,6.413605482964876,2.9259546850705678,5.135989436023621,1.7166061895437226,Iris-virginica
+61,5.748408671095127,2.9961837570214604,4.067574753048041,1.428741878277662,Iris-versicolor
+62,5.016772538067311,3.0564973246545977,1.4356547154503152,1.6035806518148348,Iris-setosa
+63,4.87499002515,2.4002620167509496,4.4850044949912915,1.0950660288640144,Iris-versicolor
+64,4.67970433044401,3.000176177536431,1.548835412640127,0.15517418813337436,Iris-setosa
+65,6.002967466678595,2.700067913015609,4.939412448714222,1.8197136862072723,Iris-virginica
+66,7.186986329812417,3.5448238081338226,5.9962856102098865,2.810503246243096,Iris-virginica
+67,6.625623017658365,3.028023053877413,5.839041540779486,2.196360707525767,Iris-virginica
+68,5.9607607618660925,3.1815956140556314,5.1095634375279415,1.6055399227609,Iris-virginica
+69,6.966640177821835,2.4984928607730104,4.415175533554577,1.276382054219524,Iris-versicolor
+70,5.396686752885717,3.321305994250809,1.4503949014036726,0.3534348214466506,Iris-setosa
+71,6.417381603243728,2.8199716968920296,5.108548219916393,1.6393507017194153,Iris-virginica
+72,6.504558949087176,3.22864164557339,4.838328692595811,1.403306253124329,Iris-versicolor
+73,5.571729685671893,3.6659286752658367,1.3802987140480116,0.26132971263737764,Iris-setosa
+74,6.450690053881212,3.058676701375966,4.420892685947703,1.4763251425329798,Iris-versicolor
+75,6.799625655248845,2.7839013297192805,5.457740387036497,1.8050741098864382,Iris-virginica
+76,4.473128179663862,3.647762138785976,1.5588837065628067,0.18286234139655222,Iris-setosa
+77,5.610890267782263,2.929979418187633,4.033942715216198,1.3175945162412077,Iris-versicolor
+78,5.112482778558458,3.1090682178288978,1.8318447000886926,0.25337841295213026,Iris-setosa
+79,5.80736335254888,2.903060878209503,4.498885264367997,1.4276907469916005,Iris-versicolor
+80,4.895406086475675,3.1857618006080917,1.5688365366743313,0.20383689007568964,Iris-setosa
+81,5.764210752178056,3.7181747226167037,1.7650094032242187,0.2712884044272332,Iris-setosa
+82,4.523006323325688,3.2512268062603047,1.5824965610531039,0.0909662948645023,Iris-setosa
+83,5.875891113766162,3.2845309692783657,4.970026219374247,1.8114080378092894,Iris-virginica
+84,6.181037510792973,2.7718167016962836,4.829919591055841,1.7446542275962449,Iris-virginica
+85,5.30181718622551,3.0835740916868195,1.560216992392977,0.5029992105492083,Iris-setosa
+86,5.382064066909553,3.7818863345667912,1.4313697128423926,0.34232473365653526,Iris-setosa
+87,6.098014593408494,3.138954056826303,5.152836617791731,2.037426910810734,Iris-virginica
+88,5.022199994323852,3.4729392855626724,1.452440636996817,0.11709727486525343,Iris-setosa
+89,5.5738736314403745,3.3979929250494854,1.37990665624307,0.19383042226270392,Iris-setosa
+90,5.750871565944613,4.070801542328603,1.5846352267640855,0.28154312366728745,Iris-setosa
+91,5.680020659173501,2.733527787454385,4.39371136432576,1.2564247543521065,Iris-versicolor
+92,7.267882620537833,2.872225799154535,5.6715194082736256,1.8715553127797344,Iris-virginica
+93,6.731511412340442,2.5416901845206383,5.333519166436454,1.8314264685250072,Iris-virginica
+94,6.059739400589379,2.1872768471526016,3.759657084256038,1.0641161551684322,Iris-versicolor
+95,5.21466615128051,3.586762615580241,1.5490780387301581,0.5111285531505689,Iris-setosa
+96,5.731535439231192,3.210798886962115,4.558725371530365,1.4374907671416146,Iris-versicolor
+97,6.739491190980115,2.4693114071699584,5.374409943803263,2.0219832696454154,Iris-virginica
+98,6.514829591522166,2.8876542168273645,5.341813286688646,1.6981179401064468,Iris-virginica
+99,7.069825733985306,2.790539744527874,6.356236380589185,1.9457196147356755,Iris-virginica
+100,5.091201488029614,3.1083625492942892,4.535477775434538,1.8151699612542205,Iris-virginica
+101,5.349914309414265,3.7745491737016144,1.374358186905706,0.2598440625345276,Iris-setosa
+102,6.867873747710937,2.654330444410148,4.4972982865163775,1.5980705586619708,Iris-versicolor
+103,7.546128928357532,2.6617589390799266,6.497064090042361,2.440151867519946,Iris-virginica
+104,6.327440992629567,2.5010904506627303,5.563643876856554,2.4447163313436704,Iris-virginica
+105,5.192151742336879,3.852926642048146,1.5268238761629336,0.316967783224163,Iris-setosa
+106,5.106940360837822,2.895685644452471,4.432478264485733,1.3876787204640988,Iris-versicolor
+107,5.1688799380812,3.550388760234078,1.5850448071244376,0.37356717466840555,Iris-setosa
+108,7.445780754816727,3.372280745030322,6.018217727196342,2.3686911104853885,Iris-virginica
+109,5.072928525102334,2.6320426223803652,3.901475024259975,1.0197318947611298,Iris-versicolor
+110,5.240283253251419,2.5311117246835653,3.8758405669979594,1.1722017447305486,Iris-versicolor
+111,6.628107862678162,3.0327218272463314,5.408917336236236,1.626323607411733,Iris-virginica
+112,4.758822466097357,3.520729955545802,1.3360402594913452,0.2502243642609095,Iris-setosa
+113,4.970763736457862,3.4122219746612528,1.475586729165643,1.3573001722033808,Iris-setosa
+114,5.963641699195264,2.733924726641202,5.154608296376821,1.9330780589147238,Iris-virginica
+115,7.0225810512782765,2.6988718417122026,5.546302835460436,1.5515860281982212,Iris-virginica
+116,6.451919528957042,3.070674438682486,4.931250394917309,1.9386211887706768,Iris-virginica
+117,5.9397009373456084,2.5384785493886337,4.2754570446120335,1.4927372416298335,Iris-versicolor
+118,5.200629256113347,3.538848424407543,1.6278026199928364,0.3197321904213162,Iris-setosa
+119,5.0100407892966174,3.9256141006398577,1.3096003702952759,0.20177141519585107,Iris-setosa
diff --git a/iris/tvae/4/4/test.csv b/iris/tvae/4/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/4/train.csv b/iris/tvae/4/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/4/val.csv b/iris/tvae/4/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/5/synth.csv b/iris/tvae/4/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..25131c81a0e20b2bf6dbd9d5d2504b5737c6fce9
--- /dev/null
+++ b/iris/tvae/4/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.804266127419389,3.1289374624000805,4.175694467085602,1.373058500560916,Iris-versicolor
+1,4.907959856037087,3.341860678681636,1.5143449619701037,0.17725329456695826,Iris-setosa
+2,5.051781033580524,3.0369041556364085,1.5071725576184516,0.07720961334559925,Iris-setosa
+3,6.057618435655165,2.714027361868382,4.614395393282075,1.8011217757249576,Iris-virginica
+4,6.665308835519923,2.449680203206125,5.31463927283446,1.755807433710881,Iris-virginica
+5,5.141000891289614,3.3905166854683495,1.4297429123961722,0.447332994861678,Iris-setosa
+6,5.815812755140571,2.9021614911120235,3.9971932857467247,1.3981096844559593,Iris-versicolor
+7,5.880080482744036,2.4227055941474314,4.2925244133555935,1.184601545708748,Iris-versicolor
+8,6.656706169743416,2.639036085075122,4.650437471497,1.595454473927162,Iris-virginica
+9,5.904868066737251,3.0532949993143275,4.570836158818075,1.4411497219379916,Iris-versicolor
+10,5.613952495020683,2.3419260617128765,3.931779165503472,1.0659252006672961,Iris-versicolor
+11,5.669431062006515,2.165417809856768,4.005563538269942,0.8287149298900673,Iris-versicolor
+12,5.942107986414533,2.827762463898546,5.020512333059862,2.021224709673779,Iris-virginica
+13,5.5619245124765415,2.057083302340719,3.8108252744924007,0.8184334834691762,Iris-versicolor
+14,4.909378461925069,3.457462732278267,1.6383152263700085,0.34613847438823986,Iris-setosa
+15,5.119793613821103,3.92377465483915,1.581278908407988,0.25641011881429815,Iris-setosa
+16,5.674305667529534,3.1889902343971444,4.8856552316172515,1.6298407935298589,Iris-virginica
+17,5.846500681888472,2.309796084889196,3.8804887308947276,1.2702932687460131,Iris-versicolor
+18,4.86424272207001,3.3526546283439562,1.3634866181733392,0.1652254415853146,Iris-setosa
+19,6.717496467530214,3.007210610902689,5.379053000403231,1.6208495503858087,Iris-virginica
+20,5.420140865898959,4.391142318988322,1.408005995924114,0.23965691546335238,Iris-setosa
+21,6.891476150618635,3.3108416065839346,5.833062000723665,2.336900078999362,Iris-virginica
+22,6.234443308582096,3.2388290724878064,4.808183307281712,1.5683021644778474,Iris-versicolor
+23,7.095750360313804,3.1646672394932907,5.621133516997125,2.500737716529726,Iris-virginica
+24,5.125044231821164,3.110535032975182,1.431438297488806,0.3371213542521833,Iris-setosa
+25,6.752391672019922,2.907756268837675,5.63162400312562,1.8492563404752036,Iris-virginica
+26,6.5222649859699695,2.828282017028923,4.609836061008937,1.397280187569837,Iris-versicolor
+27,5.005080467011629,3.125445875990222,5.168392958452431,1.8452000613707353,Iris-virginica
+28,7.108594230927197,2.586394409527835,5.54115138038096,1.682685489071293,Iris-virginica
+29,4.976787273165843,2.922934027012475,4.79496799979162,1.4007839080902376,Iris-versicolor
+30,6.894715427210606,3.1579939988782377,5.044555980575326,1.9273034759653056,Iris-virginica
+31,7.168002511839335,2.9354261618783837,6.23843087836266,1.5461760062342476,Iris-virginica
+32,6.497038193437529,2.6344272080572346,4.067154931999529,1.4893098681251358,Iris-versicolor
+33,6.437009039930453,3.083689432809124,4.62465768013844,1.5997016065452663,Iris-versicolor
+34,5.853077783322938,3.1289096610553035,4.991944935692317,1.28158218892665,Iris-versicolor
+35,4.839592050835145,3.1538248782709846,1.2878441319727103,0.15801915456419924,Iris-setosa
+36,6.812378561638132,3.1374169958319755,5.73812145318493,2.095281084455765,Iris-virginica
+37,4.985531344285799,3.2508137381481266,1.4556802703639826,0.1427585246029595,Iris-setosa
+38,6.809256439541678,2.6359224528108864,5.9365099113014645,2.0174538281545025,Iris-virginica
+39,5.904130041045422,3.008371518254819,4.646036011813097,1.8234122747094887,Iris-virginica
+40,5.330729137707728,2.62068769529228,4.329549218234633,1.0889762534807932,Iris-versicolor
+41,4.923386381238344,3.3184919357888387,1.2341815471876818,0.14668494883813363,Iris-setosa
+42,5.557275741327516,2.884904125186868,4.914784155608066,1.8223736981929335,Iris-virginica
+43,5.148603907218365,3.5128336653593304,1.6130896663168584,0.2229383056336725,Iris-setosa
+44,5.523488560608872,2.68494130291255,3.969731332237153,1.5339133452040445,Iris-versicolor
+45,4.804737790794117,2.998813649532879,1.515039637249887,0.11159483317811628,Iris-setosa
+46,6.3320965504073845,3.04370475701668,4.449338039794759,1.4021481748058147,Iris-versicolor
+47,5.382158810086187,2.747617839712354,4.269967176715742,1.0445203908354574,Iris-versicolor
+48,5.904880768328668,2.8470125205777457,4.220687212616952,1.7762245249436268,Iris-virginica
+49,6.047596133301358,2.39232855272315,4.42532796523098,1.165705669294928,Iris-versicolor
+50,6.693985924756678,3.0731757415665073,4.388055276079996,1.320145251094901,Iris-versicolor
+51,7.501286523353025,3.388472773545041,6.084778587833425,2.144898105560321,Iris-virginica
+52,5.089985583202856,3.767948858453591,1.3258144535606053,0.13836599637235952,Iris-setosa
+53,5.564143532534212,2.9956314441056247,4.102910654500585,1.2306219253008341,Iris-versicolor
+54,5.291953854641152,2.854109695033594,4.500277191727641,1.3739581998821344,Iris-versicolor
+55,5.139788524109979,3.4044273000814544,1.4548652747995416,0.11108240649716594,Iris-setosa
+56,5.197285580965586,3.363873173841695,1.704266700429693,0.6492564177277445,Iris-setosa
+57,6.970458404613211,2.6882807045442005,5.339207602194303,2.282124287208659,Iris-virginica
+58,6.731032045528603,2.9150701515024706,5.5442254814231156,1.846309849369847,Iris-virginica
+59,6.050468593482053,3.0122549993428853,4.610078912972115,1.2710212843908217,Iris-versicolor
+60,6.209296395560921,2.9390769105878825,5.139237339212662,2.0977178564003123,Iris-virginica
+61,7.002129254202583,3.380751548110032,6.201423239043734,2.3865729595385776,Iris-virginica
+62,5.844680038043389,2.984237496659177,4.671102394366754,1.4395748340848595,Iris-versicolor
+63,5.9818495146828745,2.9016696244023477,4.527422021069132,1.53821831056143,Iris-versicolor
+64,6.707040805882847,2.886105578562868,4.594503043784736,1.3965763407172407,Iris-versicolor
+65,6.135109606136102,3.087756142479508,4.798369651555967,1.344809502773729,Iris-versicolor
+66,5.165595561441837,3.5393964252810193,1.6713859794687884,0.20272365604048892,Iris-setosa
+67,5.2104050484922695,2.4736339177547952,3.6857723066568786,1.4835109339379098,Iris-versicolor
+68,5.373761275212525,2.849318381122333,4.132462610819462,1.6219875071247531,Iris-versicolor
+69,7.213764751831803,3.095602092153126,6.347857566828761,2.420905723546457,Iris-virginica
+70,4.223489860470844,2.7180524807620663,1.3994515923201314,0.13362176275314613,Iris-setosa
+71,5.2458224313534485,4.303557151262188,1.6363543310525197,0.22206205535833268,Iris-setosa
+72,7.051959474001848,3.298483118179868,5.663850634907208,2.288078265499403,Iris-virginica
+73,6.712468040407693,2.865890232623349,4.739799300057463,1.0805898030676477,Iris-versicolor
+74,5.58214545389624,2.8983254005085937,4.910925090120255,1.4327310603168972,Iris-versicolor
+75,4.8811883174490704,3.4185604998336547,1.474466021258275,0.31262488442305764,Iris-setosa
+76,7.031330619106453,3.0902042324116508,6.184256984893875,2.0409020015653128,Iris-virginica
+77,6.459262113906797,2.667682359079599,5.170374260558023,2.014644484079283,Iris-virginica
+78,4.630743104881044,3.0906708379567354,1.2812148520725737,0.10403131338608043,Iris-setosa
+79,4.744714334792526,2.9920077330000527,1.2721135448289014,0.149071333071508,Iris-setosa
+80,6.973812334068203,3.019863146813745,4.5561768005579415,1.3221982169883313,Iris-versicolor
+81,6.146077752931202,2.9459567933153394,4.577334043525924,1.233626837019934,Iris-versicolor
+82,5.080055541897178,3.0096860598980584,1.456718060724331,1.6382710261352142,Iris-setosa
+83,5.507563111258705,3.4648453710687983,1.6730001324348445,0.3852001131419532,Iris-setosa
+84,6.414114694326352,2.930979230661153,4.357321855060377,2.007409675346753,Iris-virginica
+85,8.613169453946314,3.530113771896719,6.981466878646845,2.313253975265164,Iris-virginica
+86,5.283277631475563,3.7785411980606853,1.6175664083120351,0.5945624560722973,Iris-setosa
+87,6.399912573436597,2.8874695455875408,4.605676804152916,1.2888849623011658,Iris-versicolor
+88,4.54645489003322,2.7871048153989304,1.2573793355867908,0.1799702539686609,Iris-setosa
+89,5.0923876475784216,3.7993339048399024,1.4245462324537987,0.463181876130023,Iris-setosa
+90,5.0331990188598175,3.0537354843783153,1.6414736622780188,0.26382372852713804,Iris-setosa
+91,6.325240732633483,2.7588108510933487,4.4537570792606465,1.2600755177732155,Iris-versicolor
+92,5.075235971859335,3.2901944477031604,1.4346861698436302,0.32076463487823115,Iris-setosa
+93,6.251336616067377,2.8423986642909633,5.684739636217478,1.7612015987068257,Iris-virginica
+94,5.59974559676047,2.919283088331758,4.2692753778899375,1.3173290535492042,Iris-versicolor
+95,4.9756553186302055,3.0674085364122035,1.6066102183300814,0.07079134653735883,Iris-setosa
+96,5.4487327582460425,2.5161045727463374,4.172764826124439,1.2520131169854054,Iris-versicolor
+97,6.227035780739182,3.318901167986722,4.743155153995076,1.4751050715857885,Iris-versicolor
+98,5.0956135941502705,2.4399317561121294,1.0737997779413286,0.07028235636307975,Iris-setosa
+99,5.390067181533611,3.603859329259982,1.5133472740320848,0.2392847849356401,Iris-setosa
+100,4.9663831451419895,3.1201904333064907,1.5469130388096444,1.3955560120397752,Iris-setosa
+101,5.115018043789921,3.1769650233162925,1.3521724116687082,0.34112311191351696,Iris-setosa
+102,4.543344470526059,2.8767382086585322,1.3924506041355407,0.23415771001489274,Iris-setosa
+103,4.9303440519481505,3.2866996056600883,1.2586195608081465,1.2966505322137754,Iris-setosa
+104,5.00636909110412,3.1584646815939186,1.4894049362337167,0.3018403261688382,Iris-setosa
+105,5.284871601027982,3.435863294529044,1.5043051550499111,0.5221362608003888,Iris-setosa
+106,5.013583072331485,3.322636490636211,1.2954795930686345,0.4832145092378394,Iris-setosa
+107,6.217054064898264,2.967350182499346,5.058045336699117,1.3763724643521995,Iris-virginica
+108,4.966595208176495,3.500205966313193,1.4608362615083323,0.3297363155091453,Iris-setosa
+109,6.575784128909409,3.1173597874429873,4.989328761766543,1.567088850422379,Iris-versicolor
+110,4.800514426209831,3.067106928021726,1.3995214455366611,0.24744199102156955,Iris-setosa
+111,6.056340049153483,2.8588152000182476,4.955518677204143,1.414059784367754,Iris-versicolor
+112,4.969754386329878,3.4518554806909254,1.799543971958976,0.317305261083671,Iris-setosa
+113,4.978692648872464,3.5629182045903947,1.5327157983299133,0.15106817529416944,Iris-setosa
+114,5.521653239283925,3.017116911486068,4.12818893271681,1.4972172876872283,Iris-versicolor
+115,6.226213250478038,2.719741420453544,5.425347060708859,2.0335365500638094,Iris-virginica
+116,5.705847173053458,2.1351841593309944,3.980255149198358,1.0084000598856246,Iris-versicolor
+117,6.6293809381832975,3.150086087349737,5.037344716016032,2.2518945816278775,Iris-virginica
+118,6.754879048262397,2.9245316105724566,5.771194761169733,2.223597693767264,Iris-virginica
+119,6.418579653490098,2.877764457691851,5.157971481439583,2.110957297404126,Iris-virginica
diff --git a/iris/tvae/4/5/test.csv b/iris/tvae/4/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/5/train.csv b/iris/tvae/4/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/5/val.csv b/iris/tvae/4/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/6/synth.csv b/iris/tvae/4/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b69fbe2904bd8229fb1ddcc30acda47dfa2a6aab
--- /dev/null
+++ b/iris/tvae/4/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.912398024542117,2.730801012731809,5.637990918966625,1.9605344292329179,Iris-virginica
+1,6.481004952661198,2.7180513562272264,4.828796903879046,1.862322875405688,Iris-virginica
+2,6.1881721419366,2.8375543320380716,4.950179397418748,2.11301040293524,Iris-virginica
+3,5.538082431006215,2.9598156401728413,4.564293827404669,1.5849310377593706,Iris-versicolor
+4,4.606055764535467,2.9563356877730733,1.4561884200993276,-0.024429388389449858,Iris-setosa
+5,5.329495529846381,3.6050623800558785,1.5174100178499852,0.28490531560347737,Iris-setosa
+6,6.100726942574367,2.921572426339672,4.427808990366952,1.4008098893936796,Iris-versicolor
+7,4.638837304607145,2.800617165451853,1.2354984878876163,0.2845475853333542,Iris-setosa
+8,5.216601908795177,2.3024803047955555,4.35817776804449,0.22589179212173244,Iris-versicolor
+9,5.0072514250437195,3.7414815282426694,1.5842181203232377,0.22212096997896752,Iris-setosa
+10,5.756950654138516,2.6004574029647816,4.000324263371465,1.1375889117345546,Iris-versicolor
+11,5.382780621637126,3.3201413288208745,1.528890248922782,0.29034711733530577,Iris-setosa
+12,6.165756262112679,2.598882416864208,4.762649657644531,1.0844741394434985,Iris-versicolor
+13,5.147965516777425,3.2163559856535855,1.4753273507428526,0.19851769676031422,Iris-setosa
+14,6.483594071104941,2.9291814771031794,4.989601529262956,1.7900361000205505,Iris-virginica
+15,5.8578782019024604,2.9862270079178477,4.313499717329006,1.539840577405282,Iris-versicolor
+16,7.002883691559988,3.0939614680445198,6.108641795234357,2.3581424580535897,Iris-virginica
+17,5.472437213172434,2.600058225926478,5.515954519989603,1.9991024661853813,Iris-virginica
+18,6.534431014281439,2.9535181187319774,5.723076940116891,1.8163326207785264,Iris-virginica
+19,5.134904021653981,3.09739419653426,1.6021902235996883,0.14779671776164688,Iris-setosa
+20,5.51897577480202,3.4559263258819395,1.70061256374115,0.17524563018295003,Iris-setosa
+21,6.975168538738572,2.6816264514373027,5.142008702602347,1.7899048597772158,Iris-virginica
+22,4.709812997121797,2.4754323216733627,1.4491423452034962,0.1962053904121045,Iris-setosa
+23,6.467548218149428,2.932331419110906,5.221544731511153,1.6682417880494025,Iris-virginica
+24,6.1050107679172765,2.8634527388480135,4.659920340103875,1.2526364321436365,Iris-versicolor
+25,6.1157704276422695,3.314114701406674,5.468997696733574,2.0395977917153423,Iris-virginica
+26,5.8944086260405175,2.8418919151610402,4.786085261195931,1.788960933933363,Iris-virginica
+27,5.092449460667514,3.064752267059044,1.5570757211252757,1.490232490383378,Iris-setosa
+28,5.853553565022341,2.777839758403422,5.292231275263753,2.15836247115407,Iris-virginica
+29,5.228847220994105,2.976836381031848,1.3752318761132287,0.22914445323024887,Iris-setosa
+30,4.919298771513679,2.8587370529102674,4.9139372308430715,1.3168405838751822,Iris-virginica
+31,5.29051936297484,3.481975872349832,1.7323056391686764,0.07732655648143075,Iris-setosa
+32,4.726654981429347,3.1257916027024133,1.462954358473026,0.04210433430824553,Iris-setosa
+33,6.743898321414507,2.966812339566895,5.576432128955064,1.8475338521414264,Iris-virginica
+34,5.034607893439632,3.448935296509627,1.622868950992107,0.196569430245089,Iris-setosa
+35,5.182300424056954,2.6199294839179976,3.9679499442828545,1.1407317559620629,Iris-versicolor
+36,6.382311464244918,2.8794656367807643,4.265176765225159,1.137854422274152,Iris-versicolor
+37,5.1837414691687265,3.8159065980557054,1.6908735494296485,0.29135923986053913,Iris-setosa
+38,5.098762057572895,3.4338870215083994,1.5134207971404536,0.3703302516486213,Iris-setosa
+39,6.426139320129443,2.776006236923103,4.472101033251084,1.4066134139925244,Iris-versicolor
+40,6.996022970624621,2.9146246168058116,4.956545355452248,1.754430623097531,Iris-virginica
+41,6.270959876748905,2.7614560647316138,4.652879005753741,1.352083492183925,Iris-versicolor
+42,5.001526416044068,2.2688657335556015,3.617183700652392,1.294415704553802,Iris-versicolor
+43,6.259130936361028,2.9516919084425046,4.8982857203624075,1.5072429757101347,Iris-virginica
+44,6.018159682317728,2.9409691661131263,5.2423288782052255,1.4710585342825686,Iris-virginica
+45,5.69797141184305,2.7685335095979067,4.036538438761759,1.3126735361623818,Iris-versicolor
+46,6.229236086978903,3.2138902022310765,4.306657964454432,1.645605950459085,Iris-versicolor
+47,6.289289504129771,2.979948883516871,5.529293160911641,1.8981944952016452,Iris-virginica
+48,4.787348201221962,3.144349341082724,1.5429368376357686,0.11944543917009856,Iris-setosa
+49,6.435125044499473,2.876226957430406,4.722175737038603,1.3509060858954667,Iris-versicolor
+50,4.938080725469308,3.1313840066467495,1.5819469187974433,0.16845151059627686,Iris-setosa
+51,5.128148220964824,3.383961297998825,4.619042895246006,1.2775319872628987,Iris-versicolor
+52,4.655588379881067,3.7076407604541775,1.539814402030531,0.281445590403809,Iris-setosa
+53,4.899985897012647,3.0868911345815597,1.3057166931033628,0.30303280363573415,Iris-setosa
+54,6.852864098091671,3.4164544255584373,5.655116069940484,2.546557606938709,Iris-virginica
+55,7.153694704261712,2.8480038950601863,4.897309547750231,1.537962649536413,Iris-virginica
+56,5.873140425977067,2.9547590398272288,4.567704995251875,2.030876525069058,Iris-virginica
+57,5.793736399844345,3.42473226127126,1.4126397441302296,0.13302477106874652,Iris-setosa
+58,5.855613218638793,3.1870848463949693,4.7132255711901045,1.7286509980870988,Iris-versicolor
+59,5.848496741696832,2.9181031641272983,4.585229158985652,1.553037902405246,Iris-versicolor
+60,5.090568770544817,3.4679341551719896,1.4730195794596999,0.16189207491917473,Iris-setosa
+61,6.627144389793734,2.8846583261571435,5.5071045631283875,1.9379719800046982,Iris-virginica
+62,6.526972918609682,3.0847075873104823,4.916421529760734,1.7473730431593615,Iris-versicolor
+63,6.930721503604585,2.7649586396532886,5.036117131673646,1.5336561465009235,Iris-versicolor
+64,4.631377926210623,2.6723130905858703,1.1450073170025084,-0.0013733897478228618,Iris-setosa
+65,5.448133132174752,4.055515847793064,1.4505278307122185,0.1768657888855545,Iris-setosa
+66,5.082957539449914,3.2348211721468094,4.907385825910148,2.277339777489027,Iris-virginica
+67,4.74487997914623,2.838315612787741,1.35368019230632,1.2545016728218097,Iris-setosa
+68,4.873714518350308,3.209770707759106,1.52573711945364,0.3302762416468943,Iris-setosa
+69,6.127892875449627,3.0865173803559,4.286037221522706,1.143081259633509,Iris-versicolor
+70,6.292270698415281,2.841955936793271,4.708338829930785,1.6790231202474841,Iris-virginica
+71,5.7952450178839525,2.671340769278532,3.8755420546839203,0.9485738082041768,Iris-versicolor
+72,6.71141548973572,2.8569561090040994,5.057590480486013,1.7658219329918394,Iris-virginica
+73,6.285528892390533,2.971575850367932,4.837302266644661,1.853146918804558,Iris-virginica
+74,5.616207860286062,3.6951125698043996,1.569175190946279,0.2805422300795485,Iris-setosa
+75,6.379563184923516,2.6999611817204308,5.307737775991514,1.6269168398914513,Iris-virginica
+76,5.297717709699431,2.320024386065373,3.9859133328114837,1.1367571956874303,Iris-versicolor
+77,5.073654346983163,3.0330045027372026,1.6419893002711352,0.5068120255671563,Iris-setosa
+78,6.493224181017186,3.2118950665931267,4.858993875164214,1.3906828789629098,Iris-versicolor
+79,5.629747229510615,2.7885978949706947,4.244219713851794,1.2024467903959475,Iris-versicolor
+80,7.031376900721004,3.0740835070170482,5.659487609556793,2.2354350993416134,Iris-virginica
+81,6.072760612687017,3.213986036981199,4.816650762983563,1.4377853625911687,Iris-versicolor
+82,5.384133462069966,2.551818321575457,4.991995668413869,2.238060834140298,Iris-virginica
+83,6.9166304836530585,3.339857425120117,5.783938897413022,2.249206691124955,Iris-virginica
+84,4.948343556267759,2.616976390372095,4.022730751807911,1.468662765507588,Iris-versicolor
+85,6.813300804551797,2.9926329201751614,5.1541971002504345,1.6637393830062215,Iris-virginica
+86,7.428845965256624,2.609486953779015,6.0250321982939825,1.900656077214914,Iris-virginica
+87,5.346247678033684,3.095308948847879,4.245052740270402,1.6171716167167853,Iris-versicolor
+88,5.819804478489567,3.146726938587709,4.3537188573096754,1.2778811758005948,Iris-versicolor
+89,4.5032977020232705,3.089747142537583,1.416189859211811,0.20960195225295347,Iris-setosa
+90,6.275529888287766,2.9356344313947673,4.568359720977711,1.7003335937348734,Iris-versicolor
+91,4.9127225781928345,3.36997822664081,1.3851823835070554,0.14162833708387138,Iris-setosa
+92,4.981741205931422,3.3276998452698527,1.6961125103125099,0.3078708201973409,Iris-setosa
+93,6.442092372057305,2.6216311175375746,5.063265899639048,1.9350506444129618,Iris-virginica
+94,4.973280665577582,2.73755355097253,1.2903548627541794,1.5165976427138175,Iris-setosa
+95,5.842775751155484,2.240832744436352,4.647341868064273,0.9896390395429866,Iris-versicolor
+96,7.691375663957247,3.1866704669964574,6.496141234814226,2.1998292253115217,Iris-virginica
+97,5.176342006129799,3.263160584130199,4.926020976245224,1.388679418768609,Iris-setosa
+98,4.864747613804491,3.356761824667878,1.4391766980212852,0.13313324110795965,Iris-setosa
+99,5.076097625166705,3.509381081178123,1.6734558766216907,0.48636941805477907,Iris-setosa
+100,5.200342730081303,3.6770695363232737,1.624985942553382,0.3707889144606252,Iris-setosa
+101,6.004701677998481,2.8339123402322715,4.078490466285386,1.4785304280050457,Iris-versicolor
+102,6.15200750826679,3.039118523461094,4.656694649016043,1.249531818348454,Iris-versicolor
+103,5.59318659888441,2.8095922444657284,4.64861786989055,1.2669845493673726,Iris-versicolor
+104,5.378011918124242,2.91733188978693,4.587871710108002,1.1533822358720323,Iris-versicolor
+105,6.760887701644357,3.0205998313390836,5.389046745505167,1.7760147458540727,Iris-virginica
+106,6.438996815489549,2.812773800011163,5.353612403836682,1.7230984305099848,Iris-virginica
+107,6.287656491024294,3.0739508777009186,5.629310760605597,2.363025129833677,Iris-virginica
+108,7.105536951361324,2.7866057585111306,5.876452978180651,1.80883243479962,Iris-virginica
+109,4.888496995429252,3.289660503560593,1.3338368986109361,1.489800729300033,Iris-setosa
+110,4.676736233296925,3.341209251716432,1.3869707584795283,0.17154778403734625,Iris-setosa
+111,4.82488011066301,2.305969599246172,1.0576940163454487,0.2270653061650741,Iris-setosa
+112,5.703211586728224,2.3947525419857345,4.252483040138421,1.2768463050674614,Iris-versicolor
+113,6.203493507484137,2.6841938742962053,4.710092015927181,2.0853289494599205,Iris-virginica
+114,4.755424999583581,3.0582717451755794,1.4920367421379859,0.26266561009914974,Iris-setosa
+115,5.993783298124901,2.4216598051844453,4.053302463797422,0.8755284537382635,Iris-versicolor
+116,5.510179167033695,3.474930356608119,1.561957600074011,0.3152890125940779,Iris-setosa
+117,4.512121253880856,3.1104325668450747,1.204275564641781,0.12211791596716037,Iris-setosa
+118,6.007920163255029,2.730039660364741,4.331473237995851,1.3610678360800013,Iris-versicolor
+119,5.587162077775233,2.1601827245978,3.4745711722465913,0.8715571400622866,Iris-versicolor
diff --git a/iris/tvae/4/6/test.csv b/iris/tvae/4/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/6/train.csv b/iris/tvae/4/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/6/val.csv b/iris/tvae/4/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/7/synth.csv b/iris/tvae/4/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7cecb1a396b1451e0dfd3968f03e008f6dec6542
--- /dev/null
+++ b/iris/tvae/4/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.221421261344031,3.11791925858108,1.4585231853012817,0.4261242503117071,Iris-setosa
+1,6.755343775774377,2.653104933212005,5.169166047945063,1.9475697911540673,Iris-virginica
+2,6.587647474893155,3.170321980135265,5.051253612145026,1.4383572669525033,Iris-versicolor
+3,5.691648542044321,4.219450924610014,1.2540677204641795,0.2821539839912652,Iris-setosa
+4,6.192496656542799,2.970599606196202,5.361714510746651,1.9896089371442807,Iris-virginica
+5,4.860113959401143,3.267319001523197,1.347786724579501,0.07395297214977622,Iris-setosa
+6,5.148413179455922,2.6053462046152887,4.4473611570392695,1.3522394528184667,Iris-versicolor
+7,6.2382986931175175,3.437414998755641,5.144750369448406,2.4316440186638064,Iris-virginica
+8,4.7256410044994475,3.1160211482368885,1.4653793954482368,0.15395162133470291,Iris-setosa
+9,5.113706701649633,3.431932973567654,1.3251258799467525,0.047356892367147574,Iris-setosa
+10,5.599265288679241,2.614679005410811,4.964590839802663,2.143041215798461,Iris-virginica
+11,5.77577524501484,2.3817975094500623,3.9506952502096313,0.8642687854472072,Iris-versicolor
+12,6.619044161677979,2.784668693763138,5.377055764980963,1.9023979872964247,Iris-virginica
+13,7.548803282109692,3.02536633179773,6.557012165293931,2.3504005785017434,Iris-virginica
+14,6.495764255216708,2.5489032133937695,5.1997014131924875,1.7746566477982975,Iris-virginica
+15,5.758906136384905,2.2191769904690988,4.298106199212838,1.005990313173902,Iris-versicolor
+16,5.032954883694751,3.23079836028927,1.417259131570454,0.0022349971520376766,Iris-setosa
+17,6.596209601633066,2.9316092175419124,5.1506381950461035,2.4840896844921794,Iris-virginica
+18,5.87121369187804,2.0803224008487473,4.020617066860338,1.1668786077537328,Iris-versicolor
+19,5.683895855174857,3.058770095308089,5.009258785223785,1.9050693867982884,Iris-virginica
+20,6.489385870713291,2.7694623145100943,5.152818999491565,1.8722641277659955,Iris-virginica
+21,6.248868680463269,2.973838955236759,5.050780455083939,1.6801313030499987,Iris-virginica
+22,4.9014137966459685,3.0237154141725604,4.262676049582565,1.36979236696032,Iris-versicolor
+23,5.295752059907302,3.21455728744261,1.5484312492332721,0.21911414987853717,Iris-setosa
+24,5.833186961823772,2.1624287976473644,4.328982929326388,0.606049463811527,Iris-versicolor
+25,4.563008473158646,3.044714239872616,1.5023666026141427,0.07141876491440541,Iris-setosa
+26,5.7138695230216126,3.0062322376529806,4.358048071250544,1.3799607536167657,Iris-versicolor
+27,6.070916365915786,2.835704153034015,5.378211699037791,1.9548541153539678,Iris-virginica
+28,7.698842955948927,3.4245988524346935,6.0362984094700165,2.31054767473488,Iris-virginica
+29,4.83610623832705,3.29171180241267,1.6247444087034677,0.24630732717521095,Iris-setosa
+30,7.013938440572471,2.9040640467331453,5.975643298557648,1.8282948849711937,Iris-virginica
+31,4.938607534794322,2.776240584389566,1.5452995295437162,1.5090579455745647,Iris-setosa
+32,5.527408488657708,2.8233299608874036,5.0400909015343895,1.7818199449984349,Iris-virginica
+33,4.869476077971985,3.231377648685597,1.4232244353033137,0.14551518369775723,Iris-setosa
+34,4.9563079021747285,3.510557262327539,1.5785274218789938,0.09708811652785482,Iris-setosa
+35,5.354393810130917,2.9051210574955757,4.257689634555075,1.4410930798136166,Iris-versicolor
+36,4.774540354162829,3.040475901381611,1.358620182445579,0.15677768701270967,Iris-setosa
+37,5.13840107721592,3.1446719811360846,4.776877272672794,1.8545630028466356,Iris-virginica
+38,6.084978004465825,3.8111965563754246,1.2203222030712708,0.3855405694371885,Iris-setosa
+39,5.419582787450404,3.0397676430602596,1.4626001635273589,0.2673894440642058,Iris-setosa
+40,5.369867758465273,3.1978983381716692,1.3920862838729575,0.17988260619530777,Iris-setosa
+41,4.7912884869700365,3.1660932553836147,1.202142697480352,0.20223137158292126,Iris-setosa
+42,5.806541183097421,3.274060246276875,4.410210112404775,1.439699665406723,Iris-virginica
+43,6.299016613019634,2.647201301260903,4.785576072182332,1.7203083998341804,Iris-versicolor
+44,5.2413798358859784,2.848565467979853,4.4210224083379295,1.3863308123648221,Iris-versicolor
+45,4.462497146026781,3.0607249545332795,1.3005750073909996,0.03665992961037828,Iris-setosa
+46,6.795081474037558,2.8840946391886053,4.755001975279321,1.6302828928313318,Iris-versicolor
+47,7.077928015777115,3.1496823386895896,5.264494686569634,1.9086843319599414,Iris-virginica
+48,6.530399986115436,2.6751735493939153,4.549016112593369,1.8199140286621103,Iris-virginica
+49,5.5334420975833325,2.676489115333964,4.42855142353148,1.1637199496825819,Iris-versicolor
+50,6.707189539765702,2.4704477012053685,4.480252247909193,1.4466462187164413,Iris-versicolor
+51,6.525999948011248,2.770581232340783,4.460813624621945,1.495031186224952,Iris-versicolor
+52,4.920669400039564,3.086208359427084,1.5886734892894157,1.2545891496569974,Iris-setosa
+53,5.612309704267891,2.9717588768090746,4.154110870846402,1.1439517974839768,Iris-versicolor
+54,5.046137235576343,3.2059440545661615,1.466519016414607,0.17682911973536902,Iris-setosa
+55,4.469332631748541,2.700819178552934,1.4378830851637048,0.27214247748872583,Iris-setosa
+56,6.28806800096179,3.1608847493495666,5.073030261599316,1.3844239594925296,Iris-versicolor
+57,6.812441686614622,2.7854251695529215,4.312388372099932,1.0956958634824372,Iris-versicolor
+58,4.691580745316307,2.773278202365821,1.6583624767309295,0.21403543652577278,Iris-setosa
+59,5.414895926097237,2.758989097320461,3.8723817853302807,0.733272307176085,Iris-versicolor
+60,6.898619318607447,3.0625954756311415,5.7759805552854,2.104717353968904,Iris-virginica
+61,6.3092076428859265,2.985030811468559,5.469590554679516,1.6631721034178482,Iris-virginica
+62,4.824264157902882,3.1937611662344376,1.317780578989736,0.2044668932631002,Iris-setosa
+63,6.9187167471480056,3.198847720066895,4.598912851265402,1.2338443889541342,Iris-versicolor
+64,5.282230790817966,3.753558444444526,1.5188992596730584,0.150762079055052,Iris-setosa
+65,6.075698802228911,2.597439895691861,5.052525743112585,1.812392349043331,Iris-virginica
+66,5.88176999632284,2.5915038488881956,4.861525158111904,1.5705018756025455,Iris-virginica
+67,5.520145984787278,3.1027077021234137,4.896174286154043,1.3523657229067627,Iris-versicolor
+68,4.75421653544091,3.18591023013956,1.3292221031232987,0.13461851672122033,Iris-setosa
+69,5.587934762541743,2.4622290404797913,3.5252610422693125,1.0287551367119538,Iris-versicolor
+70,6.2875560658455205,2.860690190499373,4.7312742048577725,1.6737267150983883,Iris-virginica
+71,5.582926352515992,3.8655361746990753,1.436208217184905,0.38782608619484027,Iris-setosa
+72,4.740136024573618,3.1189885884238677,1.534145959180389,0.16245275302108786,Iris-setosa
+73,6.3714990021641675,2.809447613647374,5.081074889831304,2.00820455585434,Iris-virginica
+74,6.145983107858453,3.8869482698200883,1.3369579758840533,0.34958825519252096,Iris-setosa
+75,6.713704544842055,3.4108673264577853,4.559689643925179,1.310222184012448,Iris-versicolor
+76,6.42868628640877,2.434757502439816,5.704288193322808,1.8790627939748017,Iris-virginica
+77,7.046836256321713,2.947328422149606,4.759425875616949,1.7489910624401215,Iris-virginica
+78,4.902243365660687,3.335798632628121,1.3371663477186733,1.44371161166607,Iris-setosa
+79,6.846110193969859,3.265561494211715,5.975173217750973,2.183787034097915,Iris-virginica
+80,6.709278230696207,2.5930642027824535,5.0001167555736705,1.6193230726978982,Iris-virginica
+81,5.843886215210754,3.724655351944146,1.5833087614218788,0.2957735102527078,Iris-setosa
+82,4.912387092511206,2.912948090523629,1.3866111916120267,0.30769356060117714,Iris-setosa
+83,5.355547727016935,3.5838533264718104,1.2871608701965014,0.44542697308427703,Iris-setosa
+84,7.611224877266155,3.563706430559864,6.403190245120271,2.354373430746381,Iris-virginica
+85,5.089518241605723,3.449833065469605,1.5243015264734203,0.4786470830706133,Iris-setosa
+86,6.467545042356195,2.789490056972488,4.585234606745005,1.8960419889535596,Iris-virginica
+87,6.243638269211235,3.0415439054402094,5.105416526540188,1.8259118348549785,Iris-virginica
+88,6.395577926085988,2.9660252305422334,4.941910382243077,1.738531600188552,Iris-versicolor
+89,6.806581828401316,3.01019291964134,4.6867588393938,1.0355550718497941,Iris-versicolor
+90,6.731768993681408,2.6013242410157025,4.4304832390296,1.2311490698904226,Iris-versicolor
+91,6.509804247754806,2.777577921994476,5.344460159717907,1.6462700749837877,Iris-virginica
+92,6.927781488539835,2.8422709275453117,5.299583208426506,1.8504423593911419,Iris-virginica
+93,4.872828871972404,3.1327844193997025,1.3341115841496989,0.11367432000003735,Iris-setosa
+94,5.127390538583475,3.5783490458375535,1.5117905680462442,0.32200328791646476,Iris-setosa
+95,5.335046821444213,2.5879028358933374,3.9250064815428063,1.485994918410643,Iris-versicolor
+96,7.025663642330891,2.5894294362057737,5.420027694792599,2.1498072704157662,Iris-virginica
+97,5.19114689518737,3.4159953432696297,1.30407002745171,-0.010796854370454745,Iris-setosa
+98,5.623917985784481,3.674350170405961,1.5029615067628739,0.22767534076230606,Iris-setosa
+99,6.355334058220652,3.188944226896046,5.232106088782559,2.224048310583198,Iris-virginica
+100,6.280096067760396,2.748836740444755,5.485081966169558,1.7881498790811725,Iris-virginica
+101,5.00692922512023,3.6058813566615258,1.3894281549961591,0.13301639028371828,Iris-setosa
+102,6.181478351054594,3.0960414429729965,4.2230789911006354,1.2381897590178734,Iris-versicolor
+103,5.206317858048613,2.6649012228745153,4.019001195238978,1.150916299037339,Iris-versicolor
+104,6.816985649213374,2.876610526353195,5.28413530543469,2.3470052262065253,Iris-virginica
+105,5.017231233837157,3.2451610199396725,1.3209558193903788,0.23646688925890758,Iris-setosa
+106,6.223223374512272,4.110798903143134,1.4975573472843893,0.2625568150541033,Iris-setosa
+107,5.226228882984962,3.481553181818292,1.559163097286899,0.17464615623023097,Iris-setosa
+108,5.069475249230013,3.0754084901919025,1.5931012938453954,1.3535336492764802,Iris-versicolor
+109,4.388636527637449,2.711282746733655,1.116050374013256,0.16457820330778403,Iris-setosa
+110,5.299062095562783,3.6469239732134584,1.7920462605521201,0.41911175747286517,Iris-setosa
+111,6.483324643777675,2.967129724437851,5.133489175704813,1.5069966438733893,Iris-versicolor
+112,5.922617696827254,3.637559984767489,1.4861981060156857,0.1898992536416228,Iris-setosa
+113,5.0260171237587805,3.085242353190271,4.308759596307057,1.5964604566128902,Iris-setosa
+114,5.956297634379758,4.101008644182175,1.3996795176217456,0.16024549195155552,Iris-setosa
+115,5.044784829844785,3.0219679311977847,1.3974512976103415,0.2803691239708108,Iris-setosa
+116,7.851761968074623,3.0684111372860707,6.265990197876484,2.364644632434385,Iris-virginica
+117,5.0034909202486775,3.2873009540878244,1.4847691336078674,0.13518774012989543,Iris-setosa
+118,4.496002374747047,2.643234760521296,1.3140189729676115,0.2317205353805707,Iris-setosa
+119,5.235875516789985,3.41998102149379,1.40859857925035,0.13225185473713397,Iris-setosa
diff --git a/iris/tvae/4/7/test.csv b/iris/tvae/4/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/7/train.csv b/iris/tvae/4/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/7/val.csv b/iris/tvae/4/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/8/synth.csv b/iris/tvae/4/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ff1387a415dd040c02da3312e247c8e37947ef41
--- /dev/null
+++ b/iris/tvae/4/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.232902829195652,1.7870305674352658,3.394960345898186,1.1045147320633364,Iris-versicolor
+1,4.826241708998723,3.2196648552354987,1.6130499885557026,0.1184343533550794,Iris-setosa
+2,6.109322599584755,3.283663408616531,5.538487385502665,2.123244022422015,Iris-virginica
+3,6.305315961612257,2.786548641413614,5.262315862644785,1.740580683354927,Iris-virginica
+4,4.805672960595709,3.272747212008996,1.5252196666300804,0.18599428842273902,Iris-setosa
+5,5.818782165675943,2.6144290782441173,4.351306042683503,1.1234527110056742,Iris-versicolor
+6,5.104668871750539,2.3975252815965917,3.488481234710398,1.019818178714992,Iris-versicolor
+7,6.64389863817031,2.588010589056108,4.563514730954773,2.115373656782197,Iris-virginica
+8,5.062177981955119,2.883741433491903,4.732459456117253,1.5336474829654898,Iris-setosa
+9,6.853008857327094,2.9817171958266373,4.558353631877714,1.0479351206709522,Iris-versicolor
+10,5.050078783834262,3.3712273423208075,1.5797444515578982,0.4906172229353585,Iris-setosa
+11,6.6538612513581565,2.818844144283445,5.229981485836739,2.2791469611887005,Iris-virginica
+12,5.2839030029201135,2.5531466874671596,3.93568682886852,1.4972545360136686,Iris-versicolor
+13,4.624457211437698,3.3199612594669805,1.6265979427602557,0.11650688685132538,Iris-setosa
+14,4.722528777263413,2.661213536073502,1.5525582266505615,0.24290644810182402,Iris-setosa
+15,4.493858947517614,2.9692322884015474,1.2368074873668677,0.36531576305765245,Iris-setosa
+16,6.956713221756376,3.0757820558416418,5.749954585149785,1.8339001990054598,Iris-virginica
+17,6.013971150842908,2.9307955115643334,4.560639483185474,1.516431978557615,Iris-versicolor
+18,5.348982843291799,2.607959122325744,4.093036406243534,1.5075701078783117,Iris-versicolor
+19,5.00057058806758,3.464454137681728,1.3880996265677197,0.3080823726537988,Iris-setosa
+20,5.485495324033701,3.7833667025031072,1.5917219953623891,0.44456202626063074,Iris-setosa
+21,4.950498921306118,3.034556196729551,1.3137920373744076,0.26441197974751757,Iris-setosa
+22,6.16621138723854,3.161948372755394,4.421609584010121,1.20500874212396,Iris-versicolor
+23,5.205509695082391,3.671119129573387,1.5063313329314245,0.33494181967393133,Iris-setosa
+24,5.261943463085315,2.806574712866663,4.322397424213561,1.349353781467622,Iris-versicolor
+25,7.263297171784233,2.904871842911417,6.177002201060414,1.5944567724587133,Iris-virginica
+26,6.929351028972646,2.7555055104685833,4.45412110815435,1.3426788985911062,Iris-versicolor
+27,7.676041530263422,3.512623520565784,6.519416325213709,2.2871051178515107,Iris-virginica
+28,5.220030198450625,3.4494623344438855,1.274252401660468,0.11729201151618213,Iris-setosa
+29,6.580631635184169,2.5099659897042432,4.5531797420429045,1.272271321569002,Iris-versicolor
+30,5.197120763561548,3.390261344821208,1.4638204629909506,0.2174280138475607,Iris-setosa
+31,5.343742229595778,2.7466080356509073,4.283214514221784,1.3830535411337639,Iris-versicolor
+32,6.8125941437701725,2.9378452541199556,5.102760880299131,1.500729639126194,Iris-versicolor
+33,7.095992442468434,2.7203002594779426,5.90208795106582,1.9912708055665318,Iris-virginica
+34,5.464712373526563,2.234991111159385,3.704520658113375,1.144178412952472,Iris-versicolor
+35,5.3008444807842965,3.6151650593562703,1.4787637216441225,0.21379198351880993,Iris-setosa
+36,6.272417724897299,2.899162249059925,5.3483916119621036,1.9019673308211542,Iris-virginica
+37,4.7980175070329105,3.1047067835403634,1.405934822065877,0.16857988593725676,Iris-setosa
+38,5.99507396762293,2.9505494059171813,4.675844818723099,1.4685441121800693,Iris-versicolor
+39,4.722335630784588,3.035919383989485,1.4274765928560849,0.21738838733911175,Iris-setosa
+40,5.87598326239933,2.9867976756537495,4.610482584597963,1.6164239544004924,Iris-versicolor
+41,5.007736474209924,2.9368038925112834,4.619824483135554,1.6774735413532313,Iris-virginica
+42,4.8715273894360065,3.3186975081519767,1.6098367847570592,0.15973115074737376,Iris-setosa
+43,6.929239858794725,3.2076057152584703,5.878871991938858,1.703614562862261,Iris-virginica
+44,5.8756799651846885,2.5158062212064034,3.803729596372339,1.2878413684166272,Iris-versicolor
+45,5.1564744041319726,3.3757428160893395,1.451587954675852,0.4747214247275424,Iris-setosa
+46,6.315766248353858,2.5796107913241935,4.5703901607805415,1.1804987100805562,Iris-versicolor
+47,6.704059242502447,2.986765810233966,4.712330103715935,1.772908112512268,Iris-virginica
+48,5.111182110137443,2.341384643321102,3.189852193035266,0.7922523259356304,Iris-versicolor
+49,5.244804050681118,3.3535574021647006,1.4408590557332213,0.1671638420850876,Iris-setosa
+50,6.331184705328706,3.2511209458216754,5.478143496374683,2.2812528893659154,Iris-virginica
+51,4.817694966473079,3.141208490230136,5.047774135912035,1.9245558013899609,Iris-virginica
+52,6.383399934399422,2.741083057492423,5.128690594359064,1.66941538775033,Iris-virginica
+53,5.8277498518569715,3.0387226544408765,5.265913744174965,1.7010684760395514,Iris-virginica
+54,5.487483611789738,2.714756122803301,3.95143707559154,1.5053027413096758,Iris-versicolor
+55,5.03238894066508,3.433466363778184,1.5176231590458389,0.06377075705718988,Iris-setosa
+56,6.3268009933813305,3.286063951832359,5.504920901886507,2.4978445270220555,Iris-virginica
+57,5.842049137902343,3.4776630044629235,4.641725383410992,1.4281173631738746,Iris-versicolor
+58,6.408349004256071,3.086226582984919,3.867841213548709,1.679487737718627,Iris-versicolor
+59,7.185279997790502,3.116001560895163,5.939080419819984,2.2402883581949404,Iris-virginica
+60,5.651925362109155,3.71168920346371,1.6577136762705038,0.4018185979970561,Iris-setosa
+61,5.161133891766195,3.2667822150351102,1.422236861971545,0.16555850704317301,Iris-setosa
+62,6.813085016909318,2.710774567543385,5.675768471067433,1.8807836995480147,Iris-virginica
+63,5.551792287843993,2.703583238600643,5.213058785309032,1.7234374424145842,Iris-virginica
+64,5.354425503784105,2.6739041583104415,4.084263643199071,1.4362008658530796,Iris-versicolor
+65,6.388627790212788,3.042622074218374,4.030025605792787,1.0954944547593184,Iris-versicolor
+66,5.693327214493159,2.9871258538928234,3.8071979397629554,1.5789706808799562,Iris-versicolor
+67,5.7612774791984265,3.3164037644728115,4.625638475138646,1.5965666409483346,Iris-virginica
+68,7.017836122782531,2.7994826024909716,4.507258054823651,1.592626403364696,Iris-versicolor
+69,5.672402332574975,3.5423067879454715,1.5240051886359665,0.1723224422291748,Iris-setosa
+70,5.069806252110512,3.824610097887959,1.1475821455166653,0.22810665537945285,Iris-setosa
+71,7.231436914967161,2.7501717175656832,5.864787137346141,1.9118239951125686,Iris-virginica
+72,4.561223877281886,3.090993676126112,1.1894300610470987,0.1922667046599984,Iris-setosa
+73,6.5156404852664,2.812800608642395,4.537416889565128,1.508803018716012,Iris-versicolor
+74,7.0623696595525995,2.760546756562057,6.394628191269675,1.6178563252690528,Iris-virginica
+75,5.014297270497714,3.647920763176595,1.4957458501651126,0.2786539341637877,Iris-setosa
+76,7.331139330497433,3.063593124426473,6.062874018680229,2.5705741608596138,Iris-virginica
+77,7.510537441942496,3.6063697574528564,6.2149602762573455,2.0462961655250225,Iris-virginica
+78,6.440866770254654,2.652510203799034,5.618350858623886,1.9591591980566556,Iris-virginica
+79,6.5760859918110235,2.9661714183442953,5.24777119972575,1.8448419182271765,Iris-virginica
+80,5.939419216400456,3.0230415692118555,4.308442618821672,1.2674414621477577,Iris-versicolor
+81,6.610901714955778,2.6998222169799786,5.806611935021867,2.2522361859639055,Iris-virginica
+82,4.954253703797955,2.5693419574021115,3.7809100202303334,1.6900799558579418,Iris-versicolor
+83,5.396004802863339,3.61440014601002,1.4239611274338135,0.22697175039481374,Iris-setosa
+84,6.147645159929507,2.9003748800135987,4.913583371157952,1.5769785204427313,Iris-virginica
+85,5.721808170696744,2.687064338344414,4.93931328309142,1.8217026719633993,Iris-virginica
+86,4.9080883249559255,3.1103133866408244,1.6725316365940874,-0.03304564650967873,Iris-setosa
+87,5.671098126957284,2.4353834657288167,4.944488664256782,2.1120761926387828,Iris-virginica
+88,4.838469644971411,3.1589777934772285,4.580735892619932,1.2902435553028653,Iris-versicolor
+89,5.925426158513659,3.2129446401840585,4.723260756537857,1.3356470494158068,Iris-versicolor
+90,4.534500403805058,2.932260575973807,1.1036110096018872,0.1976372392588478,Iris-setosa
+91,5.318746043231497,3.5392689863556988,1.6918177143096698,0.1626851399876144,Iris-setosa
+92,4.811007933493984,3.057582401558207,1.4535450338044478,0.11843730817357623,Iris-setosa
+93,4.474134001949986,2.977569667631296,1.4830188806877322,0.26316453385397837,Iris-setosa
+94,5.948991891232655,2.67934736870851,4.226359437737848,1.4289899088837612,Iris-versicolor
+95,7.481597281559044,2.647353489638462,5.897462547569038,1.743013412472615,Iris-virginica
+96,5.91620626433369,3.1288307480428488,4.813085723007327,1.8717609763797165,Iris-virginica
+97,7.546321727982086,3.395616074905344,5.887768025799883,2.521657137223833,Iris-virginica
+98,6.794664783710274,3.3072970763045735,5.752621897387956,2.5528521019158674,Iris-virginica
+99,5.372914954050631,3.7849437649820716,1.5068681483454727,0.24635423706623275,Iris-setosa
+100,5.096468087253614,3.1879308565199174,1.7909745181274992,1.5486595332911028,Iris-setosa
+101,5.519111531348119,3.1832700152315234,1.5201066569043395,0.2651845954601928,Iris-setosa
+102,7.221257682360806,3.051133320834803,5.699627289442961,2.157501545516709,Iris-virginica
+103,4.90829641669777,2.7356001289099394,1.2667842692747502,0.25182609014135293,Iris-setosa
+104,6.256484532018622,2.543452547403269,5.380138901401004,1.5799549060023566,Iris-virginica
+105,6.396388306720603,2.933407048793795,4.775089861664795,1.407337313877553,Iris-versicolor
+106,4.866220725111665,3.2435499420859575,1.3605186868422319,1.4677722816613465,Iris-setosa
+107,5.557063327064648,2.6846000036844595,4.004694467416631,1.2565872949263936,Iris-versicolor
+108,4.884878949396898,2.8941175501832976,1.564701809987009,0.2169905360452262,Iris-setosa
+109,6.345839745392177,3.093171733515252,4.877437945640678,1.621897194256948,Iris-versicolor
+110,5.4323081740066215,3.0435233344892616,4.750685941794718,2.054505356982865,Iris-virginica
+111,5.1968725529318665,3.3631023881528272,1.644523143075935,0.2085714943061436,Iris-setosa
+112,6.518489765018457,2.495024913155596,4.783812424893139,1.8067334188550657,Iris-virginica
+113,7.252394128780425,3.228782927080347,6.536121796887626,2.526647047275433,Iris-virginica
+114,5.510100218319274,2.6468896772053347,4.9410910106033015,1.912116701911307,Iris-virginica
+115,5.306830269177284,3.4166186193352783,1.344188654572458,0.2768266268756818,Iris-setosa
+116,4.743301255570591,2.980746501951614,1.4591327563655245,0.3255198136289435,Iris-setosa
+117,4.938268837814995,3.1107320843834496,1.490957807746203,0.24183178337664027,Iris-setosa
+118,5.560098594551674,2.9207834402547554,4.672248955942251,1.149339105071799,Iris-versicolor
+119,5.372373948835737,2.6254603258368263,4.284190672203193,1.1082222948975144,Iris-versicolor
diff --git a/iris/tvae/4/8/test.csv b/iris/tvae/4/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/8/train.csv b/iris/tvae/4/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/8/val.csv b/iris/tvae/4/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/9/synth.csv b/iris/tvae/4/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f15949a7590474c5ce6ffb86aecad01262adca1a
--- /dev/null
+++ b/iris/tvae/4/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.690148564288589,2.7910356198157844,4.957487028776817,1.9517928978049954,Iris-virginica
+1,5.01297418749797,3.6134364128045866,1.4926729339944302,0.2036996370362183,Iris-setosa
+2,6.186518378638594,2.4191192044605994,5.26755618060214,1.6141888720519544,Iris-virginica
+3,6.722761098045409,3.0773593070346528,4.629161802639358,1.8800033778174732,Iris-versicolor
+4,4.835429923756824,3.0813284858892382,1.2707614072636897,0.05626117562421648,Iris-setosa
+5,5.13478748085331,3.512205345601924,1.3752270402953115,0.2283767827167471,Iris-setosa
+6,4.664454204372331,3.184215739489697,1.360157669844269,0.10926043838586555,Iris-setosa
+7,6.862531491620176,3.2556420987018426,6.218308289181114,1.9705633468814368,Iris-virginica
+8,5.333499467250102,2.648923411395981,3.975086870866261,1.5428792343357494,Iris-versicolor
+9,4.388783054015891,3.051749995108321,1.4154655743308733,0.23010977265228458,Iris-setosa
+10,6.6039961829059415,4.400892880471241,1.317207934448666,0.21626913824837163,Iris-setosa
+11,6.374421575189223,2.7561900972491906,4.991921602851945,1.639459043063929,Iris-virginica
+12,5.625444510844486,2.7486378272003917,4.768137470536026,1.483473330349728,Iris-versicolor
+13,6.399293623519407,3.1857392620938376,5.141093910835512,1.7038178053369395,Iris-virginica
+14,6.651680989316255,2.523134359304171,4.5599705772400245,1.3476764506814236,Iris-versicolor
+15,4.864361766134864,3.0130159309260387,1.2375817596856422,1.4176834395792781,Iris-setosa
+16,5.156982496325198,3.4677814417190747,1.6331261169593156,0.11497011418140984,Iris-setosa
+17,6.098984909841895,4.246091048726175,1.544257401437881,0.35096314460432504,Iris-setosa
+18,6.0363331528438655,2.9644938539730474,4.49158079369632,1.5637588142978818,Iris-versicolor
+19,5.386468547225764,3.041903212483848,1.1720294953121724,0.18960823781172198,Iris-setosa
+20,6.292926174737508,3.3824515488303852,4.622097433418301,1.472394869254209,Iris-versicolor
+21,5.1085178771256095,3.197333933614142,1.485401930933691,0.4016180813346201,Iris-setosa
+22,5.244154888529711,3.6772354852692524,1.7837072502813056,0.26609217607970187,Iris-setosa
+23,5.8912703761623035,3.097901739344732,5.097895737724875,1.6723047808426812,Iris-versicolor
+24,5.03507671636988,2.7969901946596223,4.607210007024124,1.8099929007080575,Iris-virginica
+25,5.679269697248281,3.0289378161292873,4.839557168410094,1.470524577064577,Iris-versicolor
+26,5.101825900683616,3.300055096746118,1.4785422136275002,0.1110986461371615,Iris-setosa
+27,5.040600541149493,3.0126638242611876,4.861685280136701,1.6569094962327782,Iris-virginica
+28,5.97062708734207,2.8635202647550626,4.051131662059876,1.4654895458453723,Iris-versicolor
+29,6.658232376638069,3.5064877984103835,5.663201883857735,2.506144819350471,Iris-virginica
+30,6.761057213591676,2.6943997561424506,5.477753977229938,1.9977979184935861,Iris-virginica
+31,6.335940293391702,2.880518058777867,4.1668195055406985,1.261061874323154,Iris-versicolor
+32,5.893233185858515,2.427241186427985,4.521276133306375,1.2134901821857043,Iris-versicolor
+33,5.49549834196632,2.893734535791026,4.373116043388785,1.4698017371686452,Iris-versicolor
+34,6.0088088175080205,3.0268580215671452,5.290014897918218,1.6899910904686837,Iris-virginica
+35,6.188574091135638,3.039067711221898,5.08436746164383,1.38430462895974,Iris-virginica
+36,5.097465498545751,3.499647846259555,1.5665843891685354,0.3003183053960924,Iris-setosa
+37,5.073031559639566,3.4508039447451817,1.5115866889280254,0.15694070490313233,Iris-setosa
+38,5.199260673262439,3.0470609819370886,1.4805411799428914,0.4758294972056122,Iris-setosa
+39,5.589889529006859,4.249445485998489,1.358078095517916,0.17260001075195602,Iris-setosa
+40,7.122085686651058,3.571573029687924,5.871888445235166,2.457345985569826,Iris-virginica
+41,6.294091712445274,2.9891774613377544,5.338402201247498,2.1086273286566635,Iris-virginica
+42,5.236761666682126,3.6263167017744027,1.5412013565802285,0.29472607414057544,Iris-setosa
+43,6.953105802116135,3.269020150618721,5.658353884978524,2.5209387661581664,Iris-virginica
+44,4.6594891998693795,3.1236236478386874,1.7197954306502212,0.05599996412099631,Iris-setosa
+45,4.779853613967016,3.099177655962658,1.6037191737480618,0.1976208807833399,Iris-setosa
+46,6.345798841416907,3.0054101675493365,4.9024197481105185,1.480579110119591,Iris-versicolor
+47,6.613475037170086,2.9504882327251742,5.333746179626524,2.3607527316648746,Iris-virginica
+48,5.0959126919043225,3.693569308994701,1.472187798603012,0.280115041511796,Iris-setosa
+49,5.142058097996729,3.0359888390747907,1.5257038590596443,0.21199792088711472,Iris-setosa
+50,5.282387100128289,2.5279912860987452,3.996492334476989,1.3263538255508271,Iris-versicolor
+51,5.796228676306902,2.827169849106232,4.500370060271719,1.4701967729768919,Iris-versicolor
+52,4.928863219783823,3.543340260359016,1.5070436119783093,0.2373520756328605,Iris-setosa
+53,4.84557900659772,3.877463995650865,1.6394859659619332,0.2559623395728958,Iris-setosa
+54,6.3961059795937985,2.941127079623988,4.386842474007174,1.5702220112070717,Iris-versicolor
+55,5.170640502303757,3.1021032010623304,1.5376508344528268,0.319466608931205,Iris-setosa
+56,6.371662893004122,2.9353626382564237,4.5587888759560515,1.6870011261315176,Iris-versicolor
+57,5.912732198684866,2.3454801729072616,4.0476229105487835,0.9420901943174375,Iris-versicolor
+58,5.336134755734899,2.6285411103228076,1.330425136533219,0.18870558583292907,Iris-setosa
+59,4.891899660202858,3.3525916611932187,1.35063084138351,0.1369937207707449,Iris-setosa
+60,6.417719873878526,2.7651397408794587,4.493354834375512,1.7766914894157912,Iris-virginica
+61,5.60100288518205,2.7263739612024596,5.243937043153554,2.018675323513044,Iris-virginica
+62,5.879724379990647,3.2944947568941796,5.220317782570211,2.2828439738103374,Iris-virginica
+63,5.021133780203567,3.3276667994948896,1.5395314534659599,0.32728790224031035,Iris-setosa
+64,5.181636715208221,2.638941160312884,4.34456100483765,1.3800326781142334,Iris-versicolor
+65,6.812238309601187,2.941485611728483,5.479845056814751,2.228931996700433,Iris-virginica
+66,4.731167648606449,3.0423564832366337,1.7122962457027264,0.16769012327672406,Iris-setosa
+67,4.745123043749496,3.4487936373455406,1.5652856208767079,0.03269801845780923,Iris-setosa
+68,6.068363045745156,2.7847735801781366,4.766297348062371,1.4427543887285947,Iris-virginica
+69,5.387984463905798,3.134117804804771,1.3761658642096515,0.13990280329132038,Iris-setosa
+70,4.734089762528883,3.3298724436920772,1.7321476756727576,0.22254630215497864,Iris-setosa
+71,6.155480301770256,3.3303582928593882,4.923626415140667,1.37565868106936,Iris-versicolor
+72,4.3289256007298444,2.241454858686436,1.126880206619116,0.21438878361780161,Iris-setosa
+73,5.330337693229314,2.6274884683136053,3.7884642922822103,1.0813639289885666,Iris-versicolor
+74,6.364833503230321,2.945423609021504,5.0417145749299515,2.307833238675228,Iris-virginica
+75,4.932006476572788,3.3135376742177103,1.6131838525504767,0.1918800568174221,Iris-setosa
+76,5.314214695139898,2.306600627405713,4.009234236671013,0.7771835294479631,Iris-versicolor
+77,5.014365414491523,2.9558091080423536,1.513716739997588,1.629383005903426,Iris-setosa
+78,6.424989017841873,3.0421073958409313,4.05065139879906,1.2504742075664694,Iris-versicolor
+79,5.100469632073211,3.155388263479789,1.3498244760669917,0.2090417660860547,Iris-setosa
+80,4.928386952516499,2.963117969102767,1.4815237329941797,1.642935924805798,Iris-setosa
+81,5.936838353525476,3.5762204144779632,1.4455011123090504,0.11332621147166508,Iris-setosa
+82,4.756647041007174,2.774211576897345,1.3992017994404926,0.1547330059014624,Iris-setosa
+83,5.753661687326902,2.691541602567283,4.9282967192700164,2.3353471545005955,Iris-virginica
+84,5.07927921962739,3.1421696839232536,1.4347274126236287,0.3201095628022009,Iris-setosa
+85,6.305128215080696,3.246768099617692,4.634837041563883,1.5875870748399414,Iris-versicolor
+86,6.04697710429221,4.242257749692575,1.4907691742308717,0.16227862583451585,Iris-setosa
+87,4.913059357328652,3.559405980048632,1.2844922709747395,0.19160329330435602,Iris-setosa
+88,5.981308761774553,3.1628042530048894,4.1909344352591065,1.292422428146851,Iris-versicolor
+89,4.930471413361721,3.1914462387915843,4.883292225295812,1.3120480901853417,Iris-setosa
+90,5.74709408383469,2.7139788396440983,4.056708708247203,1.0685550288492194,Iris-versicolor
+91,6.14068297847914,2.651248358466047,5.157959409142687,1.950159378602653,Iris-virginica
+92,6.24654752350387,2.772009407359898,4.782675558502125,1.3535434355739366,Iris-versicolor
+93,6.623175594421582,2.9569342669013428,4.5228530501284885,1.7841320772060483,Iris-versicolor
+94,5.6289383568705444,3.993647667154506,2.0122973115405554,0.21688528244862773,Iris-setosa
+95,5.904397399771203,3.0289876045755015,4.594768791756875,1.4265643637002592,Iris-versicolor
+96,6.460841274999509,3.0906263064082045,4.838349214706136,1.9682418581792542,Iris-virginica
+97,5.981409238527838,3.2756947004602557,4.976948615285816,1.9038981006956828,Iris-virginica
+98,5.176716781835231,3.497719822469174,1.3277954449870322,0.5329051900535642,Iris-setosa
+99,5.076271203585833,2.904918879066371,4.879874929038841,1.7602404251302115,Iris-virginica
+100,7.4737242640904284,2.8073574829140404,6.318976577696871,2.0217109023528366,Iris-virginica
+101,7.2060449396065,2.88819454345787,4.664828874946394,1.4643702253961297,Iris-versicolor
+102,6.712302859675651,2.844664569040064,4.758833109769158,1.8111815410251273,Iris-versicolor
+103,6.371078883306666,2.9579140898381215,5.031665662785446,2.2753195225492244,Iris-virginica
+104,5.990937265952766,2.9797632514822188,5.0820562724208935,1.790314448885788,Iris-virginica
+105,5.591112417717503,2.5424913255996198,4.145390807165983,1.53295343826064,Iris-versicolor
+106,4.6795407366454675,2.892257426853759,1.406454028360384,0.177461867726123,Iris-setosa
+107,6.55256071901096,3.0285386292159284,5.378579765946037,1.7839295621975717,Iris-virginica
+108,6.1362100994626,3.249393529085534,5.410670325388783,2.0519341216429625,Iris-virginica
+109,5.018028860213182,3.4485670273841413,4.603207864611045,1.247168125942681,Iris-setosa
+110,6.284383097466404,2.2396148174057537,4.3333295312163855,1.3018678637143237,Iris-versicolor
+111,6.058769946351121,2.6864143615959266,4.239483014569396,1.6379394303795702,Iris-versicolor
+112,5.834878512951977,4.303040620833631,1.6288797316288441,0.20623578222862102,Iris-setosa
+113,6.204861742208001,3.036101864260746,4.435197619085832,1.3748096011094877,Iris-virginica
+114,6.139877533507899,3.0502201415574026,4.777602826635,1.7969086524146825,Iris-virginica
+115,6.14243369848572,2.806566205523229,5.007125316805951,1.7348782259915598,Iris-virginica
+116,5.953964758374172,3.7538574099894686,1.7168237388240728,0.36861440854351357,Iris-setosa
+117,5.37673026123249,3.373163023201549,1.310627446672592,0.1143424688404874,Iris-setosa
+118,4.831961303390569,3.2271076246880632,1.5757121664215061,0.39974089043897265,Iris-setosa
+119,5.017488533110226,3.2950668268887306,1.3857363107014142,0.08927018573730874,Iris-setosa
diff --git a/iris/tvae/4/9/test.csv b/iris/tvae/4/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/9/train.csv b/iris/tvae/4/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/9/val.csv b/iris/tvae/4/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/model.pt b/iris/tvae/4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..26c44a55e2f06bdfd39edde5b6ab892bb3bf3d63
--- /dev/null
+++ b/iris/tvae/4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dd9867dea7c206c7c1ec0425b80c6edb8b32244296610fdf863680fe0e0a8fcb
+size 847554
diff --git a/iris/tvae/4/params.json b/iris/tvae/4/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..e914bc4a9dbe8454031ca6a1184a2cc4b7bcb2d0
--- /dev/null
+++ b/iris/tvae/4/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ee4a86cc116ea1fd6d62b1dbcba3ed6e607fa59379ced3f4169eb7346a3132a0
+size 284
diff --git a/iris/tvae/4/state.json b/iris/tvae/4/state.json
new file mode 100644
index 0000000000000000000000000000000000000000..a2c86b69c6a03ddb251725f0aea8ca6cf4586658
--- /dev/null
+++ b/iris/tvae/4/state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ad6c01ee5aeba83ec66086176f804a0505597c32ff01896a88414a517d91b261
+size 768194
diff --git a/iris/tvae/4/tvae_eval.ipynb b/iris/tvae/4/tvae_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..6ff44bcabece9a043a8f63c1467d8e756ce9586e
--- /dev/null
+++ b/iris/tvae/4/tvae_eval.ipynb
@@ -0,0 +1,1667 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "73150e49",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:14:28.956685Z",
+     "iopub.status.busy": "2024-07-21T13:14:28.955786Z",
+     "iopub.status.idle": "2024-07-21T13:14:41.258766Z",
+     "shell.execute_reply": "2024-07-21T13:14:41.257555Z"
+    },
+    "executionInfo": {
+     "elapsed": 556,
+     "status": "ok",
+     "timestamp": 1697339009466,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 12.316225,
+     "end_time": "2024-07-21T13:14:41.261555",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:28.945330",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 41%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n",
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 21%\r",
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n",
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "fa1ec534",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:14:41.286587Z",
+     "iopub.status.busy": "2024-07-21T13:14:41.286162Z",
+     "iopub.status.idle": "2024-07-21T13:14:41.294566Z",
+     "shell.execute_reply": "2024-07-21T13:14:41.293676Z"
+    },
+    "papermill": {
+     "duration": 0.023368,
+     "end_time": "2024-07-21T13:14:41.296788",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:41.273420",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'\\n%cd /kaggle/working\\n!rm -rf ml-utility-loss\\n!git clone https://github.com/R-N/ml-utility-loss\\n%cd ml-utility-loss\\n!git pull\\n!rm setup.py\\n!curl -Lo setup.py https://github.com/R-N/ml-utility-loss/raw/main/setup.py\\n!pip install .\\n#!pip install . --no-deps --force-reinstall --upgrade\\n#'"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\"\"\"\n",
+    "%cd /kaggle/working\n",
+    "!rm -rf ml-utility-loss\n",
+    "!git clone https://github.com/R-N/ml-utility-loss\n",
+    "%cd ml-utility-loss\n",
+    "!git pull\n",
+    "!rm setup.py\n",
+    "!curl -Lo setup.py https://github.com/R-N/ml-utility-loss/raw/main/setup.py\n",
+    "!pip install .\n",
+    "#!pip install . --no-deps --force-reinstall --upgrade\n",
+    "#\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b67813b2",
+   "metadata": {
+    "papermill": {
+     "duration": 0.010641,
+     "end_time": "2024-07-21T13:14:41.317996",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:41.307355",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "6484189b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:14:41.341662Z",
+     "iopub.status.busy": "2024-07-21T13:14:41.341322Z",
+     "iopub.status.idle": "2024-07-21T13:14:41.349141Z",
+     "shell.execute_reply": "2024-07-21T13:14:41.348220Z"
+    },
+    "papermill": {
+     "duration": 0.021555,
+     "end_time": "2024-07-21T13:14:41.351487",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:41.329932",
+     "status": "completed"
+    },
+    "tags": [
+     "parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "\n",
+    "datasets = [\n",
+    "    \"insurance\",\n",
+    "    \"treatment\",\n",
+    "    \"contraceptive\"\n",
+    "]\n",
+    "models = [\"tvae\"]\n",
+    "single_model = \"tvae\"\n",
+    "\n",
+    "\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = None\n",
+    "study_dir = \"./\"\n",
+    "\n",
+    "path_prefix = \"../../../../\"\n",
+    "\n",
+    "dataset_dir=os.path.join(path_prefix, \"ml-utility-loss\", \"datasets\")\n",
+    "dataset_name = \"contraceptive\"\n",
+    "\n",
+    "direction = \"maximize\"\n",
+    "model_name = \"tvae_mlu\"\n",
+    "\n",
+    "mlu_model_dir=os.path.join(path_prefix, \"final\")\n",
+    "mlu_model_name = \"tvae\"\n",
+    "mlu_run = True\n",
+    "\n",
+    "gp = True\n",
+    "gp_multiply = True\n",
+    "\n",
+    "df_name = \"df\"\n",
+    "\n",
+    "folder = \"eval\"\n",
+    "path = None\n",
+    "debug = False\n",
+    "\n",
+    "param_index = 0\n",
+    "repo_index = 5\n",
+    "use_all_data = False\n",
+    "\n",
+    "epoch_scale = 1\n",
+    "save_model = True"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "7e41b312",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:14:41.375729Z",
+     "iopub.status.busy": "2024-07-21T13:14:41.375328Z",
+     "iopub.status.idle": "2024-07-21T13:14:41.381477Z",
+     "shell.execute_reply": "2024-07-21T13:14:41.380556Z"
+    },
+    "papermill": {
+     "duration": 0.021094,
+     "end_time": "2024-07-21T13:14:41.383812",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:41.362718",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = False\n",
+    "gp_multiply = False\n",
+    "df_name = 4\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tvae/4\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = True\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "cbc8caf8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:14:41.410238Z",
+     "iopub.status.busy": "2024-07-21T13:14:41.409850Z",
+     "iopub.status.idle": "2024-07-21T13:14:41.416283Z",
+     "shell.execute_reply": "2024-07-21T13:14:41.415286Z"
+    },
+    "papermill": {
+     "duration": 0.022468,
+     "end_time": "2024-07-21T13:14:41.418693",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:41.396225",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_est_eval_5_nogp_iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "repo = \"mlu_est_eval\"\n",
+    "if repo_index:\n",
+    "    repo = f\"{repo}_{repo_index}\"\n",
+    "if gp:\n",
+    "    if gp_multiply:\n",
+    "        repo = f\"{repo}_gp_mul\"\n",
+    "    else:\n",
+    "        repo = f\"{repo}_gp_nomul\"\n",
+    "else:\n",
+    "    repo = f\"{repo}_nogp\"\n",
+    "repo = f\"{repo}_{dataset_name}\"\n",
+    "print(repo)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "912e4865",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:14:41.442467Z",
+     "iopub.status.busy": "2024-07-21T13:14:41.442084Z",
+     "iopub.status.idle": "2024-07-21T13:14:42.724706Z",
+     "shell.execute_reply": "2024-07-21T13:14:42.723409Z"
+    },
+    "papermill": {
+     "duration": 1.297766,
+     "end_time": "2024-07-21T13:14:42.727408",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:41.429642",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Cloning into 'final'...\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "remote: Repository not found\r\n",
+      "fatal: repository 'https://huggingface.co/linearch/mlu_est_eval_5_nogp_iris/' not found\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "#\"\"\"\n",
+    "%cd /kaggle/working\n",
+    "#!rm -rf final\n",
+    "!git clone https://huggingface.co/linearch/{repo} final\n",
+    "#\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "40a1381c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:14:42.752720Z",
+     "iopub.status.busy": "2024-07-21T13:14:42.751779Z",
+     "iopub.status.idle": "2024-07-21T13:14:43.829095Z",
+     "shell.execute_reply": "2024-07-21T13:14:43.827775Z"
+    },
+    "papermill": {
+     "duration": 1.09273,
+     "end_time": "2024-07-21T13:14:43.831402",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:42.738672",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working/iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "%cd /kaggle/working/\n",
+    "#!rm -rf {dataset_name}\n",
+    "!mkdir {dataset_name}\n",
+    "%cd {dataset_name}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "df061df7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:14:43.856002Z",
+     "iopub.status.busy": "2024-07-21T13:14:43.855347Z",
+     "iopub.status.idle": "2024-07-21T13:14:43.866550Z",
+     "shell.execute_reply": "2024-07-21T13:14:43.865362Z"
+    },
+    "papermill": {
+     "duration": 0.025968,
+     "end_time": "2024-07-21T13:14:43.868788",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:43.842820",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tvae/4\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "import os\n",
+    "\n",
+    "%cd /kaggle/working/\n",
+    "\n",
+    "if path is None:\n",
+    "    path = os.path.join(folder, dataset_name, single_model, df_name)\n",
+    "Path(path).mkdir(parents=True, exist_ok=True)\n",
+    "\n",
+    "%cd {path}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "8f939ede",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:14:43.897701Z",
+     "iopub.status.busy": "2024-07-21T13:14:43.897213Z",
+     "iopub.status.idle": "2024-07-21T13:14:44.301092Z",
+     "shell.execute_reply": "2024-07-21T13:14:44.299617Z"
+    },
+    "executionInfo": {
+     "elapsed": 573,
+     "status": "ok",
+     "timestamp": 1697340246093,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.422077,
+     "end_time": "2024-07-21T13:14:44.303568",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:43.881491",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import json\n",
+    "import os\n",
+    "\n",
+    "df = pd.read_csv(os.path.join(dataset_dir, f\"{dataset_name}.csv\"))\n",
+    "with open(os.path.join(dataset_dir, f\"{dataset_name}.json\")) as f:\n",
+    "    info = json.load(f)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "d240256e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:14:44.329079Z",
+     "iopub.status.busy": "2024-07-21T13:14:44.328687Z",
+     "iopub.status.idle": "2024-07-21T13:14:46.319992Z",
+     "shell.execute_reply": "2024-07-21T13:14:46.318980Z"
+    },
+    "executionInfo": {
+     "elapsed": 17,
+     "status": "ok",
+     "timestamp": 1697340246097,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 2.007273,
+     "end_time": "2024-07-21T13:14:46.322447",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:44.315174",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.util import split_df_ratio\n",
+    "\n",
+    "task = info[\"task\"]\n",
+    "target = info[\"target\"]\n",
+    "cat_features = info[\"cat_features\"]\n",
+    "mixed_features = info[\"mixed_features\"]\n",
+    "longtail_features = info[\"longtail_features\"]\n",
+    "integer_features = info[\"integer_features\"]\n",
+    "\n",
+    "dfs = {\n",
+    "    \"df\": df,\n",
+    "}\n",
+    "dfs_test = {}\n",
+    "for i in range(5):\n",
+    "    train, test = split_df_ratio(df, ratio=0.2, i=i, seed=42)\n",
+    "    dfs[i] = train\n",
+    "    dfs_test[i] = test\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "afaca5cd",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:14:46.353219Z",
+     "iopub.status.busy": "2024-07-21T13:14:46.352046Z",
+     "iopub.status.idle": "2024-07-21T13:14:46.360275Z",
+     "shell.execute_reply": "2024-07-21T13:14:46.359517Z"
+    },
+    "executionInfo": {
+     "elapsed": 365,
+     "status": "ok",
+     "timestamp": 1697343112569,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.026876,
+     "end_time": "2024-07-21T13:14:46.362460",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:46.335584",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.util import mkdir, seed\n",
+    "\n",
+    "if isinstance(df_name, int) or df_name.isdigit():\n",
+    "    seed(int(df_name))\n",
+    "else:\n",
+    "    seed(0)\n",
+    "#model_name_2 = f\"{model_name}_{dataset_name}_{df_name}\"\n",
+    "if model_dir_2 is None:\n",
+    "    model_dir_2 = os.path.join(model_dir, model_name, dataset_name, str(df_name))\n",
+    "mkdir(model_dir_2)\n",
+    "model_path = os.path.join(model_dir_2, f\"model.pt\")\n",
+    "state_path = os.path.join(model_dir_2, f\"state.json\")\n",
+    "params_path = os.path.join(model_dir_2, f\"params.json\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "a5406aaf",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:14:46.387668Z",
+     "iopub.status.busy": "2024-07-21T13:14:46.386906Z",
+     "iopub.status.idle": "2024-07-21T13:14:46.391586Z",
+     "shell.execute_reply": "2024-07-21T13:14:46.390700Z"
+    },
+    "executionInfo": {
+     "elapsed": 4,
+     "status": "ok",
+     "timestamp": 1697343113004,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "-YDZUU9QUCwx",
+    "outputId": "3d0fe03c-d2ee-4955-9589-0be8e213faf1",
+    "papermill": {
+     "duration": 0.020081,
+     "end_time": "2024-07-21T13:14:46.393966",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:46.373885",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "3a4c7468",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:14:46.419629Z",
+     "iopub.status.busy": "2024-07-21T13:14:46.418974Z",
+     "iopub.status.idle": "2024-07-21T13:14:46.542801Z",
+     "shell.execute_reply": "2024-07-21T13:14:46.541560Z"
+    },
+    "papermill": {
+     "duration": 0.139733,
+     "end_time": "2024-07-21T13:14:46.545432",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:46.405699",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import ml_utility_loss.synthesizers.tab_ddpm.params as TAB_DDPM_PARAMS\n",
+    "import ml_utility_loss.synthesizers.lct_gan.params as LCT_GAN_PARAMS\n",
+    "import ml_utility_loss.synthesizers.realtabformer.params as RTF_PARAMS\n",
+    "from ml_utility_loss.synthesizers.realtabformer.params.default import GPT2_PARAMS, REALTABFORMER_PARAMS\n",
+    "from ml_utility_loss.util import filter_dict_2, filter_dict\n",
+    "\n",
+    "tab_ddpm_params = getattr(TAB_DDPM_PARAMS, dataset_name).BEST\n",
+    "lct_gan_params = getattr(LCT_GAN_PARAMS, dataset_name).BEST\n",
+    "lct_ae_params = filter_dict_2(lct_gan_params, LCT_GAN_PARAMS.default.AE_PARAMS)\n",
+    "rtf_params = getattr(RTF_PARAMS, dataset_name).BEST\n",
+    "rtf_params = filter_dict(rtf_params, REALTABFORMER_PARAMS)\n",
+    "\n",
+    "lct_ae_embedding_size=lct_gan_params[\"embedding_size\"]\n",
+    "tab_ddpm_normalization=\"quantile\"\n",
+    "tab_ddpm_cat_encoding=tab_ddpm_params[\"cat_encoding\"]\n",
+    "#tab_ddpm_cat_encoding=\"one-hot\"\n",
+    "tab_ddpm_y_policy=\"default\"\n",
+    "tab_ddpm_is_y_cond=True"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "473b9d63",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:14:46.574097Z",
+     "iopub.status.busy": "2024-07-21T13:14:46.573693Z",
+     "iopub.status.idle": "2024-07-21T13:14:51.303699Z",
+     "shell.execute_reply": "2024-07-21T13:14:51.302682Z"
+    },
+    "papermill": {
+     "duration": 4.747452,
+     "end_time": "2024-07-21T13:14:51.306213",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:46.558761",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-21 13:14:48.494973: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-21 13:14:48.495035: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-21 13:14:48.496629: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_lct_ae\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    print(\"mlu_run\", mlu_run)\n",
+    "#     lct_ae = load_lct_ae(\n",
+    "#         dataset_name=dataset_name,\n",
+    "#         model_dir=os.path.join(path_prefix, \"ml-utility-loss/models\"),\n",
+    "#         model_name=\"lct_ae\",\n",
+    "#         df_name=\"df\",\n",
+    "#     )\n",
+    "lct_ae = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "7662d0dd",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:14:51.333833Z",
+     "iopub.status.busy": "2024-07-21T13:14:51.332780Z",
+     "iopub.status.idle": "2024-07-21T13:14:51.339370Z",
+     "shell.execute_reply": "2024-07-21T13:14:51.338404Z"
+    },
+    "papermill": {
+     "duration": 0.023129,
+     "end_time": "2024-07-21T13:14:51.341552",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:51.318423",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_rtf_embed\n",
+    "\n",
+    "rtf_embed = None\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    rtf_embed = load_rtf_embed(\n",
+    "        dataset_name=dataset_name,\n",
+    "        model_dir=os.path.join(path_prefix, \"ml-utility-loss/models\"),\n",
+    "        model_name=\"realtabformer\",\n",
+    "        df_name=\"df\",\n",
+    "        ckpt_type=\"best-disc-model\"\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "eb632a13",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:14:51.371722Z",
+     "iopub.status.busy": "2024-07-21T13:14:51.371307Z",
+     "iopub.status.idle": "2024-07-21T13:14:54.571292Z",
+     "shell.execute_reply": "2024-07-21T13:14:54.570374Z"
+    },
+    "papermill": {
+     "duration": 3.218828,
+     "end_time": "2024-07-21T13:14:54.573847",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:51.355019",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/sklearn/mixture/_base.py:274: ConvergenceWarning: Initialization 1 did not converge. Try different init parameters, or increase max_iter, tol or check for degenerate data.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/sklearn/mixture/_base.py:274: ConvergenceWarning: Initialization 1 did not converge. Try different init parameters, or increase max_iter, tol or check for degenerate data.\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.preprocessing import DataPreprocessor\n",
+    "\n",
+    "preprocessor = DataPreprocessor(\n",
+    "    task,\n",
+    "    target=target,\n",
+    "    cat_features=cat_features,\n",
+    "    mixed_features=mixed_features,\n",
+    "    longtail_features=longtail_features,\n",
+    "    integer_features=integer_features,\n",
+    "    lct_ae_embedding_size=lct_ae_embedding_size,\n",
+    "    lct_ae_params=lct_ae_params,\n",
+    "    lct_ae=lct_ae,\n",
+    "    tab_ddpm_normalization=tab_ddpm_normalization,\n",
+    "    tab_ddpm_cat_encoding=tab_ddpm_cat_encoding,\n",
+    "    tab_ddpm_y_policy=tab_ddpm_y_policy,\n",
+    "    tab_ddpm_is_y_cond=tab_ddpm_is_y_cond,\n",
+    "    realtabformer_embedding=rtf_embed,\n",
+    "    realtabformer_params=rtf_params,\n",
+    ")\n",
+    "preprocessor.fit(df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "97938ff6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:14:54.602670Z",
+     "iopub.status.busy": "2024-07-21T13:14:54.601728Z",
+     "iopub.status.idle": "2024-07-21T13:14:54.608480Z",
+     "shell.execute_reply": "2024-07-21T13:14:54.607540Z"
+    },
+    "papermill": {
+     "duration": 0.023644,
+     "end_time": "2024-07-21T13:14:54.610695",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:54.587051",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'tvae': 24,\n",
+       " 'realtabformer': (31, 89, None, True),\n",
+       " 'lct_gan': 14,\n",
+       " 'tab_ddpm_concat': 5}"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "preprocessor.adapter_sizes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "d07b5e56",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:14:54.639065Z",
+     "iopub.status.busy": "2024-07-21T13:14:54.638234Z",
+     "iopub.status.idle": "2024-07-21T13:14:55.193319Z",
+     "shell.execute_reply": "2024-07-21T13:14:55.192281Z"
+    },
+    "papermill": {
+     "duration": 0.572226,
+     "end_time": "2024-07-21T13:14:55.195902",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:54.623676",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import create_model, ISABMode, LoRAMode\n",
+    "import ml_utility_loss.loss_learning.estimator.params2 as PARAMS\n",
+    "from ml_utility_loss.tuning import map_parameters\n",
+    "from ml_utility_loss.util import clear_memory\n",
+    "import torch\n",
+    "import json\n",
+    "\n",
+    "clear_memory()\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    param_space = {\n",
+    "        **getattr(PARAMS, dataset_name).PARAM_SPACE,\n",
+    "        #**getattr(PARAMS, dataset_name).PARAM_SPACE_2\n",
+    "    }\n",
+    "    params = getattr(PARAMS, dataset_name).BEST_DICT[gp][gp_multiply][single_model]\n",
+    "    #params = PARAMS.default.update_params_2(params, info[\"sizes\"])\n",
+    "    params[\"single_model\"] = False\n",
+    "    if models:\n",
+    "        params[\"models\"] = models\n",
+    "    if single_model:\n",
+    "        params[\"fixed_role_model\"] = single_model\n",
+    "        params[\"single_model\"] = True\n",
+    "        params[\"models\"] = [single_model]\n",
+    "    if gp:\n",
+    "        params[\"gradient_penalty_mode\"] = \"ALL\"\n",
+    "        params[\"mse_mag\"] = True\n",
+    "        if gp_multiply:\n",
+    "            params[\"mse_mag_multiply\"] = True\n",
+    "            #params[\"mse_mag_target\"] = 1.0\n",
+    "        else:\n",
+    "            params[\"mse_mag_multiply\"] = False\n",
+    "            #params[\"mse_mag_target\"] = 0.1\n",
+    "    else:\n",
+    "        params[\"gradient_penalty_mode\"] = \"NONE\"\n",
+    "        params[\"mse_mag\"] = False\n",
+    "    with open(\"params.json\", \"w\") as f:\n",
+    "        json.dump(params, f)\n",
+    "    params = map_parameters(params, param_space=param_space)\n",
+    "    params"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "4ed4379a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:14:55.225302Z",
+     "iopub.status.busy": "2024-07-21T13:14:55.224961Z",
+     "iopub.status.idle": "2024-07-21T13:14:55.231267Z",
+     "shell.execute_reply": "2024-07-21T13:14:55.230278Z"
+    },
+    "papermill": {
+     "duration": 0.024137,
+     "end_time": "2024-07-21T13:14:55.233834",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:55.209697",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.model.pipeline import remove_non_model_params\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    params2 = remove_non_model_params(params)\n",
+    "    mlu_model = create_model(\n",
+    "        adapters=preprocessor.adapter_sizes,\n",
+    "        #Body=\"twin_encoder\",\n",
+    "        **params2,\n",
+    "    )\n",
+    "    #cf.apply_weight_standardization(model, n_last_layers_ignore=0)\n",
+    "    print(mlu_model.models, len(mlu_model.adapters))\n",
+    "else:\n",
+    "    mlu_model = None\n",
+    "    mlu_trainer = None\n",
+    "    ae_mlu_trainer = None\n",
+    "    gan_mlu_trainer = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "dadef3f6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:14:55.260506Z",
+     "iopub.status.busy": "2024-07-21T13:14:55.260140Z",
+     "iopub.status.idle": "2024-07-21T13:14:55.309796Z",
+     "shell.execute_reply": "2024-07-21T13:14:55.308899Z"
+    },
+    "papermill": {
+     "duration": 0.0663,
+     "end_time": "2024-07-21T13:14:55.312201",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:55.245901",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import ml_utility_loss.synthesizers.tvae.params2 as MLU_PARAMS\n",
+    "from ml_utility_loss.tuning import map_parameters\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_params0 = getattr(MLU_PARAMS, dataset_name)\n",
+    "    mlu_params = mlu_params0.BEST_DICT[gp][gp_multiply]\n",
+    "    if isinstance(mlu_params, (list, tuple)):\n",
+    "        mlu_params = mlu_params[param_index]\n",
+    "    mlu_params = map_parameters(mlu_params, param_space=mlu_params0.PARAM_SPACE)\n",
+    "    mlu_params[\"target\"] = mlu_params.pop(\"mlu_target\", mlu_params.pop(\"target\", None))\n",
+    "    mlu_params[\"lr\"] = mlu_params.pop(\"mlu_lr\", mlu_params.pop(\"lr\", None))\n",
+    "    mlu_params[\"loss_fn\"] = mlu_params.pop(\"mlu_loss_fn\", mlu_params.pop(\"loss_fn\", None))\n",
+    "    mlu_params[\"Optim\"] = mlu_params.pop(\"mlu_Optim\", mlu_params.pop(\"Optim\", None))\n",
+    "    mlu_params.pop(\"gradient_penalty_kwargs\", None)\n",
+    "    print(mlu_params)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "0e5d2579",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:14:55.343436Z",
+     "iopub.status.busy": "2024-07-21T13:14:55.343061Z",
+     "iopub.status.idle": "2024-07-21T13:14:55.349659Z",
+     "shell.execute_reply": "2024-07-21T13:14:55.348648Z"
+    },
+    "papermill": {
+     "duration": 0.025267,
+     "end_time": "2024-07-21T13:14:55.351814",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:55.326547",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import torch\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    if mlu_run is True:\n",
+    "        mlu_run = mlu_params[\"mlu_run\"]\n",
+    "    mlu_params.pop(\"mlu_run\", None)\n",
+    "    mlu_model_dir_2 = os.path.join(mlu_model_dir, dataset_name, mlu_model_name, str(mlu_run))\n",
+    "    mlu_model_path = os.path.join(mlu_model_dir_2, f\"model.pt\")\n",
+    "\n",
+    "    mlu_model.load_state_dict(torch.load(mlu_model_path))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "04886300",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:14:55.380437Z",
+     "iopub.status.busy": "2024-07-21T13:14:55.379615Z",
+     "iopub.status.idle": "2024-07-21T13:14:55.384982Z",
+     "shell.execute_reply": "2024-07-21T13:14:55.383393Z"
+    },
+    "papermill": {
+     "duration": 0.022815,
+     "end_time": "2024-07-21T13:14:55.387797",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:55.364982",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "b767c322",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:14:55.415831Z",
+     "iopub.status.busy": "2024-07-21T13:14:55.415476Z",
+     "iopub.status.idle": "2024-07-21T13:14:55.422129Z",
+     "shell.execute_reply": "2024-07-21T13:14:55.421171Z"
+    },
+    "papermill": {
+     "duration": 0.023252,
+     "end_time": "2024-07-21T13:14:55.424352",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:55.401100",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_dataset\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    dataset = load_dataset(\n",
+    "        dataset_dir=os.path.join(path_prefix, \"ml-utility-loss/\", \"synthetics\", dataset_name),\n",
+    "        preprocessor=preprocessor,\n",
+    "        cache_dir=os.path.join(path_prefix, dataset_name, \"_cache_inference\"),\n",
+    "        val=False,\n",
+    "        ratio=None,\n",
+    "        drop_first_column=True,\n",
+    "        model=single_model,\n",
+    "        train=\"train\", test=\"test\", value=\"real_value\",\n",
+    "        file=\"info_2.csv\",\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "b95667ea",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:14:55.456358Z",
+     "iopub.status.busy": "2024-07-21T13:14:55.455415Z",
+     "iopub.status.idle": "2024-07-21T13:14:55.463521Z",
+     "shell.execute_reply": "2024-07-21T13:14:55.462628Z"
+    },
+    "papermill": {
+     "duration": 0.027194,
+     "end_time": "2024-07-21T13:14:55.465794",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:55.438600",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.wrapper import MLUtilityTrainer\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_trainer = MLUtilityTrainer(\n",
+    "        model=mlu_model[single_model],\n",
+    "        dataset=dataset,\n",
+    "        debug=True,\n",
+    "        log_path=os.path.join(model_dir_2, \"mlu_log.csv\"),\n",
+    "        **mlu_params,\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "bd2a2eb3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:14:55.495105Z",
+     "iopub.status.busy": "2024-07-21T13:14:55.494756Z",
+     "iopub.status.idle": "2024-07-21T13:14:55.503500Z",
+     "shell.execute_reply": "2024-07-21T13:14:55.502643Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697343113004,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.026298,
+     "end_time": "2024-07-21T13:14:55.505716",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:55.479418",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "\n",
+    "from ml_utility_loss.tuning import create_objective\n",
+    "import ml_utility_loss.synthesizers.tvae.params as PARAMS\n",
+    "from ml_utility_loss.util import filter_dict_2\n",
+    "\n",
+    "params = getattr(PARAMS, dataset_name).BEST\n",
+    "\n",
+    "model_params={\n",
+    "    **params,\n",
+    "}\n",
+    "\n",
+    "for x in [\"compress\", \"decompress\"]:\n",
+    "    model_params[f\"{x}_dims\"] = [\n",
+    "        model_params[f\"{x}_dims\"]\n",
+    "        for i in range(\n",
+    "            model_params.pop(f\"{x}_depth\")\n",
+    "        )\n",
+    "    ]\n",
+    "\n",
+    "model_params[\"epochs\"] = int(round(epoch_scale * model_params[\"epochs\"]))\n",
+    "\n",
+    "model_params[\"mlu_trainer\"] = mlu_trainer"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "789a2d28",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:14:55.535124Z",
+     "iopub.status.busy": "2024-07-21T13:14:55.534372Z",
+     "iopub.status.idle": "2024-07-21T13:15:26.575060Z",
+     "shell.execute_reply": "2024-07-21T13:15:26.573917Z"
+    },
+    "executionInfo": {
+     "elapsed": 286822,
+     "status": "ok",
+     "timestamp": 1697343399823,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "wGsDQTlk8Zl1",
+    "papermill": {
+     "duration": 31.071258,
+     "end_time": "2024-07-21T13:15:26.590632",
+     "exception": false,
+     "start_time": "2024-07-21T13:14:55.519374",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(-13.434623718261719, 4.407630443572998)"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.synthesizers.tvae.wrapper import TVAE\n",
+    "from ml_utility_loss.synthesizers.tvae.process import preprocess\n",
+    "import inspect\n",
+    "\n",
+    "train = dfs[df_name_2]\n",
+    "#transformer, *_ = preprocess(df, cat_features)\n",
+    "tvae = TVAE(**model_params)\n",
+    "#print(inspect.getargspec(tvae.fit))\n",
+    "tvae.fit(train, cat_features, preprocess_df=df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "1d0c6eab",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:15:26.622460Z",
+     "iopub.status.busy": "2024-07-21T13:15:26.622056Z",
+     "iopub.status.idle": "2024-07-21T13:15:26.658998Z",
+     "shell.execute_reply": "2024-07-21T13:15:26.657900Z"
+    },
+    "executionInfo": {
+     "elapsed": 403,
+     "status": "ok",
+     "timestamp": 1697343400203,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.056541,
+     "end_time": "2024-07-21T13:15:26.661701",
+     "exception": false,
+     "start_time": "2024-07-21T13:15:26.605160",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import torch\n",
+    "from copy import deepcopy\n",
+    "import json\n",
+    "\n",
+    "if save_model:\n",
+    "    tvae.mlu_trainer = None\n",
+    "    if True or not os.path.exists(model_path):\n",
+    "        torch.save(tvae, model_path)\n",
+    "    if True or not os.path.exists(state_path):\n",
+    "        torch.save(deepcopy(tvae.model.state_dict()), state_path)\n",
+    "model_params.pop(\"mlu_trainer\", None)\n",
+    "if True or not os.path.exists(params_path):\n",
+    "    with open(params_path, \"w\") as f:\n",
+    "        json.dump(model_params, f, indent=4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "b31d0b2c",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 228
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:15:26.691419Z",
+     "iopub.status.busy": "2024-07-21T13:15:26.690527Z",
+     "iopub.status.idle": "2024-07-21T13:15:27.708931Z",
+     "shell.execute_reply": "2024-07-21T13:15:27.707777Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "error",
+     "timestamp": 1697343400203,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "outputId": "57519fd1-a4d2-4922-c834-1fe290391c16",
+    "papermill": {
+     "duration": 1.035979,
+     "end_time": "2024-07-21T13:15:27.711718",
+     "exception": false,
+     "start_time": "2024-07-21T13:15:26.675739",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "for i in range(30):\n",
+    "    seed(i)\n",
+    "    synth_df = tvae.sample(len(train))\n",
+    "    model_dir_3 = os.path.join(model_dir_2, str(i))\n",
+    "    mkdir(model_dir_3)\n",
+    "    synth_path = os.path.join(model_dir_3, f\"synth.csv\")\n",
+    "    train_path = os.path.join(model_dir_3, f\"train.csv\")\n",
+    "    val_path = os.path.join(model_dir_3, f\"val.csv\")\n",
+    "    test_path = os.path.join(model_dir_3, f\"test.csv\")\n",
+    "\n",
+    "    synth_df.to_csv(synth_path)\n",
+    "    dfs[df_name_2].to_csv(train_path)\n",
+    "    if df_name in dfs_test:\n",
+    "        dfs_test[df_name].to_csv(val_path)\n",
+    "        dfs_test[df_name].to_csv(test_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "683a109c",
+   "metadata": {
+    "executionInfo": {
+     "elapsed": 10,
+     "status": "aborted",
+     "timestamp": 1697343400204,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "nB724X33v4Qd",
+    "papermill": {
+     "duration": 0.014781,
+     "end_time": "2024-07-21T13:15:27.741484",
+     "exception": false,
+     "start_time": "2024-07-21T13:15:27.726703",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "celltoolbar": "Tags",
+  "colab": {
+   "authorship_tag": "ABX9TyMhtJHOKAMnUJyVHa+D8Sml",
+   "mount_file_id": "1Cug9laqjkt9fyDxiylSn9Jzam9kQyDu3",
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
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\ No newline at end of file