diff --git a/iris/tvae/0/0/synth.csv b/iris/tvae/0/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2659ae10b3297ef34c530ccd89d0c7228bf3275d
--- /dev/null
+++ b/iris/tvae/0/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.008196244722903,2.8452692926041983,3.890272802566677,1.4971944624121045,Iris-versicolor
+1,6.639286622346634,2.961886919823719,5.19106946231007,2.163266466073052,Iris-virginica
+2,7.446851857230818,2.9740367500871834,6.116917323229111,2.2994815559124766,Iris-virginica
+3,7.156029058890979,2.759270532102579,5.040584165454362,1.7074629620489334,Iris-virginica
+4,7.162724100613677,2.6423312258291607,5.038678377902368,1.7854338108129906,Iris-virginica
+5,4.767382758452731,3.36485847775125,1.2620108242676156,0.21757288455624588,Iris-setosa
+6,7.417484524526466,3.050005228291011,6.296473644525113,2.2742839292659096,Iris-virginica
+7,5.269687316521913,3.429430752799705,5.483404498396283,2.111836137810161,Iris-virginica
+8,6.571840810258236,3.388818040859494,5.428591561531761,2.2981127388573537,Iris-virginica
+9,5.237806852319329,3.1119242359130954,4.526113764104458,1.5847487400204754,Iris-setosa
+10,5.9832330599646095,2.62272469014701,4.3938606091423935,1.3312331666213744,Iris-versicolor
+11,5.063077052107742,3.1389675440944194,1.1934887209500016,0.11189554770771346,Iris-setosa
+12,4.70467008388559,2.943111670122988,1.2823323408269283,0.22402363773711126,Iris-setosa
+13,5.2726622876148355,3.0759062885700326,4.953702258293991,1.8146110683105112,Iris-virginica
+14,5.380067416682821,2.472971330731321,3.882970175317247,1.2571873183432045,Iris-versicolor
+15,5.396805051005643,3.275197899782836,5.323793637792916,2.1192605921793284,Iris-virginica
+16,7.185626739120619,2.9525087024646,5.167989037580062,2.156671113120934,Iris-virginica
+17,5.4536272479098375,3.1553250182158306,4.96269491944848,1.99286408626203,Iris-virginica
+18,5.207617536529681,3.4796606161229855,1.3269294256056674,0.27416791826191766,Iris-setosa
+19,5.906533963095321,2.3064283397623964,5.133420008158332,1.6590035273113288,Iris-virginica
+20,4.569905414729861,3.4361701327541163,1.3024523904112288,0.11427498473750769,Iris-setosa
+21,5.0811181084576305,3.6887811104338977,1.5814386098352318,0.4088872721952427,Iris-setosa
+22,7.031724653691299,2.7836032729410185,5.187901574799155,1.7454668585164346,Iris-virginica
+23,5.514546677189765,2.595713403214847,3.73668622573972,1.0114557330273415,Iris-versicolor
+24,7.057875002516043,3.1903207256213078,4.138193011078894,1.5153057198425324,Iris-versicolor
+25,6.106502332042941,2.902775347128908,5.3671548287103885,1.7895936801597414,Iris-virginica
+26,6.365664379803064,2.553775004475725,5.061136590659692,1.4648114407629993,Iris-versicolor
+27,5.197759079929181,3.329423894646166,1.651882717400786,0.2944800049067959,Iris-setosa
+28,6.7763601649528,3.0219766061857642,4.638955097333666,1.7312713683774283,Iris-versicolor
+29,6.73178669511811,2.8831199696335887,4.724361388497929,1.5530254863059876,Iris-versicolor
+30,6.245074373376324,3.178656996970282,4.80758172032444,1.6064983936474253,Iris-versicolor
+31,6.596303649232026,3.272614949784224,4.100697886458954,1.6314209133030704,Iris-versicolor
+32,5.025265695592095,2.6048034264292923,4.38307678116837,1.2951461216646436,Iris-versicolor
+33,4.3167153488452135,3.7336725614417174,1.263894785711758,0.056036155655487085,Iris-setosa
+34,5.380234021992777,3.0202155276372364,4.814543474568641,1.8414801333426445,Iris-virginica
+35,6.367627271915806,2.851900105754783,4.548509596243333,1.3643036699829971,Iris-versicolor
+36,7.6095729003977395,3.3639736510969005,6.134663579103661,2.436242683417639,Iris-virginica
+37,5.390457120580965,3.5933844567477213,1.4957248572322568,0.37232116702640383,Iris-setosa
+38,6.5910772075603985,2.9973280423435282,5.034733906492844,2.468099960338855,Iris-virginica
+39,6.3596595622699486,2.4038543815453153,6.116381649405243,2.051474434030082,Iris-virginica
+40,5.182102654765862,3.054207724307707,1.4046161455695434,0.10948011141373895,Iris-setosa
+41,5.4664010163223455,2.9996226418175747,4.4278908655314435,1.1585700658777187,Iris-versicolor
+42,5.67510514224303,2.724669020293896,4.645145086363544,1.5867794977465774,Iris-versicolor
+43,5.370860171343592,3.1979490484700603,1.7056845963108198,0.27849010419898074,Iris-setosa
+44,5.002762474078529,3.288067311540395,1.5609017019231173,0.15529535051975935,Iris-setosa
+45,4.326989716968596,3.105424238509306,1.4743648400761302,0.17867160108570052,Iris-setosa
+46,5.840623271580037,2.472564568883637,4.6515303188717105,1.671429449934069,Iris-versicolor
+47,5.070305482488183,2.911243595653493,1.466812157015662,0.16251752139562042,Iris-setosa
+48,4.281541066542986,3.174899530004802,1.5515952645028541,0.16437106829587056,Iris-setosa
+49,5.687170519826671,2.5899293561412993,4.077360324282763,1.023107563542196,Iris-versicolor
+50,5.234471380799422,2.518573857465838,3.3576308546610827,0.9880206576576838,Iris-versicolor
+51,5.319238197882005,3.8302974754078956,1.3968774447982983,0.3741007408681616,Iris-setosa
+52,4.9507596229426465,3.3592631045191093,1.8044693321715877,0.25723908220760555,Iris-setosa
+53,6.190693746529849,3.534843328539999,5.72255624397288,2.3279428111131764,Iris-virginica
+54,5.31230818196058,3.061743265821764,5.053477933248122,2.18239704187072,Iris-virginica
+55,4.742253318610594,3.1584701907099193,1.6112061830534543,0.22341493007626348,Iris-setosa
+56,6.337955504862944,2.5729253127248706,4.916340769289618,1.5987310051472154,Iris-versicolor
+57,6.80367024205747,3.1055173908006903,5.522860692338078,2.329003432636833,Iris-virginica
+58,4.673042252823562,3.087187560324294,1.2783708857057308,0.25062120100094576,Iris-setosa
+59,5.115365833844667,3.759730472487105,1.4677191410847716,0.3183218980159503,Iris-setosa
+60,6.07462873714741,3.099789852456726,4.288990865160153,1.6506779642719973,Iris-versicolor
+61,5.270716276664638,2.9892679777567213,5.4743004806601805,2.064842852813714,Iris-virginica
+62,6.09373691429252,2.839085164797311,4.785611027691874,1.3097774690377713,Iris-versicolor
+63,4.756160517668144,3.3418839878901085,1.353241988456033,0.22742762318517806,Iris-setosa
+64,5.37536743209556,3.131956268049151,5.204918077803823,1.9101626667435678,Iris-virginica
+65,4.948239436894281,3.2211336355013405,1.42678428351711,0.2261505895326912,Iris-setosa
+66,4.93876042074156,2.9274021395826573,4.656952555797959,1.9332546929883203,Iris-virginica
+67,6.327270624345944,2.8784178013318855,3.827667981624634,0.9161802635396481,Iris-versicolor
+68,5.926148175047577,2.341959524829912,5.042421991629206,1.4030670702257213,Iris-versicolor
+69,5.250357567272758,3.323301737936064,5.150198278969653,2.1140123546262104,Iris-virginica
+70,5.4676743121926,2.940987886772019,1.4449466606858812,0.12804850369415646,Iris-setosa
+71,6.715474268092705,3.27356001132563,5.850781186488765,2.111917873709093,Iris-virginica
+72,6.693464823971903,3.153948464232882,4.370534327004782,1.704801966163466,Iris-versicolor
+73,4.652353924713481,3.159393383416261,1.3702402775306597,0.25181216775622756,Iris-setosa
+74,5.20913002735692,3.3135131288335598,1.564185388150353,0.3074203755342927,Iris-setosa
+75,4.968044150815276,3.463802012828709,1.5181597127458564,0.29978936581012955,Iris-setosa
+76,6.085091425825488,3.102564644465735,4.751101764144368,1.7914783837477886,Iris-versicolor
+77,6.680384883139022,3.1013507177971595,5.547543896454162,2.176297848056093,Iris-virginica
+78,5.7633910499218945,2.8931800891404515,4.222814126992793,1.3929534285653788,Iris-versicolor
+79,6.5536025498126165,3.095095031938451,4.949999137962808,1.8764308541494277,Iris-virginica
+80,5.636875611101772,2.8680766845243997,4.156687919826593,1.323801108797198,Iris-versicolor
+81,4.824094706334055,3.2602486710113823,1.2853311784287849,0.08559647847081595,Iris-setosa
+82,6.441982607887638,2.766949170838661,4.842500034796649,1.5106305727274243,Iris-versicolor
+83,4.607998734426824,3.5158141669276635,1.301449991692739,0.2257792764608945,Iris-setosa
+84,7.448578049068308,3.2807260757144214,5.570502408494466,2.351395102157727,Iris-virginica
+85,7.149412498987182,2.9540444247879054,4.554549753528853,1.5655556119848375,Iris-versicolor
+86,5.547617634185107,3.0623629850968257,4.90882576543308,1.8702126168816302,Iris-virginica
+87,4.92382398669648,3.04075771925123,1.771653002045663,0.182235899704224,Iris-setosa
+88,4.6765038957750615,3.1404701162702624,1.428693451326943,0.18040857534270877,Iris-setosa
+89,5.406930653563807,3.5826350190451346,1.5146396901047534,0.2328914484902542,Iris-setosa
+90,6.267547475258784,3.176865426525931,4.968792156422485,1.5924700409087307,Iris-versicolor
+91,6.153698856843271,2.355626194915274,3.172128498866021,1.0854532436565718,Iris-versicolor
+92,6.83442672535696,2.9044296343065934,5.371187565086663,2.081016966787852,Iris-virginica
+93,7.041615815050319,2.5057590902554754,5.500574830403759,1.9167436137804674,Iris-virginica
+94,4.761695337172474,2.8867827000250808,1.0495472261593393,0.15883307680613357,Iris-setosa
+95,5.18538687172628,3.077687299210806,1.5904596886406206,0.4068651533578982,Iris-setosa
+96,5.163780901595459,3.271800824355367,1.3597763687709812,0.292735791039754,Iris-setosa
+97,7.238400140625795,2.9981655225547357,5.27478968563279,1.6791488244003068,Iris-virginica
+98,4.519074770100572,3.3040553439367635,1.3610857754112355,0.15786128153706389,Iris-setosa
+99,4.768873993647148,3.0880625183404944,1.466863338780261,0.14520093521686328,Iris-setosa
+100,4.847641038080242,2.9518748296852424,1.5664324345036422,0.12469917614019879,Iris-setosa
+101,5.913913289085002,3.009856174952147,4.538738564177778,1.4023977916613737,Iris-versicolor
+102,5.183053466400198,2.592662726042272,3.7198620270783085,1.2899249518666738,Iris-versicolor
+103,5.120178838688198,3.085350381981735,1.2317681614491167,0.12938154814751202,Iris-setosa
+104,5.285362078509158,2.3803672724735225,3.62757314182734,1.0584161933297964,Iris-versicolor
+105,5.5150749797745355,3.517093611135065,1.4721333225243791,0.38902259680406887,Iris-setosa
+106,6.419473134394735,2.9626203805322726,4.880210373368144,1.7555393926056544,Iris-virginica
+107,6.583705766921507,3.4419653928077802,5.883164720432767,2.2785978882920688,Iris-virginica
+108,6.704454821695886,2.8016499318467094,4.5546955483911535,1.0428865066630657,Iris-versicolor
+109,7.226750334165545,2.530213494583035,5.756367022373117,1.9761478634902179,Iris-virginica
+110,8.237243701398075,3.5777530353508693,6.34075833561091,2.0008026269739934,Iris-virginica
+111,7.275249360809187,2.990714057546842,5.639592498413031,2.143042408119766,Iris-virginica
+112,6.041085720905929,3.075161220257011,4.8985155050177855,1.3999096676053915,Iris-versicolor
+113,7.155463998418014,3.1098501451140605,4.257118371348253,1.3322083104691789,Iris-versicolor
+114,6.271914975468487,2.9939236452098608,4.227264406113354,1.6393291814458713,Iris-versicolor
+115,6.527263029324869,3.038485654367101,4.4538455481675765,1.5991954203478098,Iris-versicolor
+116,4.5771755678470685,3.158925833683822,1.1868695587156817,0.21772669487950638,Iris-setosa
+117,5.3041151844342505,3.5513668820553312,1.37423462776897,0.20913550652427867,Iris-setosa
+118,6.466231924902562,3.200489996339712,4.626856902167385,1.7527201541762334,Iris-versicolor
+119,6.4673495766567655,2.4380774132731293,4.603012352883232,1.381444432980502,Iris-versicolor
diff --git a/iris/tvae/0/0/test.csv b/iris/tvae/0/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/0/train.csv b/iris/tvae/0/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/0/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
+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/0/0/val.csv b/iris/tvae/0/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/1/synth.csv b/iris/tvae/0/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..53a67d3c82118d3f3b2c140aa49406789a41eb49
--- /dev/null
+++ b/iris/tvae/0/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.011029597092918,3.133054437547182,1.4175453703560863,0.1558001440532607,Iris-setosa
+1,6.282008178566397,2.54580129781958,5.150317153578802,1.9206688905926494,Iris-virginica
+2,4.3327532863184,3.17668497953471,1.4702672470640281,0.001898777275297081,Iris-setosa
+3,6.369622687916852,3.273870472829954,4.908264255247054,2.1528030140414227,Iris-virginica
+4,5.32366399152204,3.2667396962734485,1.353835808946013,0.2385592607153652,Iris-setosa
+5,4.693784441875361,3.8118180021567145,1.4960505492230822,0.318067793098461,Iris-setosa
+6,6.427119146386658,3.3303739325393718,1.4573309072112903,1.3920485166977064,Iris-versicolor
+7,4.870917158698747,3.46525702773158,1.5078232567920924,0.15186474992541027,Iris-setosa
+8,5.623459900583498,2.1613667175609446,4.141546409038078,1.1673240438543058,Iris-versicolor
+9,4.955297110034386,3.4477536020776967,1.3507772733175236,0.25172214364988554,Iris-setosa
+10,5.279462037695939,3.1497360095617073,1.4858634509399578,0.25621383147742366,Iris-setosa
+11,6.366930096586794,3.042112432865531,5.856928955012111,2.1882633400372993,Iris-virginica
+12,5.676374067129591,2.5248197262860366,3.241991072352114,1.2879177929783006,Iris-versicolor
+13,5.923407276832407,3.651240995767159,2.010639714472922,0.4831078683869414,Iris-setosa
+14,6.89953382387408,3.1288142010859206,4.92264844296117,2.061431433865766,Iris-virginica
+15,5.394070553565985,3.041779907925771,1.3491280668542016,1.586025500760569,Iris-setosa
+16,6.82161002119667,2.970356680832104,6.141685366469347,2.4722513410274365,Iris-virginica
+17,4.44013477233349,3.096961828498928,1.3519963337213796,0.10011077762884266,Iris-setosa
+18,6.310836553984778,2.9765560309261105,4.790582657650609,1.2795375788451295,Iris-versicolor
+19,5.091892918037071,3.291646640274632,1.4218286210982325,0.28514107891158974,Iris-setosa
+20,5.628914094861563,2.6131450055832657,4.348614726359649,1.4386102674820105,Iris-versicolor
+21,7.118939995993367,2.7099677960844164,5.333344039877776,2.1275845541995335,Iris-virginica
+22,6.954876057194544,2.946595299270611,5.289165002247093,1.6927419504818002,Iris-virginica
+23,6.730867290678337,3.209351457923318,5.212145350381239,2.1379962934885386,Iris-virginica
+24,5.4093177208983905,3.7696828987194753,1.4870539375447525,0.26720299982375406,Iris-setosa
+25,4.903628390302284,3.2214811967488717,1.6659425095894687,0.2618371423038589,Iris-setosa
+26,6.808189046363248,3.4357732098942715,5.964609726322605,2.3297563327771145,Iris-virginica
+27,6.3625719980630295,2.9459335190257536,5.714446844959703,2.12769719740488,Iris-virginica
+28,7.074043574396843,3.074221167437612,5.923659951926407,2.0678730225540995,Iris-virginica
+29,4.940932706742556,3.162470376512817,1.423613583889007,0.1984603989245398,Iris-setosa
+30,5.830292143413865,2.9672714935292803,4.677661509351451,1.2245911221687946,Iris-versicolor
+31,6.261934181003375,2.8286162834933064,4.772765227067066,1.7613966144013775,Iris-versicolor
+32,4.930522058703174,3.5331520471484175,1.5664793159926398,0.18532738163542684,Iris-setosa
+33,6.198126289415886,3.4004674402977164,4.836291693877387,1.513521928925508,Iris-versicolor
+34,4.510477943652848,3.1375048710296825,1.3797965885663164,0.10032549680641625,Iris-setosa
+35,7.0567253423084555,3.172774081699047,5.589322438168791,2.4558211662491813,Iris-virginica
+36,4.221307951710265,3.029645129958608,1.288436187470187,0.016228050806800065,Iris-setosa
+37,5.181185855972422,3.295701389471332,1.7230812085352991,0.4220109518157058,Iris-setosa
+38,4.777597214598129,3.2494764528707165,1.312887222565851,0.15084795390132755,Iris-setosa
+39,6.327788797365926,2.081290750271957,4.735287392173112,1.6366602196359576,Iris-versicolor
+40,6.906534850354801,3.068775021912807,5.644109012832687,2.13130758032041,Iris-virginica
+41,5.412191565719452,3.0168564991306686,1.4169516627857162,0.18612686474171347,Iris-setosa
+42,4.1254609293443485,3.0407889625985556,1.3908875869362485,0.07915721510249016,Iris-setosa
+43,7.194057225684112,2.6976444114380245,5.457824324626764,2.1183020837087554,Iris-virginica
+44,5.028240126789732,3.5469622379739123,1.6575081092851272,0.40703150335183114,Iris-setosa
+45,4.8583998955535455,3.1540051102061732,1.5500111199431068,0.2589104336387669,Iris-setosa
+46,5.007841807245145,3.5388063076393146,1.6459100201914434,0.2927186123053416,Iris-setosa
+47,8.46773507197953,3.5136293508482286,6.401868997938422,2.0889011113868983,Iris-virginica
+48,5.463211885378372,2.438752593273274,3.384630358919484,1.1197230021718405,Iris-versicolor
+49,6.185940958786967,3.396459510602078,1.9257804381315031,0.6397860538367348,Iris-setosa
+50,6.735082897741308,2.779172725591696,5.079438748443209,1.7673600514430654,Iris-virginica
+51,6.386299806930573,2.99739383217999,4.814215643480811,1.9388912311057296,Iris-versicolor
+52,6.134020926213944,2.9573766770802474,5.26483225718769,2.0032137614034635,Iris-virginica
+53,4.855043335732038,3.3623186974128134,1.5906701352518204,0.4255772405024262,Iris-setosa
+54,4.822174172756888,3.2999953189738793,1.4684251044831793,0.04963764261482689,Iris-setosa
+55,6.435895053649081,2.870240104071553,4.561677206649837,1.2178941473741207,Iris-versicolor
+56,6.632628252160383,2.190729522093304,5.306281136442346,1.4754384949919057,Iris-virginica
+57,5.079791714841499,3.1975384385553203,1.5732121415713505,0.28842775304759766,Iris-setosa
+58,6.4979292320398185,2.949183409282259,4.651602003601906,1.6771020534673993,Iris-versicolor
+59,6.443193997352033,2.7295111068782516,4.722433143108631,1.1376897861471404,Iris-versicolor
+60,6.333751782881576,2.9704723510888917,5.8035241014725765,2.2074763731014095,Iris-virginica
+61,7.049522457415756,2.7108609233920604,4.915113307450902,2.052018339836291,Iris-virginica
+62,7.74381571634063,3.3771603179369936,5.959877639006952,2.18322045165465,Iris-virginica
+63,4.997099151271933,3.2555584011891927,1.4401349734806472,0.24449995766464633,Iris-setosa
+64,5.557898214764271,3.1477304417125707,5.074517781216216,2.348326481606919,Iris-virginica
+65,4.808069696729466,3.163333950373547,1.6224903457287592,0.21702596061083934,Iris-setosa
+66,7.152484733486954,3.164551466266141,4.4840285013426415,1.3256772214462065,Iris-versicolor
+67,5.4528815593441475,3.5960104781376283,1.3470412548840356,0.26947402486364896,Iris-setosa
+68,7.069471280647541,2.5386979939056507,5.109823515365539,1.5921627469124677,Iris-virginica
+69,4.901244499878121,3.2862850765305147,1.6051837350288098,0.41999471900529345,Iris-setosa
+70,5.289792404576246,2.693239484365867,4.4243798021509395,1.4449237509582769,Iris-versicolor
+71,5.807026048142188,2.8836546194739623,4.609070666242058,1.5705816517998286,Iris-versicolor
+72,5.191834462777328,3.7709509591513273,1.6606278501429959,0.3527057340619575,Iris-setosa
+73,4.819656684040984,3.3961107819728698,1.3260917710991627,0.16633209377976355,Iris-setosa
+74,6.591044708546387,2.7004791730887714,5.86672378174475,1.985945336239998,Iris-virginica
+75,6.137217416860494,2.9345840765088997,5.780834996720476,2.3013452657332794,Iris-virginica
+76,4.756188709140652,3.182414606864078,1.5746689303698909,0.23514221525298493,Iris-setosa
+77,6.5564823210583105,3.1187686300769673,4.832012548437275,1.8604016224855269,Iris-virginica
+78,5.990675915101424,4.168119006708373,1.5078774653923466,0.39294823398621437,Iris-setosa
+79,6.43061832692765,3.2904599801881798,4.495298979327514,1.7713431457606696,Iris-versicolor
+80,4.366861851228806,2.9508224904125644,1.379195752265133,0.1712435795694548,Iris-setosa
+81,4.9779455660670395,3.53897356516739,1.6037334333045183,0.37949666727517506,Iris-setosa
+82,4.665621040248458,3.161943994059625,1.4472001439426634,0.10914711026415416,Iris-setosa
+83,7.6530333041885745,3.4893857942928497,6.062974237382532,2.507997796631699,Iris-virginica
+84,6.308411797658801,2.9913048163512554,4.88183023840838,1.5668051002195897,Iris-versicolor
+85,4.878985914570226,3.427128203197758,1.7739881797265926,0.40392071198666823,Iris-setosa
+86,6.043035014385025,2.90474542163357,4.475909999512966,1.4380132886136658,Iris-versicolor
+87,5.028236588369057,3.089026318019747,1.7814469372115107,0.8233611637078883,Iris-setosa
+88,4.939782499512991,2.969546728514813,1.4703639011771266,0.18712069268531084,Iris-setosa
+89,6.517454271657283,3.6613459586249935,1.9168628928375837,0.6323956793544777,Iris-setosa
+90,5.027010937682837,3.693473313685267,1.442829991101827,0.13854417282992665,Iris-setosa
+91,5.755106214330405,3.6115397750272877,1.9886930293935257,0.5814964643485663,Iris-setosa
+92,6.423049889639039,2.982395788863685,4.925448311988623,1.9101837947280633,Iris-virginica
+93,6.306293450505474,3.2273370479366363,5.511247468218507,2.259760498658671,Iris-virginica
+94,5.339331830107982,3.0845376201406784,5.5505301027638785,2.29194687925229,Iris-virginica
+95,4.975870801359728,2.506713267838575,3.4063856923269555,1.0067124755096697,Iris-versicolor
+96,5.070010005526824,3.8337824350587235,1.1320470141959125,0.1357763340569044,Iris-setosa
+97,5.588224778541142,2.999888457783029,4.699455989401306,2.1926373323488035,Iris-virginica
+98,6.388269476411031,2.4556117316629686,4.962851265947973,1.5710376416667207,Iris-virginica
+99,8.007370499206774,2.9675407416745,6.22702087992051,2.1698396039316705,Iris-virginica
+100,5.251009996324022,3.8596267885726276,1.2383818267233484,0.15102907061281495,Iris-setosa
+101,5.031706100477931,3.533343305454479,1.5160350523240451,0.13024763449596605,Iris-setosa
+102,5.226599794267935,3.4446660398857527,1.599987176492006,0.4843227940032691,Iris-setosa
+103,5.327423570637524,3.7223469583425635,1.5476006361269399,0.29931585216811757,Iris-setosa
+104,6.442234595805994,2.833845635470638,5.0598153796367615,2.003180665061872,Iris-virginica
+105,5.155516648548255,3.590299742514857,5.279242317165877,2.1371588035741254,Iris-virginica
+106,5.457076293530147,3.693449132698797,1.4543791229646548,0.30772169851223286,Iris-setosa
+107,5.928057994100115,3.0508770357897426,4.401184124992464,1.707888985779495,Iris-versicolor
+108,7.379236821596843,3.0838323293721075,6.303993922922653,2.315187648753341,Iris-virginica
+109,5.012652888622204,3.2779295594580127,1.4892528151111477,0.3381320188217343,Iris-setosa
+110,4.415551484829377,3.211394913515556,1.4546715009450353,0.2283631654742297,Iris-setosa
+111,5.191938557703192,3.5585637743295537,1.5387632722230402,0.2257575485573273,Iris-setosa
+112,6.203945801386704,2.49674329211793,4.2302732193351975,1.1936711297431,Iris-versicolor
+113,4.799094337508004,3.911634530084175,1.6714038505002176,0.45089658121078513,Iris-setosa
+114,6.444201700747939,3.0476393003346747,4.420477866548701,1.383181651573735,Iris-versicolor
+115,4.378947643703973,3.0896567914094524,1.2177886559691797,0.15057172959603565,Iris-setosa
+116,5.069537671477704,3.2471231367712683,1.6829925067353846,0.3434036931416241,Iris-setosa
+117,6.097959589787468,2.84456864828947,5.098181042952934,1.7547701619084628,Iris-virginica
+118,6.4705430719752,2.7121622612382303,4.546731548992537,1.4628904857620795,Iris-versicolor
+119,6.991747089561007,2.5737822081146655,5.822130087733315,1.9156590827599116,Iris-virginica
diff --git a/iris/tvae/0/1/test.csv b/iris/tvae/0/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/1/train.csv b/iris/tvae/0/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/1/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
+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/0/1/val.csv b/iris/tvae/0/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/10/synth.csv b/iris/tvae/0/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d857f7b9c442f5e3c6a9afe2e8532d5a8a6f7bd5
--- /dev/null
+++ b/iris/tvae/0/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.393804616020976,2.9717078946944206,1.1534461665060671,0.17027050657482454,Iris-setosa
+1,4.954025072840943,3.0035428921815095,1.3283142789663072,0.19105951186804743,Iris-setosa
+2,6.078217582659627,3.067297081171078,4.648387750164552,1.9245698642005,Iris-virginica
+3,5.328895236800486,3.4223604030150714,4.80631949537357,1.9331524590148847,Iris-virginica
+4,6.112265111155798,2.425327728970469,3.9417559308449803,1.066733128821107,Iris-versicolor
+5,5.73739608441029,3.450748588479965,1.7248140248127912,0.5148740479684106,Iris-setosa
+6,5.388946400899557,3.325400946405877,5.342474876685825,2.083514581156653,Iris-virginica
+7,6.989273098881111,2.2336689808756267,5.801260698563945,1.8410208475483492,Iris-virginica
+8,6.028350150046239,3.0067287038892325,4.802714984693555,1.3285661705508232,Iris-versicolor
+9,6.602454986565866,2.638351230903603,5.982249127727416,2.189850213406282,Iris-virginica
+10,4.6065358333491435,2.978656304241482,1.283563861514285,0.20721939449710888,Iris-setosa
+11,5.308281858708795,3.1923501349380574,1.5556779335053168,0.25585919130660956,Iris-setosa
+12,4.905611875395233,3.243320490803378,1.4479310142650623,0.3587035795675392,Iris-setosa
+13,6.517160844772193,2.8888586420050135,4.6285886722459315,1.0943591877925654,Iris-versicolor
+14,4.756173260604179,3.0082428181466554,1.493294298929053,0.24027660062642484,Iris-setosa
+15,7.014223341318372,3.322194064822769,6.110636015068227,2.473882779838604,Iris-virginica
+16,4.590587133838554,3.198368372094363,1.3327822861773992,0.13750898237600234,Iris-setosa
+17,5.4001884491944505,3.11039896355657,1.5394327101574454,0.08551835579528316,Iris-setosa
+18,5.891764794968827,2.5028550410095627,3.470180209557131,0.8662898762760797,Iris-versicolor
+19,5.1199021639030455,3.2528109050541016,4.766744036878912,1.9311377887480563,Iris-virginica
+20,6.084342913528691,2.917174911162743,5.659052170263354,2.0225764281330147,Iris-virginica
+21,5.722813651775289,2.5375706952539767,5.005248615381166,1.655617315168978,Iris-versicolor
+22,7.175784023212612,3.1584231684190773,6.153046701569802,2.1929933075549997,Iris-virginica
+23,5.785167834321513,3.1715866687016945,1.1967891414990763,0.18087520878615776,Iris-setosa
+24,6.975707384757964,2.9304173327146397,4.880942863288259,1.953823605959185,Iris-virginica
+25,5.166946030267988,3.9020784604169716,1.3636541814567753,0.15686112484400705,Iris-setosa
+26,7.07185846456481,2.8344797643773774,5.855775686575041,2.2218798964748476,Iris-virginica
+27,4.468672677506664,3.0566278477587314,1.2009140747659937,0.1119243459824262,Iris-setosa
+28,7.065007733223562,3.1556977031058544,6.063534271902428,2.332874000682752,Iris-virginica
+29,5.02256927588766,2.4798927641666713,3.4079525131131323,1.0961919225174233,Iris-versicolor
+30,5.35404241406273,4.0265570210393395,1.4266679116935892,0.21717570616934542,Iris-setosa
+31,5.009436935263713,3.8080890956236084,1.4864210096250652,0.27992250432589316,Iris-setosa
+32,5.271214502319767,3.79834810401423,1.3736474472645424,0.27134417936200617,Iris-setosa
+33,5.8211382324445164,3.1662556597699045,4.55783610872307,1.6485933934425634,Iris-setosa
+34,5.482664757022587,3.6963259715893395,1.353336403781707,0.23136251174046427,Iris-setosa
+35,6.515966389806387,2.665913696239052,5.176519134592317,1.9984901272918285,Iris-virginica
+36,7.910079868448408,3.5001695528606565,6.7244667959528615,1.9143968751997236,Iris-virginica
+37,6.206138474268099,2.817365137286054,4.685846571790677,1.3886537021818843,Iris-versicolor
+38,7.192961236660432,3.019344549933616,5.709511240104273,2.114075327485422,Iris-virginica
+39,6.233117629221498,2.7289553391278414,4.79426731608212,1.6881115705446788,Iris-versicolor
+40,6.7064817923467634,3.528582215007475,5.471598007230903,2.425806415234561,Iris-virginica
+41,6.202056310118822,3.122051259077786,4.573708918507882,1.2824463695046053,Iris-versicolor
+42,5.554971660282893,2.5010160906599244,4.42901447101348,1.260975419576571,Iris-versicolor
+43,6.266789355425569,3.1140771828114757,4.900558937608534,1.8777807043443957,Iris-virginica
+44,4.386029615834199,2.8296120793544564,1.750376528392775,-0.09968076917492241,Iris-setosa
+45,5.043033360833979,3.072403718845034,1.5845977383911403,0.336211175900861,Iris-setosa
+46,4.988157301484583,3.4169838238788857,1.6297200924173818,0.377482121931476,Iris-setosa
+47,6.8767412844304685,2.914802695405639,5.5513740992047165,2.193371400964518,Iris-virginica
+48,6.543173195054297,2.715953782667176,5.406496545725479,1.670365574027392,Iris-virginica
+49,4.869210765645983,1.940881502987399,2.329257090143298,0.7913482428491602,Iris-versicolor
+50,6.222426918443443,2.989697074091017,4.471066650729688,1.4959956463841129,Iris-versicolor
+51,5.25106777903798,3.401077763559361,5.2072102699929985,2.116515382734874,Iris-virginica
+52,6.4074593686697305,3.015279033899595,5.071497138799131,1.2976009214435842,Iris-virginica
+53,6.134845425067846,2.843662223663411,4.228710036643467,1.4759126633969062,Iris-versicolor
+54,5.220049142439623,3.2856169376877453,1.839388696781822,0.4451711265824137,Iris-setosa
+55,6.664939596778431,2.939159119698933,4.457500897464142,1.4288933164204103,Iris-versicolor
+56,7.500631618608589,2.77169523019295,5.368864099016018,2.071380963117833,Iris-virginica
+57,6.512797050293446,2.23245597745089,4.723304349561986,1.4702759235818328,Iris-versicolor
+58,4.923354441916432,3.26027193865664,1.5406921968021732,1.169904367074771,Iris-setosa
+59,4.878514927830288,3.1754853417085505,1.6074261530400116,0.23950898359716585,Iris-setosa
+60,6.031298672221951,2.608826396825129,4.3282122475867695,1.3912735224703485,Iris-versicolor
+61,6.754592941155889,2.788815396378104,5.90189782339992,2.227541883587369,Iris-virginica
+62,4.98273120014293,3.1555320175686967,1.4754428437191927,0.20445907479330294,Iris-setosa
+63,5.940457164857007,3.0363268733444055,4.450360364250238,1.5858893329285957,Iris-versicolor
+64,4.834673070813502,3.9280933279526002,1.629384383859853,0.4655509410568457,Iris-setosa
+65,5.164451197369141,3.8315033118557236,1.5294014536404752,0.1911557054266977,Iris-setosa
+66,6.246660099505577,3.166681429638573,5.058592210040634,1.334491977670724,Iris-versicolor
+67,5.170205791927969,2.9903094395370586,4.3990758018347,1.4557345681070009,Iris-versicolor
+68,5.467302887494018,2.4157049320420176,3.8598441806709243,1.2220002715441658,Iris-versicolor
+69,4.290747839929195,3.387168477224371,0.9137740440500064,0.15413289856528856,Iris-setosa
+70,5.247187385909119,3.2869954164355204,1.9121424632637696,0.34445254200468856,Iris-setosa
+71,4.95501142360585,3.290016342332507,1.3098065071944285,0.22989371005833953,Iris-setosa
+72,6.660790776130937,2.8116252376055275,5.844832070685105,2.1849748026919684,Iris-virginica
+73,6.9298202865053415,3.441658081110302,5.4891533397834955,2.5435148351177914,Iris-virginica
+74,6.34487692977485,2.8943247522773494,4.498417735899531,1.4888940888512328,Iris-versicolor
+75,5.793551874115113,3.21536478699249,5.099033632633747,2.117194935838858,Iris-virginica
+76,5.8655540919709575,3.055942096379886,4.7431177737030055,1.7013788814181503,Iris-versicolor
+77,5.520543758417506,2.9545137063410554,5.070019684255113,1.8526189847105368,Iris-virginica
+78,5.043757524596396,3.2079683724713233,4.473401878154609,1.1081691189751588,Iris-versicolor
+79,4.821483243077861,3.4693109932688824,1.5803001768423317,0.3469650546290937,Iris-setosa
+80,5.500363919437413,3.32323087839155,1.7518229048976772,0.28659443903133375,Iris-setosa
+81,6.818694366997608,3.312770592187839,4.819799393631236,1.6589351982397686,Iris-versicolor
+82,4.472365548054723,3.429671168460521,1.5899903149234105,0.4449251262549465,Iris-setosa
+83,6.838275354398461,3.1093681032428155,5.983666622523689,2.284847938674063,Iris-virginica
+84,6.839246861956905,2.7137147539991475,5.314398442950863,2.0621141287747466,Iris-virginica
+85,5.260680329108891,2.1650697835262687,4.7516520504866975,1.2920259362930877,Iris-versicolor
+86,5.458494605903812,2.5700670222405546,3.303752846841565,1.1639252191713485,Iris-versicolor
+87,6.823653570458302,2.826913786865726,5.547584574066141,1.9745951715112786,Iris-virginica
+88,5.052576441674977,3.269735055616326,1.6049560251246038,0.24274142257069362,Iris-setosa
+89,4.575233699394209,3.0294193507735665,1.4734203973261644,0.19850917652121247,Iris-setosa
+90,6.221181000169951,2.3813657324727133,3.8847824705926812,1.1476606061576562,Iris-versicolor
+91,6.579796288218853,3.4215871038692334,5.406604610757639,2.308279515929871,Iris-virginica
+92,5.586841067684253,3.76352147483512,1.7792768188111965,0.44569787427896046,Iris-setosa
+93,6.975184100091536,2.8618905970497557,6.0673717382615076,2.3099284432998903,Iris-virginica
+94,6.879997422689508,2.9010324319336345,5.256712209821274,1.9304739938756799,Iris-virginica
+95,4.742833127048459,3.1455164331766565,1.5585352404680881,0.2696736742253272,Iris-setosa
+96,5.161821237554886,3.4778858498961496,1.5069604695560617,0.2582423371832375,Iris-setosa
+97,5.89523366719117,2.599408885654004,4.651904131913657,1.4402268686632373,Iris-versicolor
+98,4.969253733641952,3.317991777397616,1.484893942570191,0.09705349116388351,Iris-setosa
+99,6.31167759101687,3.3829050977853377,5.407109848561435,2.2564095326162654,Iris-virginica
+100,5.229596955048654,2.9995569627931298,5.128479708032972,1.6737167663800387,Iris-virginica
+101,5.496854051301522,2.884894014763142,4.652557170738762,1.3996030577420342,Iris-versicolor
+102,6.23680519024273,2.09424629939892,5.378575873416624,1.85424902855037,Iris-virginica
+103,5.460599861996179,2.6190423259069426,4.168082015094097,1.2322434368820416,Iris-versicolor
+104,6.0743915416108285,2.7898408641050976,4.648014213219599,1.1850939685120494,Iris-versicolor
+105,5.7091805712476065,2.591730934626173,3.4796480098469686,1.3873548835676213,Iris-versicolor
+106,6.188512352972075,2.622855235580519,5.253013154545032,1.587631694115467,Iris-versicolor
+107,5.167205608987314,3.361991115432316,1.4255799870147692,0.131963126433533,Iris-setosa
+108,4.7045844208719325,3.1712737738421017,1.5829613512888603,0.20375972120782143,Iris-setosa
+109,4.941379824124616,3.1820135038178816,1.5415788620435522,0.36297743027831275,Iris-setosa
+110,4.886806187288031,2.994046601890341,1.3084094167150961,0.1883463273625124,Iris-setosa
+111,6.108636638293621,3.4439593228180048,5.4717490665270425,2.553262168100625,Iris-virginica
+112,7.428938720379973,2.8943804996009557,5.027343314497369,2.0972522549856474,Iris-virginica
+113,5.757502397612843,2.8580221994930803,3.9470807408844175,1.2361322005136295,Iris-versicolor
+114,6.035300512245998,2.7041525960359705,4.202720225068478,1.5095404400924513,Iris-versicolor
+115,6.021626375811042,2.609951938933881,4.910447182322125,1.1708984729798175,Iris-versicolor
+116,5.315504294439857,3.167767936031336,5.500814074318468,2.171690398092689,Iris-virginica
+117,5.138147588897273,3.0302695482461077,1.7045301516050366,0.25189821237911,Iris-setosa
+118,5.2096995130225,3.0396979529745214,1.6290386952199056,0.38248318432353334,Iris-setosa
+119,5.3238847089389125,2.7212117072917232,4.204378396276615,1.126326375464012,Iris-versicolor
diff --git a/iris/tvae/0/10/test.csv b/iris/tvae/0/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/10/train.csv b/iris/tvae/0/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/10/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
+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/0/10/val.csv b/iris/tvae/0/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/11/synth.csv b/iris/tvae/0/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..adcc1848940aa5d55f28821501d4dc4b01e4e894
--- /dev/null
+++ b/iris/tvae/0/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.774183007150869,2.9051983926157354,4.905540079019687,1.3079043678541655,Iris-versicolor
+1,4.839687876376596,3.0644519859949155,1.5019759322892727,0.20807643619475863,Iris-setosa
+2,4.951674136779479,3.0830077060054055,1.4870940610118095,0.16040484499829394,Iris-setosa
+3,5.397032798484,2.921790269476152,4.779209204589864,1.9197524135108335,Iris-versicolor
+4,4.856079321068571,3.283022569123079,1.2893937508796252,0.1902974997411641,Iris-setosa
+5,6.029895017504936,2.8032725786896293,4.293439467416169,1.3843836849361528,Iris-versicolor
+6,7.308002822763046,3.2917668654014,6.066957245964679,2.276930345524911,Iris-virginica
+7,6.533797177180112,2.9758218714480202,4.790935902137119,1.6252299473892675,Iris-versicolor
+8,6.2434015169489285,3.031569049652763,4.375992009324933,1.2643711281825596,Iris-versicolor
+9,6.420920150674572,3.0924050965776133,5.190968033030239,2.0622685940744065,Iris-virginica
+10,4.649870447457927,2.972975794584246,1.4138670442151993,0.17478058544130948,Iris-setosa
+11,4.85586028972721,3.701271097448519,1.563407337076222,0.331396099953296,Iris-setosa
+12,6.742364054810984,3.0730120448712954,4.920480683711053,1.5083726117761123,Iris-virginica
+13,5.3049889863795165,2.9516598719841136,5.183879652749862,1.8107353458991227,Iris-virginica
+14,5.0560738613071345,3.7384982392114496,1.638817466501371,0.3093937268059978,Iris-setosa
+15,4.469627849006997,3.2555532604585227,1.4012236859089189,0.23398820153961092,Iris-setosa
+16,8.411928586270337,4.239931763398377,6.885821425301296,2.357967479736544,Iris-virginica
+17,6.814823853120357,2.999834965145512,4.463235108480775,1.3747321147570621,Iris-versicolor
+18,7.191042999973533,3.6837409692519403,6.086751222921553,2.1357148881172123,Iris-virginica
+19,6.282921685547742,2.9311764084797463,5.088426260388395,1.7130960337192165,Iris-versicolor
+20,7.109095373045683,2.5877656810896954,5.536806067933269,2.2140272519107094,Iris-virginica
+21,6.205419518239916,2.9985454064234953,4.929768118674253,1.6285683941587434,Iris-versicolor
+22,6.858925971793731,2.8410881511156743,5.969339628866845,1.9350810874591742,Iris-virginica
+23,5.166947514919834,3.35737399152133,1.170718423380376,0.11432196926813754,Iris-setosa
+24,7.063151808285681,2.689938908248556,5.739503714234873,2.052250964739045,Iris-virginica
+25,6.92413165308515,3.3211819869862067,5.844004565849681,2.083960567263466,Iris-virginica
+26,7.413121644085131,3.4513725792283467,6.295159222755648,2.5411772246016735,Iris-virginica
+27,5.955134333108674,2.910927615307858,4.452466633499925,1.3926496431758553,Iris-versicolor
+28,5.009206687214023,3.466428608594086,1.3920409252588697,0.14624407016667657,Iris-setosa
+29,4.721523091997573,3.1843338946202553,1.6963158949565567,0.8050458827632796,Iris-setosa
+30,5.413760124486059,3.987917274544202,2.018584737379105,0.5835615874012163,Iris-setosa
+31,6.203884347223132,3.090655760086726,4.723517343279923,1.5806043717297564,Iris-versicolor
+32,5.694930592235572,3.135752878551629,1.3312713980897732,1.2000655315557178,Iris-setosa
+33,4.910907975538521,3.1149708468568598,1.3546957197076677,0.28918477768127804,Iris-setosa
+34,6.925617930154537,2.953806933928335,5.925896658709222,2.201160999169493,Iris-virginica
+35,5.7336780405820384,2.7224900673557797,4.013430329150106,1.251555978224915,Iris-versicolor
+36,4.8992054481746,3.13822383905461,1.36665213920397,0.30788244140572224,Iris-setosa
+37,4.9385227480317315,3.4240821727042565,1.3111479529342267,0.1863975930600255,Iris-setosa
+38,6.164156772909895,3.1146233017631,5.429240691835632,2.413059508956839,Iris-virginica
+39,6.583618707626007,3.0367867910382857,4.359194595612616,1.5951699747659447,Iris-versicolor
+40,6.30643081165537,3.0414911113847025,4.771559538755347,1.8584180450603234,Iris-versicolor
+41,5.270821926778392,2.907042681283582,4.113323503489556,1.4703107224208491,Iris-versicolor
+42,6.466197906431357,2.9248923755070013,4.973735086115542,1.8414479986364016,Iris-virginica
+43,6.439123768417092,2.3292572508878195,5.592855081766087,1.7600135275462343,Iris-virginica
+44,6.7012459305026155,3.178208989709331,4.560630503508829,1.5346749970719027,Iris-versicolor
+45,4.827859007710739,3.365814263265099,1.6019624809728814,0.20291802294547936,Iris-setosa
+46,5.25898432205309,4.033416459894492,1.3858799411365452,0.1619721649775442,Iris-setosa
+47,6.550262680317055,3.039336201040666,4.957009093620789,1.7789719523351573,Iris-virginica
+48,5.3514235164747275,2.701598533946585,4.404755441167676,1.408075269875881,Iris-versicolor
+49,6.090560914682339,3.1218356190513816,4.864433167191792,1.411141564184839,Iris-versicolor
+50,8.30111494774442,2.862481924727112,6.7589023403622,2.0878441740458498,Iris-virginica
+51,6.291636731701843,2.749092343752764,4.8335414761952125,1.2541529225382617,Iris-versicolor
+52,5.231798063763624,3.567749918747015,1.2849599545179844,0.28923169958527545,Iris-setosa
+53,5.178697621197082,3.329543980011086,1.7759283393032974,0.47753311336425847,Iris-setosa
+54,5.128510111029416,3.3118837358190416,1.5602299079762332,0.2824969487018444,Iris-setosa
+55,5.0522098767132695,3.4862240582518034,1.3481927053478253,0.11740300511049365,Iris-setosa
+56,6.442851035160598,2.8463204211945365,3.7646603034465267,1.278259601241107,Iris-versicolor
+57,6.22895954070498,3.201270155549574,5.668930782904677,1.7154215024267248,Iris-virginica
+58,6.10478931080848,2.3006351316575224,4.262258009437886,1.6234308239475663,Iris-versicolor
+59,6.767906540975562,3.4767302406524667,5.68431014664135,2.381457210796577,Iris-virginica
+60,4.906579716890552,3.4669794848217323,1.457850223204009,0.30038174632912457,Iris-setosa
+61,5.072568218182279,3.3479558194644605,1.6147329918146585,0.6711202749036244,Iris-setosa
+62,5.712127128248385,2.7654613189133657,4.282494715291732,1.1531136753996183,Iris-versicolor
+63,5.242737827169266,3.1730578518687245,1.5617208871045998,0.40209777053104934,Iris-setosa
+64,6.6983100888954,3.171780388518491,4.353449731285174,1.417837503737771,Iris-versicolor
+65,4.8437821835896555,3.212335262547727,1.5667117613636008,0.2586792615910691,Iris-setosa
+66,6.402607939507308,2.614823428938997,5.228791404705832,2.20332046067017,Iris-virginica
+67,7.207177075738711,2.971539703961772,4.943538672312924,1.8536679702902064,Iris-virginica
+68,5.985707311099588,2.5262623783166385,5.205070424272641,1.289940954060439,Iris-virginica
+69,6.555869770724849,2.6238754025908126,5.4668909019069325,1.8088575765503447,Iris-virginica
+70,6.718617480855448,2.938482036627678,4.821350904308122,1.5473858813340928,Iris-versicolor
+71,5.2494243126891,3.5011228178936626,1.4857129641948736,0.23794955960937164,Iris-setosa
+72,6.1085395587069105,2.379042290689489,3.7758027385988004,0.8767927335230332,Iris-versicolor
+73,4.443961715680619,2.944633252156258,1.1954570728420237,0.022858154308631112,Iris-setosa
+74,5.11164889534444,3.1877611924346367,1.3831868950195008,0.16701901787750695,Iris-setosa
+75,5.461333590078823,3.5423252015058035,1.3545126384263813,0.23266412445796458,Iris-setosa
+76,5.356667856984181,3.072768908277731,1.4598441874597492,0.37847695055505987,Iris-setosa
+77,6.335240239376243,2.963611455779148,5.071842694168572,1.7099330902199725,Iris-virginica
+78,6.439941246314839,2.8774320454644133,5.142740919373962,2.2198384066653425,Iris-virginica
+79,7.209203091389519,3.5693529653730054,6.89262517552862,1.876893167418465,Iris-virginica
+80,6.549185567343254,3.5592375934680067,5.858481238712695,2.095852458628248,Iris-virginica
+81,5.832226803785657,3.3635011477210712,4.180225946136297,1.534791446119892,Iris-versicolor
+82,5.361291819406228,3.3444996640639135,1.4367816978338483,0.2692631915314392,Iris-setosa
+83,7.310230696143985,2.880358797824945,4.864240295945574,1.780128062468252,Iris-virginica
+84,6.024641466715693,3.081136113946247,4.874855679719382,1.7577369625443133,Iris-versicolor
+85,5.675873145053814,2.675042608359497,4.205062329939472,1.5317853899848743,Iris-versicolor
+86,4.371201233488517,2.9805467268976633,1.6029679981022469,0.03945646557979582,Iris-setosa
+87,7.0865390155778165,3.47764684636772,5.969743557493924,2.314802781338743,Iris-virginica
+88,4.6265460096563205,3.1465208832499707,1.489803083845019,0.18382499682403464,Iris-setosa
+89,5.865804954025813,3.0358810625692136,4.747982462682275,1.5033769858230264,Iris-versicolor
+90,8.279025821022106,3.9965515711759956,6.523131584881416,1.989759950410728,Iris-virginica
+91,6.241642238141966,3.3275783313009604,4.410613429928015,1.5907280778640114,Iris-versicolor
+92,5.260074589871867,3.4002156157669714,1.5376166733673025,0.7460402382145933,Iris-setosa
+93,5.924181849802231,3.1808893191269476,4.571892974320374,1.571317974038266,Iris-versicolor
+94,4.888217686075324,3.3485138819376985,1.5028797728971144,0.24553865020735985,Iris-setosa
+95,5.2304634966995245,3.75709673314092,1.6403925693850865,0.27043369061818423,Iris-setosa
+96,5.444416870682146,3.7082948156261475,1.4573159408768666,0.42598973070999685,Iris-setosa
+97,4.668515161868234,3.335556682444677,1.5935842543723413,0.21857174449203498,Iris-setosa
+98,6.643356279880974,3.147054960308692,4.570002442910037,1.5475057522317355,Iris-versicolor
+99,4.582994681820392,2.8359867419885196,1.6600722201418323,0.048640763572677354,Iris-setosa
+100,6.559824003072405,3.2044825824831467,4.445526987221505,1.3805047575802698,Iris-versicolor
+101,6.634064921200229,2.502717510911652,5.123391706450424,1.5364347057523229,Iris-virginica
+102,5.563666579520211,2.132649953968601,4.41547530970991,1.4640467171705553,Iris-versicolor
+103,6.410131443586343,3.0245784799954563,5.603450570274301,2.214244760169607,Iris-virginica
+104,5.319307824406103,3.1427228194579833,1.7168967466076968,0.21364435030505616,Iris-setosa
+105,4.9235187708476635,3.3974291218068435,1.1607726485190222,0.10511781496428343,Iris-setosa
+106,5.2817316853908505,3.361258167187967,1.4075427283449815,0.2720093444558695,Iris-setosa
+107,7.320848012800203,2.990081396209802,5.023204920484454,2.275225432919468,Iris-virginica
+108,5.296176908677472,3.6369314196607188,1.6931474875697945,0.4744794980353034,Iris-setosa
+109,5.07439903552411,2.3095599634876436,3.082907883301389,1.0950569341271235,Iris-versicolor
+110,6.4196792426970495,3.2003757352092865,1.534144284109043,1.3786404811115602,Iris-setosa
+111,5.6772262314242194,2.929504888117432,4.656737593997651,1.6044776250223456,Iris-versicolor
+112,4.650372522603549,3.3368465142449977,1.675383797388428,0.24329483065598012,Iris-setosa
+113,6.379869978557696,2.3118778840173544,4.539916805539994,1.1696483511546973,Iris-versicolor
+114,5.66245207261038,2.1971575654964544,3.238769992356029,0.8861818439707703,Iris-versicolor
+115,6.699464337060054,2.4089666425084952,5.3987002130720185,2.0631917810718607,Iris-virginica
+116,5.52602471815931,3.052860779839508,5.372391253757471,1.9730910016528207,Iris-virginica
+117,5.648103744999924,2.4919952929394054,3.436127045953685,1.0418344222965241,Iris-versicolor
+118,6.814006278208413,3.082624004371841,4.884493566228164,1.724290130689733,Iris-virginica
+119,5.934821529898855,1.9197793994925412,4.2339102081830715,1.1495660990324335,Iris-versicolor
diff --git a/iris/tvae/0/11/test.csv b/iris/tvae/0/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/11/train.csv b/iris/tvae/0/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/11/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
+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/0/11/val.csv b/iris/tvae/0/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/12/synth.csv b/iris/tvae/0/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7f728c11b4c48cb45695dc8df8dbceba23cd1a0c
--- /dev/null
+++ b/iris/tvae/0/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.753896778887047,3.2953735709053427,1.4935336979849563,0.11118563737685164,Iris-setosa
+1,6.343558812849265,2.9139319180305296,4.803940854378852,2.044790516066286,Iris-virginica
+2,5.143965020324542,3.1161180284909755,1.1856291983785603,0.27100576209147204,Iris-setosa
+3,4.604200059519272,3.376469983558101,1.493516702922642,0.15800574703086248,Iris-setosa
+4,5.643419512216228,2.8580399349692884,5.165023824594547,1.8714713389808222,Iris-virginica
+5,6.069725129868667,3.020940906481687,4.732796407973521,2.045828739517963,Iris-virginica
+6,5.228890166009001,2.651402035227854,4.24065435833415,1.3611322879281826,Iris-versicolor
+7,6.499508563392646,2.5942866494331978,5.232119121617012,1.820881961334257,Iris-virginica
+8,4.93815177390187,3.340066287889494,1.43607077694623,0.19501942529271535,Iris-setosa
+9,7.258583355303283,3.0948797305115465,4.4200784309595615,1.4320166827716434,Iris-versicolor
+10,6.555218534728279,3.026524594024988,6.021247686130547,2.364068262092911,Iris-virginica
+11,4.903455845039428,3.0262716133519736,1.4390471864534335,0.18459212226434957,Iris-setosa
+12,6.692205559778577,3.070981165795461,4.49970167994756,1.406159487094134,Iris-versicolor
+13,5.936145431675017,3.037844030032117,4.524529977312234,1.5295012839770612,Iris-versicolor
+14,6.993237148207288,2.6948772492135054,4.9086660919138865,1.6764978261641639,Iris-virginica
+15,5.506522484009688,2.218499844442839,2.8553402682653415,0.6661513549667475,Iris-versicolor
+16,8.446233884352589,3.842645913409013,6.518556554267438,1.9801914722394323,Iris-virginica
+17,6.077495104141154,2.990348959547133,4.439098482659964,1.4413152393878572,Iris-versicolor
+18,5.214981920895967,2.998393490877346,5.167317190814165,1.8177941603744516,Iris-virginica
+19,6.929246592999401,2.493637229203886,5.2015211358144,1.8387615069361876,Iris-virginica
+20,6.890048232559719,3.493376575784432,5.844548097485235,2.294968313426472,Iris-virginica
+21,5.1099905296743104,3.4760767578605365,1.6879055935179639,0.48816679601170987,Iris-setosa
+22,6.489817793966281,2.782927327931532,4.3984984410891474,1.6232500624096522,Iris-versicolor
+23,5.56713519813713,2.4507718773170506,3.462375591821247,1.0601529321064591,Iris-versicolor
+24,4.916641504351902,3.8911537646015324,1.3476128019899327,0.18643441797507815,Iris-setosa
+25,5.780635862474442,3.0718902236423467,5.252161690774898,1.942731917085547,Iris-virginica
+26,5.089095719404291,2.4702405821982536,3.98556678734153,1.089141833871997,Iris-versicolor
+27,5.749688920434184,2.928293074434093,5.12285640219186,1.8750773059279198,Iris-virginica
+28,4.371054444732395,3.325257469395795,1.2443695607920924,0.23570966675841357,Iris-setosa
+29,5.972855699009209,3.079802656199955,4.492713664561556,1.2562861515252464,Iris-versicolor
+30,6.850084726709372,2.9053171394378348,6.332115245711643,2.2989232382875535,Iris-virginica
+31,5.752079285915166,2.6469989013703157,3.977806982867941,1.0581255928587878,Iris-versicolor
+32,5.362255055506476,3.7582285099564685,1.1047424683468456,0.23645039691010328,Iris-setosa
+33,5.3005561372891155,3.081585390591375,1.4605366635241808,0.10179628416113382,Iris-setosa
+34,4.370215458553103,2.8993215105551737,1.6168435841803688,0.10459425241013834,Iris-setosa
+35,6.455536977275659,2.8108281526214935,5.271170192788385,1.9452135230566936,Iris-virginica
+36,6.231282176430366,3.0491365689785273,5.07737151826156,2.0072497829270075,Iris-virginica
+37,5.95661994391388,3.18564705777817,4.784278695752253,1.4759952215976226,Iris-versicolor
+38,5.982166338808165,2.2820685225950808,4.380980898787158,1.1435652842397672,Iris-versicolor
+39,4.7384932645455065,3.4566881893804546,1.4241721050021074,0.18847555249540066,Iris-setosa
+40,5.070088531230317,2.6929140024240055,3.773335225141498,1.2782386114863942,Iris-versicolor
+41,8.19741427928765,2.777928350272175,7.233312456523386,2.228186635639628,Iris-virginica
+42,6.04321629281867,3.1659935730861717,1.4296879275163066,0.23691876780326693,Iris-setosa
+43,5.41144860464215,2.7853228611308145,5.146089752518071,1.78913793147984,Iris-virginica
+44,6.267485950732234,2.94811720807387,4.45077164932784,1.6054019768062633,Iris-versicolor
+45,5.32681635936599,3.239866335140801,4.9660751681289925,1.904822648848764,Iris-virginica
+46,6.276124398966521,3.2453737927096338,4.4088334128666755,1.8147621034944006,Iris-versicolor
+47,5.8592681364127825,3.7945118856188005,1.3758137379846251,0.16475747473370042,Iris-setosa
+48,5.0805848923097425,3.3251263477407216,5.311375621870983,2.531726951698745,Iris-virginica
+49,4.846475778505971,2.0450503834527254,2.771645135918404,0.772992144974466,Iris-versicolor
+50,5.386510468279173,2.913721177608974,4.916606206519472,2.2941011986632804,Iris-virginica
+51,6.172507517350534,2.739051053388362,3.9864232885271074,1.25420052035518,Iris-versicolor
+52,5.093459994817964,3.1254173834952304,5.358684816514954,2.0542084458480607,Iris-virginica
+53,5.354478770774418,3.165947053853368,1.4125500794483687,0.19558917614468202,Iris-setosa
+54,6.736475831089745,2.331826018866462,5.2396223725409286,1.4035148782401456,Iris-virginica
+55,6.258410281575601,2.907840442029984,4.680503007565791,1.5805767829660458,Iris-versicolor
+56,6.444504144907807,3.1709982036691917,4.453487947286079,1.5671261195890018,Iris-versicolor
+57,6.408943639933742,3.1139708525860645,5.574422941255553,2.295318909956457,Iris-virginica
+58,6.745358616433335,2.7072143049086255,5.784828669983758,1.8831477554115381,Iris-virginica
+59,5.552298928444287,2.3399475309516995,3.3022608165097034,0.8107523902314117,Iris-versicolor
+60,4.837922937356277,3.161503982588731,1.4609772642722854,0.12097998144135785,Iris-setosa
+61,5.491440014165185,3.073996364052603,5.4892539304946375,2.1288759304166596,Iris-virginica
+62,6.412611287988875,3.004268561437224,4.804109445577033,1.9114633548827809,Iris-versicolor
+63,7.038848530582825,2.8745362891747828,5.32168313576587,1.8925066185163233,Iris-virginica
+64,5.3481661717044,3.1016603968217655,1.7639909812711214,0.39922109929631266,Iris-setosa
+65,4.904170478119592,3.05298500463872,1.5594455266135892,0.11646905903138613,Iris-setosa
+66,5.5032854420966695,2.633558173352632,4.6648179253965285,1.2655645365554533,Iris-versicolor
+67,5.27908598668347,3.371877796376638,1.7232890971735086,0.34706326174230917,Iris-setosa
+68,5.294298427545272,2.988017938719073,1.6269791828937017,0.12710195824618528,Iris-setosa
+69,4.894200500908721,3.6193849859147926,1.5545013424990604,0.29841123012888854,Iris-setosa
+70,5.314043330717537,1.8488328024305276,3.492796190815188,1.1608894457932513,Iris-versicolor
+71,6.508751867080831,2.064904753546575,4.938215621058579,1.591088498007543,Iris-virginica
+72,5.304242177147861,3.2009261594137546,1.5221939797977886,0.22554333855931924,Iris-setosa
+73,5.838915606218459,2.6535558213151664,5.105958773087878,1.9500598018593962,Iris-virginica
+74,6.913791732176975,3.053180131460608,4.675465986351376,1.7570480234368235,Iris-versicolor
+75,7.5479266871484185,2.745116998945759,5.891111334706091,2.1484164930766294,Iris-virginica
+76,7.21396968979877,3.5502971950337696,6.495568429236074,2.282769261570758,Iris-virginica
+77,5.989478585464135,2.829217717773341,4.594514188783947,1.3873045817064864,Iris-versicolor
+78,5.742529784715966,2.660994582995803,4.42505822572598,1.4412157801660928,Iris-versicolor
+79,6.12541302585315,2.911248786844114,4.55334245973354,1.4716754269489631,Iris-versicolor
+80,6.0789044981887885,3.0226651385245993,4.792428631299225,1.7438547807492915,Iris-virginica
+81,6.174086791410116,2.8225744207631815,5.157160814933665,1.9564961306236945,Iris-virginica
+82,5.867014482705304,2.780876527099302,4.265362900301517,1.2935102167016796,Iris-versicolor
+83,4.738726568409199,3.0345346482614466,1.4648089632177448,0.22860769172733755,Iris-setosa
+84,6.122191924143083,2.4514946516706932,4.174600359670057,1.0586881614619665,Iris-versicolor
+85,4.772876349011713,3.2300550381042603,1.5400411489065904,0.36202880172967306,Iris-setosa
+86,5.078831617465284,2.5256815635400938,4.042737396147806,1.2212623612418907,Iris-versicolor
+87,6.455189849546221,2.1432378284951015,5.308693081401436,1.5207871038160825,Iris-virginica
+88,4.596004357299847,3.45233408821279,1.3847183808870132,0.20716181183212212,Iris-setosa
+89,5.314066471155426,3.6293502374690014,1.550622968610957,0.264641706788246,Iris-setosa
+90,4.698485028026282,4.052915393048303,1.267730838143584,0.16593288694821423,Iris-setosa
+91,4.901841888772909,3.3235776412392637,4.453446026917452,1.2591841890967266,Iris-versicolor
+92,4.921927774403655,3.423030693478252,1.6223197406569372,0.3026675198851643,Iris-setosa
+93,6.735919866971795,2.6875555648703653,5.044112623001115,1.8611738449096695,Iris-virginica
+94,5.633020502125516,2.7514281266065748,4.664417589489185,0.7963958448225363,Iris-versicolor
+95,4.38231562093142,2.891267902864217,1.4966478337091071,0.21471567567779037,Iris-setosa
+96,5.265887507574485,3.202106650046217,1.8124988063580565,0.4376378854360061,Iris-setosa
+97,4.395847143337276,3.1177366089891283,1.567961792895337,0.1863847636484836,Iris-setosa
+98,5.568642129679564,2.650010295501173,4.13808572210591,1.2472024900365501,Iris-versicolor
+99,5.739402517045254,3.0819546695022617,1.4550194484782064,0.24135304748393566,Iris-setosa
+100,6.625608331155162,3.39021027750773,6.049300189506783,2.156736659357338,Iris-virginica
+101,6.076841688198049,3.1668544877478864,5.633341291478266,2.1606477471428653,Iris-virginica
+102,5.376894379149702,4.023966344699249,1.443156934352474,0.1980460977667987,Iris-setosa
+103,5.726866169851175,2.185759922848665,4.227205961663804,1.3576448392785443,Iris-versicolor
+104,4.972833500654723,3.5413948206330175,1.4820033887682638,0.16720458957190504,Iris-setosa
+105,5.440261348434086,2.8419357681131165,4.648617459036367,1.4795991550972425,Iris-versicolor
+106,5.498463524277763,2.6069000596847896,3.906463104689114,1.3425163776238798,Iris-versicolor
+107,6.3526052084458104,2.9043226980589614,5.584905427724453,1.954374360578679,Iris-virginica
+108,7.22336961832538,2.7362562029216937,4.60553972636952,1.045028099286003,Iris-versicolor
+109,5.01120738831467,3.228253081265629,1.6977300483162343,0.36229321636943346,Iris-setosa
+110,7.050462937652546,3.023578913599089,5.302410711930089,2.1892486760862333,Iris-virginica
+111,6.277638189976222,3.0745154133202806,4.396060457266923,1.5933885807530745,Iris-versicolor
+112,6.427524021671076,3.3048338102777732,4.919306598490212,1.625711494784643,Iris-versicolor
+113,6.794252869886787,2.886974531021288,5.031815420725001,1.7728925561743112,Iris-versicolor
+114,5.434694642658703,2.623133378981549,3.7726735827649396,1.1712692695927214,Iris-versicolor
+115,6.501023682255663,3.3967934049596273,5.396206823356732,2.3010572838997487,Iris-virginica
+116,4.733847770636546,3.5219682802513814,1.5695841533513062,0.1668594781945431,Iris-setosa
+117,5.521870685317119,3.183017277806806,1.4989642900917237,0.1527768339881767,Iris-setosa
+118,5.632149950245809,2.880664032291764,4.388385767089545,1.4216761662694632,Iris-versicolor
+119,4.351196488145166,2.9346782455126217,1.4247448883627922,0.21356582342099045,Iris-setosa
diff --git a/iris/tvae/0/12/test.csv b/iris/tvae/0/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/12/train.csv b/iris/tvae/0/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/12/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
+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/0/12/val.csv b/iris/tvae/0/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/13/synth.csv b/iris/tvae/0/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5076f60da5ab6776aa24d89f3a0d28b550738bcf
--- /dev/null
+++ b/iris/tvae/0/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.305607306406059,3.042861270688458,5.02974653024541,1.7256972321965514,Iris-virginica
+1,7.517693902571475,3.1053759955516753,5.893636960239004,2.203674213328018,Iris-virginica
+2,6.141668237698768,3.1979957868587743,4.545154769254565,1.6467766120260234,Iris-versicolor
+3,5.647033589947018,2.858908258004953,4.370338151050105,1.588544041113955,Iris-versicolor
+4,6.851907816194966,3.0271897199606226,4.430820478401315,1.2280080949589265,Iris-versicolor
+5,6.801948626680957,3.241956409686348,5.366157728444186,2.381954128943448,Iris-virginica
+6,6.887216805224984,3.531072954695823,5.847618632081869,2.2721982099687748,Iris-virginica
+7,6.4471981636674895,2.9813385990324255,4.689731787393934,1.5037746679636452,Iris-versicolor
+8,6.364867236855375,2.6753162422252474,4.166270285750539,1.3018584967148632,Iris-versicolor
+9,6.133877616566171,3.1181616815380626,5.2595308644307535,2.1789316966320422,Iris-virginica
+10,5.91087046967812,2.7382897571150187,4.610609577380747,1.4192731481383174,Iris-versicolor
+11,4.908900311182633,3.6758049973591556,1.5144784272841953,0.19607030972402995,Iris-setosa
+12,6.71019162618779,2.919252962493789,4.644939753335765,1.6397214214383304,Iris-versicolor
+13,6.174394484908316,3.107207463906956,4.4820372134406385,1.4107202250071447,Iris-versicolor
+14,5.248749501311614,2.5340372151091164,3.7937438453522327,1.0894936978842054,Iris-versicolor
+15,5.179064417747919,3.2410613503931707,1.7156267229927045,0.5045666979747563,Iris-setosa
+16,6.390875482113312,2.8645529199337507,4.346957634624785,1.077062308625456,Iris-versicolor
+17,7.41192634606056,2.9851905991108842,5.887333652453888,2.214688124251208,Iris-virginica
+18,6.863514674866148,2.950544781572075,4.973517003723828,1.8919545564887836,Iris-virginica
+19,6.621122976048365,2.9267469086466344,5.440450663894693,1.919790048501685,Iris-virginica
+20,4.91029924415856,3.364746478889522,1.6403547441356943,0.44285318666407547,Iris-setosa
+21,5.582241292548561,3.139974592718672,5.466792343323316,1.9996411337179116,Iris-virginica
+22,5.263667907258337,3.1651235271164784,1.3642650358632102,0.1307695869578486,Iris-setosa
+23,4.421774936683857,3.1808121824023283,1.2318133800749989,0.11407512403663234,Iris-setosa
+24,5.742735796423173,3.4817620941550067,1.486268721764788,0.15360465584424227,Iris-setosa
+25,5.13278687772966,3.396138478303643,1.490845809400789,0.3133653563362639,Iris-setosa
+26,4.804308366657472,3.7040550223681032,1.2912290635033674,0.13884836802237366,Iris-setosa
+27,6.11208593159325,2.6574629669893666,4.071940172393188,1.366573982071066,Iris-versicolor
+28,5.424472887195321,3.6661256862498814,1.3925372585983664,0.3556007323930006,Iris-setosa
+29,5.559125564614828,2.8765945932017516,4.301825610675634,1.0909354556065387,Iris-versicolor
+30,5.266046360952057,3.089584922901065,5.075518785259422,1.763642490256431,Iris-virginica
+31,7.111290535119114,2.426257099811269,5.104975922185869,2.0499536910628855,Iris-virginica
+32,6.202349652291501,3.0861905280347055,4.947251590879892,1.7192470412902192,Iris-versicolor
+33,5.003372298938154,3.4685217243705107,1.434568587470666,0.17884435498396234,Iris-setosa
+34,6.431192431919738,3.1054528770836205,4.111464638920856,1.7820595650842064,Iris-versicolor
+35,5.844888612190568,2.676658994280215,3.948438881529252,1.0175044566225484,Iris-versicolor
+36,4.8400344197756775,3.2312920296967036,1.531804168670525,0.1938468771015182,Iris-setosa
+37,5.134312548293826,2.4866717506278113,4.109478776281592,1.3453649262429417,Iris-versicolor
+38,5.981153303643132,3.1361318835410303,4.797610436401235,1.7133990887342598,Iris-versicolor
+39,5.616584899453802,3.943996410407932,1.7616726961132463,0.34879256950891385,Iris-setosa
+40,4.568839149077092,3.176458396400735,1.3708661701984743,0.049991436188933785,Iris-setosa
+41,5.433951352647567,3.6879233989360025,1.5551453536631872,0.3327677397008791,Iris-setosa
+42,6.306846706532652,2.687623094954509,4.879547798421211,1.8143474172240506,Iris-versicolor
+43,7.796624018486838,3.257991241271939,6.66936630257569,2.269071011885566,Iris-virginica
+44,7.4330921398614835,2.7211845104786216,5.223795588983925,1.924149302560984,Iris-virginica
+45,4.911730680830411,3.5814169417304846,1.673191841799078,0.5019054280740476,Iris-setosa
+46,5.036644367348113,3.123746822058619,1.8890554575846477,0.2291100428160066,Iris-setosa
+47,4.5691189003058,3.2052587153533407,1.251613804040913,0.19153825834117955,Iris-setosa
+48,5.208475854230779,2.7371534077463515,4.20894812303299,1.3928569817722645,Iris-versicolor
+49,6.690763303778067,2.588219939437788,5.001947122686703,1.8068523270938233,Iris-virginica
+50,5.195065088458238,3.2096236343954403,1.5249016631292076,0.33434676074266156,Iris-setosa
+51,6.632877374889257,2.9267522424275625,5.220986601477518,1.684467103440382,Iris-virginica
+52,6.1945746964723485,2.9175779099433585,5.016863561526333,1.8668165482650791,Iris-versicolor
+53,5.078412246585986,3.700949954049454,1.4048192454917872,0.20845169141473088,Iris-setosa
+54,5.979691267991054,3.209492607407464,1.467122074894237,0.13462871047405076,Iris-setosa
+55,6.5436632361456155,2.4272659232214537,4.395636082523442,1.3585915508803583,Iris-versicolor
+56,6.586490348743707,2.9005334243022256,5.079569438139165,1.725245510066289,Iris-virginica
+57,4.820238367447711,3.0821546981957635,1.384470043068683,0.3198518800497434,Iris-setosa
+58,6.576563945584122,3.286258098520068,5.723324593410205,2.417248491671046,Iris-virginica
+59,6.576392584578011,3.088905665168015,5.43595412416433,2.175185567647757,Iris-virginica
+60,5.022810025694849,3.241484101349378,1.668781624469523,0.4966028495292849,Iris-setosa
+61,5.145611708366702,3.036287277267156,5.301952646112357,1.9178741506765862,Iris-virginica
+62,4.701518235739603,3.28908926080797,1.6786629501761465,0.38886795521706674,Iris-setosa
+63,4.961149629137086,3.158012082911615,1.644345395174447,0.381414849799716,Iris-setosa
+64,5.5673437636740815,2.914980323606487,4.916586782920969,1.7206268021194224,Iris-virginica
+65,5.515376206551417,3.407948469461552,1.4442876550569506,0.22150628065642453,Iris-setosa
+66,5.037167690246286,3.6537976997979076,1.336057649707896,0.24183390756989437,Iris-setosa
+67,5.3717968491076284,2.9091940909571403,4.245698431337552,1.528558318500079,Iris-versicolor
+68,6.75756210126141,2.8877566006551927,4.735068223581578,1.7517026768902142,Iris-virginica
+69,6.316994927167706,2.4188807917113198,4.044084132679879,1.1724778037777313,Iris-versicolor
+70,6.054746963959454,3.025073426429084,4.384284745155143,1.4630952537477588,Iris-versicolor
+71,5.463419225447883,2.4834316481511616,3.591437894232012,0.8995243420672775,Iris-versicolor
+72,4.625109931560095,3.3855427757639402,1.3266571929920297,0.0625202232877887,Iris-setosa
+73,6.571713661770519,2.9892914977428156,5.306961702341638,1.6021128541616014,Iris-versicolor
+74,4.7260274442089205,2.908882117886775,1.613844445434742,0.19441462766535886,Iris-setosa
+75,6.280006255903683,2.7163432411377713,4.258516600573368,1.4842414071142667,Iris-versicolor
+76,4.849820732232848,3.101567050757467,1.520642342483017,0.19406777669521286,Iris-setosa
+77,5.486128050373596,4.271114930070191,1.420047152169441,0.19030038385274686,Iris-setosa
+78,6.137660172090347,2.9050717575540665,4.14152610275275,1.4739662215521596,Iris-versicolor
+79,6.429009730034373,2.3396508697582785,5.183423073227372,1.7739817218387905,Iris-virginica
+80,5.377337692834173,3.2097647590211267,1.7746070187277032,0.2804017731798134,Iris-setosa
+81,4.7132991393278045,3.478021245355327,1.4450695983759685,0.2603256333161531,Iris-setosa
+82,5.201769998539994,2.170894142475384,3.9287033891978234,1.1511448449714012,Iris-versicolor
+83,4.986103746454982,3.2121932977791348,1.5342919228352674,0.150509254920136,Iris-setosa
+84,5.706774759400404,2.1944588079539993,3.6822041996024772,0.9573640370635886,Iris-versicolor
+85,6.112609064610629,3.2306147267152543,4.206013001432082,1.280765213453372,Iris-versicolor
+86,5.640991234363112,2.8972926416417106,4.923684402267623,1.6264333292316269,Iris-versicolor
+87,6.646973165429713,2.820182442085488,4.6483755919614,1.4910453243054957,Iris-versicolor
+88,6.879713575164633,2.8589021338159917,4.884239672226079,1.922582173059529,Iris-virginica
+89,4.942643618466187,3.250249784824528,1.278028486371235,0.009814651570436705,Iris-setosa
+90,4.638772005390758,3.126855882169074,1.4956535733246232,1.3345872765730822,Iris-setosa
+91,5.205750721680862,3.2159142948013746,1.4391827556258832,0.2907207717815722,Iris-setosa
+92,6.978444215522692,2.960071626551238,4.656213705647218,1.5862626477062682,Iris-versicolor
+93,6.964327607726698,2.9479059843524626,5.015234312618293,1.8269020991819271,Iris-virginica
+94,5.203464928695889,3.3229409278503033,1.3133679825666984,0.16648160241949989,Iris-setosa
+95,6.377837231561273,2.8456058123325874,5.118965732871593,2.0544055472222325,Iris-virginica
+96,5.562526323348638,3.04911067713301,5.237801295225989,2.044211286109216,Iris-virginica
+97,6.332218258445677,3.3085021614277266,5.595657350496262,2.19480887943587,Iris-virginica
+98,4.9767614836034335,2.8571275124769855,5.0211976822756,1.4163661773010876,Iris-virginica
+99,6.302648973576196,3.2369670259242778,4.513250009794057,1.6063449406173946,Iris-versicolor
+100,4.440798407995121,3.055027109890852,1.5993268524577007,0.20842821675813572,Iris-setosa
+101,5.927366379460668,2.866069414008044,4.667365756030419,1.5369667566883463,Iris-versicolor
+102,4.992738678443252,3.463310881844024,5.402948311023133,2.4002287030913765,Iris-virginica
+103,4.592261286357691,3.094090513779487,1.4071937261097605,0.1895522170129545,Iris-setosa
+104,4.976418125762723,3.334633192214482,1.3402433758399233,0.3849531935033439,Iris-setosa
+105,5.251612862793871,3.5836472822712584,1.4941892615877226,0.18558450705454027,Iris-setosa
+106,5.633083879885568,2.47452208544438,4.77748936260522,1.4949824471606847,Iris-versicolor
+107,5.759383565479552,2.233547675718359,4.002923933576789,1.1801379437153274,Iris-versicolor
+108,6.0207612574280756,2.596799359464798,5.264060694520284,2.1285712836968385,Iris-virginica
+109,6.264548571790546,2.308887642238779,5.281258206997822,1.5463762396025797,Iris-virginica
+110,5.170109836241535,3.6716961881803605,1.4014325658240545,0.2611386333614022,Iris-setosa
+111,5.006742051670781,3.1183708558830707,1.2907393149037998,1.3926550326980678,Iris-setosa
+112,5.842773625333037,2.630415012056761,3.9879795930615245,1.3633257343083693,Iris-versicolor
+113,5.741897032740619,3.568422683783046,1.3925277003970864,0.10401028262722722,Iris-setosa
+114,5.170040210018474,4.068817473969351,1.3374500282606094,0.1602753598550394,Iris-setosa
+115,6.35943065601964,2.4150454619724853,5.513114583496899,1.8508820028268032,Iris-virginica
+116,5.916798081052815,2.8818026729281363,4.63453277718465,1.3981547077462588,Iris-versicolor
+117,6.5698613772022565,3.2250402520299217,4.866317746994806,1.3232122550068932,Iris-versicolor
+118,5.009763416226954,3.5221281922380556,1.6065736199925906,0.3647210959969349,Iris-setosa
+119,6.618924076910824,2.6794791072372117,4.57901250612184,1.7602375015131484,Iris-versicolor
diff --git a/iris/tvae/0/13/test.csv b/iris/tvae/0/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/13/train.csv b/iris/tvae/0/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/13/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
+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/0/13/val.csv b/iris/tvae/0/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/14/synth.csv b/iris/tvae/0/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f74fba5302c4fd429532b76156aa42ad13121e88
--- /dev/null
+++ b/iris/tvae/0/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.284955182667736,3.7730229089806278,1.6318268148105184,0.45197963368941846,Iris-setosa
+1,4.967625873112379,3.4695785555508274,1.623538359739532,0.470085769319026,Iris-setosa
+2,5.135640330458347,3.6286877422098085,1.5731399283317167,0.28230519604520876,Iris-setosa
+3,5.328931226725485,3.0715541695041755,4.5927004668787355,1.909719928597664,Iris-virginica
+4,4.646636909106579,2.9640451956650473,1.6917768534472644,0.20530129973228808,Iris-setosa
+5,5.4232782201870195,2.9309625073922634,1.463362454710297,0.02976507631719097,Iris-setosa
+6,4.861228955119535,3.342839446737865,1.7194334573580057,0.32339652267196406,Iris-setosa
+7,5.5323684076942135,3.8910594229178446,1.3357363478771211,0.15168758955266115,Iris-setosa
+8,4.85462165393841,3.278239431665539,1.2450834411056213,0.13391456402597246,Iris-setosa
+9,5.217132469266342,3.605732791268271,1.5217932461896586,0.4588149302750988,Iris-setosa
+10,6.38100517649229,2.4715147232606554,5.198630336138062,2.071265991812346,Iris-virginica
+11,5.237569993847161,3.258630054415427,1.7610029108827772,0.3866859993180184,Iris-setosa
+12,5.0989777778121725,3.8205624097761044,1.6809094849012172,0.3168481984800039,Iris-setosa
+13,5.654764978779433,3.06299252853018,5.3009102339693985,1.9414394192576183,Iris-virginica
+14,5.3884973085044034,3.0433864007528504,1.453078307879401,0.08320511388317031,Iris-setosa
+15,7.134975210271339,3.1942662472200642,5.454459670282802,2.3131854365681637,Iris-virginica
+16,5.21834739012703,3.696592178749203,1.4148901339306834,0.30762046300469437,Iris-setosa
+17,6.911573276583859,3.070816244519745,5.021082208877836,1.847562719978268,Iris-virginica
+18,6.2968949461701,3.24724403268016,5.443292902043041,2.5356729578747195,Iris-virginica
+19,5.821931162438738,3.151640129631128,4.498785894973338,1.6153892319470444,Iris-versicolor
+20,6.252314586911127,2.5105668681695823,5.755843375469494,1.811629303421858,Iris-virginica
+21,6.310415939663283,2.8328621537600593,4.4241688481714725,1.0862564190305828,Iris-versicolor
+22,5.4422194795270515,2.940299908018304,4.993563044362685,1.6649709974367182,Iris-virginica
+23,6.832251316658045,2.6890263804294205,5.031094669524897,1.370587120963044,Iris-versicolor
+24,5.465592597703109,2.8738278530385397,1.3181566893012568,0.18337476396435423,Iris-setosa
+25,5.1665327017309925,2.935253749089072,4.821026231514949,1.8685173195570919,Iris-virginica
+26,5.352945739616803,2.2345649096169566,3.191531365331982,1.4574342772778872,Iris-versicolor
+27,6.191704936481582,3.347747512534803,1.6660019248472386,1.3738774510501872,Iris-setosa
+28,5.089709924339026,3.4514021753459168,1.4527087072122347,0.28813593192147696,Iris-setosa
+29,6.671807986277462,2.738880153032686,5.1730133925302395,1.8866049862268193,Iris-virginica
+30,4.7699171606327475,3.2696266326243646,1.8293145464595433,0.2861904440792676,Iris-setosa
+31,6.317481504186466,2.7578489971752203,4.726955841287937,1.6312967428313643,Iris-versicolor
+32,5.583843578255008,3.029937012806282,4.96123952735072,1.8509134148463595,Iris-virginica
+33,6.25966870647678,3.192915443036458,5.697957045796344,2.1704303923438806,Iris-virginica
+34,6.233290544319315,2.937692108729141,5.287295898322867,1.7786021127502418,Iris-virginica
+35,6.495194710104247,2.9845591256692576,4.393113834757003,1.7463652195791688,Iris-versicolor
+36,6.267614999209322,2.8970942950803558,3.7984334917758145,1.3076692411303195,Iris-versicolor
+37,4.9428129002686445,3.8824657910881015,1.507483317488096,0.2871242055015248,Iris-setosa
+38,4.848693528752526,3.5479142742891323,1.6473630296442359,0.42380665650293936,Iris-setosa
+39,4.992919156094446,3.3034656161465152,1.5156466042849344,0.295254008421213,Iris-setosa
+40,5.632329044482235,2.3396308873161997,3.9068387612559414,1.2913625020073587,Iris-versicolor
+41,6.591566007239294,2.9355711532528037,4.63270696527176,1.8874866666305932,Iris-virginica
+42,6.62339683571072,2.770673888717016,4.330662702487297,1.6490790126374522,Iris-virginica
+43,5.771530200774179,2.8964926514250884,3.9883457284446338,1.2445070718859799,Iris-versicolor
+44,7.187543656555876,2.877777902408326,5.083384112609878,1.9820189564077004,Iris-virginica
+45,5.18114298742137,3.1137844729357087,1.6731399290388385,0.8463068436068352,Iris-setosa
+46,7.1478049772132,2.969504148429321,4.8204665436153356,1.9468311818698836,Iris-virginica
+47,6.220425755049643,2.3777785537182314,3.8906317535950263,1.1034646901155378,Iris-versicolor
+48,7.046472851432904,3.0252796577680807,6.103669825283498,2.014361054638169,Iris-virginica
+49,4.99427092994815,2.318738044967265,3.391531904801401,1.4546938775965634,Iris-versicolor
+50,5.927494943061051,2.718183616639977,5.300668907687479,2.126424517851848,Iris-virginica
+51,5.552869933550316,2.9243846597518024,4.922457333440497,1.3163560230641609,Iris-versicolor
+52,5.5868971287182365,3.6596881218930966,1.8061314728689537,0.4667495578760084,Iris-setosa
+53,6.406544957170267,3.1970513121052857,4.535466301778886,1.7070158745695465,Iris-versicolor
+54,5.012318717740698,3.4438948504467555,1.590635030706606,0.23292086813146773,Iris-setosa
+55,5.997199513556715,2.686258077169814,4.697127113130917,1.534807370852927,Iris-versicolor
+56,5.797345370394873,3.1651332594371433,1.6435399719534447,0.5077707873967922,Iris-setosa
+57,5.108344690695894,3.536934805163939,1.3016902715838576,0.15088991680930208,Iris-setosa
+58,5.994821868256528,3.060157524828861,5.008089790017432,1.5454458966428737,Iris-versicolor
+59,4.95235367728654,3.603204761229871,1.3346085021921013,0.2084577710431393,Iris-setosa
+60,4.580929897891875,3.222094727889538,1.5864513949831704,0.21274076139051787,Iris-setosa
+61,5.748833605608619,2.811214663798714,4.743461010126939,1.8432750988276692,Iris-virginica
+62,5.0113484153252115,3.6538064965165495,1.329549995094635,0.1544566195795863,Iris-setosa
+63,4.898729080105436,3.2911077177847203,1.6381477241825007,0.3157643169974319,Iris-setosa
+64,6.63530282107822,2.7346348293465024,5.688451509689668,1.988842020481751,Iris-virginica
+65,5.35385185201545,3.3116730726606205,1.9006107737486533,0.38484102599490594,Iris-setosa
+66,7.499121091258603,2.7258680647798212,6.38092467184571,2.3296798130355323,Iris-virginica
+67,5.06044567340327,4.0379860871609825,1.4140660038262816,0.25623523585860286,Iris-setosa
+68,7.1574564634893285,2.7914319933129397,5.008767599825901,1.8541321763318288,Iris-virginica
+69,4.837733447543893,2.5349011685927874,3.6350008933011475,1.1795102468058625,Iris-versicolor
+70,4.581548761023445,2.863075478201135,1.5790389505104447,0.1769339541652584,Iris-setosa
+71,6.340355581197137,3.4369014188939246,1.8271042166875777,0.5277498980744288,Iris-setosa
+72,6.583488127464749,2.463904939718448,4.775870577487553,1.2471246510069047,Iris-versicolor
+73,6.013666521148924,2.783807305407153,4.183003291760889,1.283794878073247,Iris-versicolor
+74,4.992207054011255,3.3677825155060455,1.5742800959015903,0.2247449838895575,Iris-setosa
+75,5.4556616189153,4.025983797393116,1.5250056560741736,0.19728585574832008,Iris-setosa
+76,6.643584400076378,2.6975991450938017,5.217428433003159,1.8667564005231891,Iris-virginica
+77,6.562689873437849,2.9811579845224014,5.036135474555293,1.4143613822061134,Iris-virginica
+78,5.761590203225674,2.743172305598604,4.281742543833288,1.3611822889206888,Iris-versicolor
+79,4.460097985627792,3.035005489207837,1.4987793276901331,1.0311544527294416,Iris-setosa
+80,5.387878702366255,3.1364774186125,4.207715222961332,1.3062062421548237,Iris-versicolor
+81,6.257718013618087,2.659510262237877,4.782771924820401,1.5821455082817246,Iris-virginica
+82,6.57237774526482,3.162773910232575,4.961574113750676,2.042375810301169,Iris-virginica
+83,5.730101774889348,2.2437118952058728,4.407591874717472,1.2635569550108054,Iris-versicolor
+84,6.5315137948888715,3.0659293758778263,5.070076059547789,2.15096313805531,Iris-virginica
+85,6.01594919888145,2.746935460233702,5.621037400771008,2.1779063036450457,Iris-virginica
+86,6.910994793047713,2.3179598041943543,5.466105766809037,1.8320867611585379,Iris-virginica
+87,7.269993601605478,2.6789264955478527,5.49019228315676,2.002775567244287,Iris-virginica
+88,4.8364854385577685,3.373869125796428,1.5442616260881548,0.2862350345682196,Iris-setosa
+89,4.523143552944852,3.1788982663230465,1.480155898858272,0.1095297350108008,Iris-setosa
+90,6.389270104748998,3.1588491847522744,4.428608136147551,1.3884760671987064,Iris-versicolor
+91,5.307564398436451,3.963445932296381,1.4700492571599229,0.22173498453940724,Iris-setosa
+92,6.35414635591865,2.7668639016045935,5.33994543473225,1.5159782641158697,Iris-virginica
+93,6.94039967266807,2.808930868626257,4.907166525784596,1.7450924045732865,Iris-virginica
+94,5.064298690821848,2.767888812003536,1.4432162946962213,0.28453752061325155,Iris-setosa
+95,6.093917515207675,2.6267085651643853,5.265076686364998,1.8763296652740207,Iris-virginica
+96,6.210451287507055,2.3620415993635415,3.9381773554105846,1.2081875867956644,Iris-versicolor
+97,5.18381208859502,3.09195616536795,4.9571160124703235,2.138516327856511,Iris-virginica
+98,6.7409261916434,1.9887358157936232,5.993443593584121,1.9431389540169608,Iris-virginica
+99,5.552908817898378,2.975064186008757,4.817674026703733,1.653647257378055,Iris-versicolor
+100,4.929804946050937,3.187206488014445,1.6510344715037544,0.3761781492939511,Iris-setosa
+101,5.089085772063206,3.0332608403230927,5.0953446884653175,2.141253930587843,Iris-virginica
+102,4.807408455618682,2.966123858127649,1.3898655968575102,0.21897989343338659,Iris-setosa
+103,5.004047245694649,3.328258296680556,1.4240359682381676,0.3035117623378969,Iris-setosa
+104,6.623461975501722,2.843112089395868,4.9821965472827,1.7020986096860462,Iris-versicolor
+105,6.2016323340637545,2.8448506237773614,4.762053752295496,1.4895818130791059,Iris-virginica
+106,4.680999792706215,3.1876172003641132,1.4235837032715088,0.033880123595912165,Iris-setosa
+107,5.384456614846374,3.9754152516052716,1.4738789919823965,0.1041457873263284,Iris-setosa
+108,5.147633471586898,3.084928662406438,1.543504274181482,0.20624865277356574,Iris-setosa
+109,6.207396999085975,3.1207271071235003,4.397228358860767,1.4450922332834462,Iris-versicolor
+110,6.312231089831131,2.6837308627404797,5.3055684006484265,1.790985997447839,Iris-virginica
+111,5.748079342332624,3.1681717287374394,4.857526826953699,1.4065703697550425,Iris-versicolor
+112,4.756533555296888,2.4640014394503034,3.286003153001812,1.1221073462824858,Iris-versicolor
+113,4.810757148710541,3.451180946952796,1.5946534469172118,0.44072997864213315,Iris-setosa
+114,5.932926816504515,3.4797135713102127,4.231119978414945,1.3681908152181894,Iris-versicolor
+115,4.364680957358098,2.858937318176383,1.3400635422694116,0.07564446516698681,Iris-setosa
+116,5.137404871706901,3.03762686488748,4.805530157035034,1.5921515818047933,Iris-versicolor
+117,5.79200204600107,2.5960717311791646,4.723408362273233,1.1265236757420134,Iris-versicolor
+118,6.199569559112505,3.1563634761438086,4.488603382852154,1.741614104762551,Iris-versicolor
+119,5.240447521189339,3.1605695498769584,1.4836451333712344,0.9208101192763267,Iris-setosa
diff --git a/iris/tvae/0/14/test.csv b/iris/tvae/0/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/14/train.csv b/iris/tvae/0/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/14/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
+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/0/14/val.csv b/iris/tvae/0/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/15/synth.csv b/iris/tvae/0/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c362e0308d5531ca3cc8f5833e6b2d066e84aa6a
--- /dev/null
+++ b/iris/tvae/0/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.433974568764386,3.159479496209157,5.570971966342539,2.0243278090439385,Iris-virginica
+1,5.316826822178167,2.5892250100424192,3.7548167236517616,1.2815250720777729,Iris-versicolor
+2,6.386265924716626,2.8266832973737337,4.910354608420726,1.8081345998188356,Iris-versicolor
+3,5.5749904832409065,2.4643647439483893,4.115962774021875,1.269915958969099,Iris-versicolor
+4,6.55341501367476,2.9664088260358614,4.803792763295182,1.4570256856724233,Iris-versicolor
+5,4.696947877166919,3.488232485359872,1.5681299731524743,0.2744745232400771,Iris-setosa
+6,6.007892040504538,2.89671533659148,4.3923205039845366,1.1994463000642976,Iris-versicolor
+7,5.985757892261734,2.8612103993877898,4.9048390926798975,1.4227375534526696,Iris-versicolor
+8,6.878375349228392,2.9840337690049417,5.785387765297562,2.0583780843354114,Iris-virginica
+9,4.318533875173349,3.3680671201250467,1.1673580819504368,0.20133538838098908,Iris-setosa
+10,6.49061629007484,2.7568594294972804,4.659012473057511,1.956768332678497,Iris-virginica
+11,6.268865534817223,2.650951952997226,4.462201533325499,1.353733382761274,Iris-versicolor
+12,4.980939343729448,3.5334684010619117,1.2393625194141928,0.2395203858555222,Iris-setosa
+13,5.2527287763880475,3.4676867253069505,1.4530113774268525,0.2726975909641948,Iris-setosa
+14,5.157269090772824,3.6754387740862056,1.6155998290510556,0.24741456340630283,Iris-setosa
+15,6.350955573172847,3.2497207015632457,4.75132139703768,1.7629039111830165,Iris-versicolor
+16,7.84147979714683,2.983392533224414,6.818658196079349,2.4761444638784633,Iris-virginica
+17,6.92214695781274,2.475593036993927,4.954912082039796,1.762615742936482,Iris-virginica
+18,5.196749234180403,3.325234573550214,1.5361728111902573,0.05296150422603346,Iris-setosa
+19,6.200392930758707,2.7502146324759345,4.735780819144063,1.3227516378008963,Iris-versicolor
+20,4.885183148576447,3.044686299314124,1.3951489870555291,0.23470388818539556,Iris-setosa
+21,5.118356110777182,3.01028690227905,4.731006032964736,1.8628019565457712,Iris-virginica
+22,7.3109000559930974,3.3971512220492963,5.977107472418528,2.0430613301086256,Iris-virginica
+23,6.226483974162586,3.1787798437679657,5.3868982507196765,2.729111306148509,Iris-virginica
+24,6.664811811950834,2.72547710988542,5.556102143203182,1.5037381862231511,Iris-virginica
+25,5.894941736844285,2.56522474217607,5.317850491001218,1.971398895824102,Iris-virginica
+26,4.555650271894689,3.376586934084719,1.3424225924682147,0.15390227298183368,Iris-setosa
+27,6.028445491181308,3.90174911541668,1.4621131544991373,0.1080100661932249,Iris-setosa
+28,7.15892194033838,2.3023912081150093,5.907942226263156,1.8555281099229004,Iris-virginica
+29,5.3177929985293915,3.672919760850831,1.3406117495522318,0.1847317636025447,Iris-setosa
+30,5.3947280374522935,2.2705119766184976,3.916339952244843,1.2898657064800938,Iris-versicolor
+31,5.105844435176322,3.6172113012964577,1.9959689532721439,0.3600733269689266,Iris-setosa
+32,4.7830278513146585,3.447834639958061,1.6807239793855007,0.4044080187114374,Iris-setosa
+33,5.900519450613468,2.9420961677244,4.67693167457354,1.6985385982422132,Iris-versicolor
+34,6.564894113295761,2.936697578149775,5.155786298021597,1.5526738163559528,Iris-virginica
+35,5.0948420382599995,3.330271313455585,1.4552088542122292,0.35609632221034065,Iris-setosa
+36,6.720167397719078,3.0286725120605418,4.988197655527885,1.8776137418624987,Iris-virginica
+37,5.161629165293386,2.6683192997866914,3.7076081680913244,1.094564956453845,Iris-versicolor
+38,4.85729287302724,3.511722280578289,1.5834798825488716,0.23706698602639611,Iris-setosa
+39,5.12380949629476,3.127851833904602,1.371081100902435,0.13795719174195875,Iris-setosa
+40,5.758931775315211,2.9839837766550557,4.333467071478698,1.5697389746266557,Iris-versicolor
+41,4.79612766458728,3.4434317340231653,1.7669800772424997,0.4431782102230506,Iris-setosa
+42,5.846666971481388,1.8493071391849782,3.4606382646674234,1.19218254441631,Iris-versicolor
+43,5.877120012003421,2.0726032499397027,4.92990525763941,1.2192629247042908,Iris-versicolor
+44,4.938478124993515,2.3825195392570606,3.5439289132114604,1.2853236851770362,Iris-versicolor
+45,5.413037998738653,3.0668195261223894,1.358943301511949,0.28916550308226996,Iris-setosa
+46,4.912493820613601,3.3118928935847105,1.5721460955189162,0.303397286842411,Iris-setosa
+47,4.901137494916053,3.7245708659784795,1.7650268659470054,0.379147591481257,Iris-setosa
+48,4.545783948374693,3.24210730152785,1.390439852602141,0.22578052052090924,Iris-setosa
+49,5.732205093966115,2.8691869112995274,3.944694415938479,1.6582317590721005,Iris-versicolor
+50,7.224398474289147,3.1869665405459924,5.4322435236733355,2.1568473611926273,Iris-virginica
+51,6.799043220392164,3.1945967590294373,5.2427418978155425,2.0820482894414836,Iris-virginica
+52,6.824712485029318,3.0184907866045636,4.707346594128742,1.7385684623491564,Iris-versicolor
+53,5.09732091287759,2.89288943765097,4.88800651631021,1.6732123479820347,Iris-virginica
+54,5.325482358182641,3.989640321480465,1.5172578467791185,0.20742597176639016,Iris-setosa
+55,5.290374836826772,3.4088770632572465,1.5044002942118821,0.17077436104199759,Iris-setosa
+56,5.773755393967448,2.210711221849238,4.192328033132388,0.9461276683243431,Iris-versicolor
+57,5.369507672491106,3.2329067882038247,4.901228148494775,1.8558118151405096,Iris-virginica
+58,6.352142001241417,2.701563681650782,4.314745803908275,1.4792903976844032,Iris-versicolor
+59,6.630527816070543,2.388170916474111,4.987870378910933,1.3023907485492856,Iris-virginica
+60,5.963383620924382,2.821884693939035,5.029383101581214,1.689489686070987,Iris-versicolor
+61,4.629313125742059,3.9280478426027243,1.4797241526860483,0.15892444485885454,Iris-setosa
+62,6.443779037205706,3.280424633520347,5.298645399810877,1.9793243144574284,Iris-virginica
+63,5.807310221305263,2.702673103094947,4.539389450445651,1.345909036753118,Iris-versicolor
+64,5.267526169515176,3.7767324188402163,1.4993086235226185,0.4868472041450901,Iris-setosa
+65,5.929622773625298,2.742254110718896,4.939390533084334,1.5653670525317864,Iris-virginica
+66,5.435554358065696,2.596812511233507,3.75285201079755,1.229732725044929,Iris-versicolor
+67,5.349212243597667,3.4702367088535566,1.325565065185407,0.34210880748560457,Iris-setosa
+68,5.100777885381607,2.4917313933014538,3.6184704817088336,0.7744520341923202,Iris-versicolor
+69,5.738217923321969,3.114190546962328,5.178147646174497,1.9772737768171216,Iris-virginica
+70,6.508429549523954,3.0807971152589473,4.792493082243506,2.0719438204125207,Iris-virginica
+71,4.914416624549904,2.614552604387576,4.083253740235044,1.4361645766927185,Iris-versicolor
+72,6.236223483283104,2.71558619200487,4.502964943317784,1.0630541627374652,Iris-versicolor
+73,7.010938093495999,3.1568653925493306,5.560677700494119,2.331011605566648,Iris-virginica
+74,4.236203974413039,3.001842829289296,1.3465678872626108,0.12317948849077984,Iris-setosa
+75,6.102002536425229,3.0836163831373486,4.677612244632412,1.936203553871566,Iris-versicolor
+76,5.807181609803358,2.5060782251646896,4.030561393302236,1.3225454621327906,Iris-versicolor
+77,5.0109665111070125,3.1818441664078008,1.442839067241791,0.20652467995894772,Iris-setosa
+78,6.372890655684428,2.1401424793245827,4.562750623017422,1.45615098505283,Iris-versicolor
+79,6.556644641493967,3.14934172161901,4.611126160743451,1.6639655300344525,Iris-versicolor
+80,4.617452089151082,3.0744389973126025,1.4975191707304332,0.12224668223284815,Iris-setosa
+81,5.25864191813067,2.735000812287665,4.1406963838507735,1.3307043836678405,Iris-versicolor
+82,5.516895429869017,3.0923709247168567,4.832596280479501,1.5197164324600694,Iris-versicolor
+83,5.098002324891509,3.213656059021773,1.4075806096697943,0.1712011444104115,Iris-setosa
+84,4.742373961901105,3.187337737494425,1.4980969606342323,0.11607643333245612,Iris-setosa
+85,6.479244978265677,2.5948702945555473,3.889494451452098,1.2142551397754477,Iris-versicolor
+86,6.42199101309659,3.0650924174782794,4.081498998823188,1.3849161232526759,Iris-versicolor
+87,5.6700748668452325,2.7855025892762932,4.474296899676952,1.376998422235139,Iris-versicolor
+88,5.341210536833622,3.115532982774268,1.4861897585164758,0.003921299217191199,Iris-setosa
+89,4.718556836878966,3.0407516391551956,1.498913517520855,0.21535361722126345,Iris-setosa
+90,6.3856355892885315,2.721209020219393,5.135957075025824,1.9227382337596575,Iris-virginica
+91,5.468367613002281,2.861069696929811,4.000748867152403,1.4524758843145538,Iris-versicolor
+92,7.117168540773884,2.199503708812141,5.5405617923338575,1.506551313485425,Iris-virginica
+93,6.069542798752354,3.1249630144019767,4.9577010946416245,2.2326850951979114,Iris-virginica
+94,5.870761845035735,2.930429133203996,3.8400181513598426,1.2624265778866182,Iris-versicolor
+95,5.0212814321929224,3.172941275194198,1.3095710588442189,0.2631609698576915,Iris-setosa
+96,4.568769341701507,3.238474060289587,1.5725830735956012,0.24580937497478692,Iris-setosa
+97,6.598409393120753,2.814854365398345,5.472579057496482,2.2180505342213457,Iris-virginica
+98,6.381125900523887,3.0766903055241155,4.992376667263233,1.5331042650381526,Iris-versicolor
+99,4.883152082665388,3.493696450634471,1.8159265362088046,0.4283519019927005,Iris-setosa
+100,6.201583926715985,2.6355413247611046,4.673935563985424,1.8768912372691007,Iris-virginica
+101,5.137679774021475,3.040287721586273,5.0328680403049,1.9751150117056657,Iris-virginica
+102,5.488497582088113,2.974379835883155,4.184387836216145,1.2991520229326836,Iris-versicolor
+103,5.139134122674913,3.411487895903022,1.5597856070717901,0.4112443097090475,Iris-setosa
+104,6.17378168248916,3.0666926609678575,5.438556820543599,2.0924876612737666,Iris-virginica
+105,6.5127265895070545,2.813808489633452,4.097099170521632,1.225437026110451,Iris-versicolor
+106,6.49819813272917,3.182066229350016,4.910702480154876,1.9103021805044897,Iris-virginica
+107,5.792579231731894,1.883082340100083,3.4756144755132787,0.907773976797589,Iris-versicolor
+108,7.501327823186858,3.226257836975028,5.4213110921044345,2.2279814877797572,Iris-virginica
+109,6.58886200421359,2.8235915851463003,4.508857339715788,1.1850951704271453,Iris-versicolor
+110,5.363650524577263,3.0564845281709547,5.183468487666061,1.8734305745515294,Iris-virginica
+111,7.114856151291892,3.216897458273053,5.257960662378003,2.214992736922498,Iris-virginica
+112,7.7017481161536505,2.8884135828278854,5.993330920984166,2.207086035671624,Iris-virginica
+113,6.384134914814398,3.1975347319025094,4.912879109553638,1.8719287581035575,Iris-versicolor
+114,5.374058944771523,2.218789023022328,3.78179636988788,0.992099197775196,Iris-versicolor
+115,4.8946071485681175,3.2602847916823716,1.2714362544974291,0.2269994381719144,Iris-setosa
+116,6.305118732863364,2.1903505104620127,5.354691762357409,1.6800411193032663,Iris-virginica
+117,5.470645789038975,3.1408481467565483,1.646399432121771,0.20819299388686663,Iris-setosa
+118,5.885559480411997,3.6193316905795614,1.90898162105399,0.41404498413677954,Iris-setosa
+119,5.886536777140507,3.2767116606684628,1.5141921837729329,1.464209108150159,Iris-setosa
diff --git a/iris/tvae/0/15/test.csv b/iris/tvae/0/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/15/train.csv b/iris/tvae/0/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/15/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
+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/0/15/val.csv b/iris/tvae/0/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/16/synth.csv b/iris/tvae/0/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..64083548ffdc424b6e7035221925da2e0555b3f1
--- /dev/null
+++ b/iris/tvae/0/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.99766005045864,3.396673030499985,1.6150863935730073,0.37899271104128995,Iris-setosa
+1,4.757128632020054,3.0789341453122065,4.766664567518067,1.3972684205253751,Iris-setosa
+2,5.446550180676745,3.089355655574059,4.310096774449593,1.12284352117224,Iris-versicolor
+3,6.6190111509664655,2.9806611278442356,5.282026343276868,1.9161200114056816,Iris-virginica
+4,5.832228949504803,2.0365508874977527,4.472529072243736,1.4932405861654994,Iris-versicolor
+5,6.09487981670626,2.497414775790044,4.879863302008919,1.4441874159378463,Iris-versicolor
+6,6.434978639742514,2.8750897237313184,5.582313539390352,1.8883155374279856,Iris-virginica
+7,6.53464524657024,2.9084227851080087,4.817614226792292,1.5639745060938819,Iris-versicolor
+8,7.914006021052321,2.7942429515345424,6.801012060076025,2.3337250760976134,Iris-virginica
+9,6.509308509166139,2.658205086627177,4.776209479072501,1.7529595957638384,Iris-versicolor
+10,4.98034229611539,3.539639585854722,1.6305526835331337,0.4063007874235809,Iris-virginica
+11,5.279395590242998,2.5858020301628524,3.567844267908929,1.1034725966000334,Iris-versicolor
+12,6.26922365436592,3.037175893267769,5.029239596169618,1.9269213737866153,Iris-virginica
+13,5.031158318269866,3.361234838116079,5.411070506278604,2.1360281727456645,Iris-virginica
+14,5.044935636832016,3.2968432597441657,1.5839495032622362,0.4013118967178073,Iris-setosa
+15,5.33499782525581,3.39990288106624,1.516046501308609,0.38529229005622817,Iris-setosa
+16,6.195484477452446,3.448070579873419,5.519110629784899,2.4216592030412154,Iris-virginica
+17,6.427794211307489,2.9121309479036714,5.781260416535451,2.404480075465201,Iris-virginica
+18,5.707138490744883,2.9411598682081976,4.262812894370134,1.4306698002798406,Iris-versicolor
+19,7.173386333609588,2.034625064761046,4.751959295773072,1.4423056738936433,Iris-versicolor
+20,5.4550469559400305,2.567863690837532,3.4330919148809294,0.8189914694071339,Iris-versicolor
+21,6.5575468877193215,2.895715154141916,4.825700518142644,1.8337173875342765,Iris-virginica
+22,5.139548381447517,3.484907004119563,1.2818086021495012,0.3280074555109491,Iris-setosa
+23,8.385411435470676,2.884679094291243,6.33483847347922,1.9217634895419224,Iris-virginica
+24,5.248008001295926,2.9872700195037543,1.338610726449657,0.30819906950322784,Iris-setosa
+25,5.656730715688188,4.23464123767408,1.4957298038788218,0.18278726005990406,Iris-setosa
+26,5.047589858314766,3.298249522043983,1.530882628374126,0.1932740112750091,Iris-setosa
+27,5.459142137704731,2.327309991545211,3.573694815825199,1.14623388405054,Iris-versicolor
+28,6.641887408758196,3.112767688937609,4.968690309760373,2.2093437171937103,Iris-virginica
+29,6.48540780854682,3.152083216545566,5.218358533754072,2.0291953508389504,Iris-virginica
+30,4.615646155346464,3.3781289321421077,1.5311623831836114,0.2745223191128872,Iris-setosa
+31,5.824865145214495,2.9046923003745855,4.984723309984442,1.9375378925016087,Iris-virginica
+32,5.0857330405284,3.1703684865425097,1.6683382406790557,0.13532132506799102,Iris-setosa
+33,6.655858586792473,2.473640800397584,5.101374799873088,1.7861046355107628,Iris-virginica
+34,6.8357358647201485,2.5897635590940338,4.893870778103514,1.8652277689899883,Iris-virginica
+35,4.6827338129295795,3.2435644178426983,1.5069562487292119,0.1763649532409978,Iris-setosa
+36,6.8469399873583345,3.0598409420086887,5.317536810783421,1.9444101070423314,Iris-virginica
+37,6.022431628527555,3.0998689859897834,4.624335507697145,1.532744640366456,Iris-versicolor
+38,6.284731569391186,3.269843853837181,5.010693941487636,2.247563029941907,Iris-virginica
+39,6.5687849588029765,2.9329998290023775,5.018593984475447,1.8727094405928435,Iris-virginica
+40,6.275325268073639,2.714045547212039,5.195364071749244,1.6146976297177182,Iris-versicolor
+41,6.458401341900862,3.2780233982971345,5.48936660550052,2.099363231203593,Iris-virginica
+42,5.089129016942131,2.4328319874932767,3.128986016984469,1.1485071241723528,Iris-versicolor
+43,6.691042931709872,3.050405353968201,4.846247993374336,1.4935123469887446,Iris-versicolor
+44,6.599823780887453,3.0640737253967973,4.821846781226238,1.7245642404396269,Iris-versicolor
+45,7.178327095741302,2.824811777375618,4.9579399731748985,1.5880844629926492,Iris-virginica
+46,5.522033771514658,3.5979781379889313,1.4690210210036971,0.2512672004647173,Iris-setosa
+47,4.93272122577646,3.2530817803537797,1.412325987724507,0.2762179021424062,Iris-setosa
+48,4.71120386997909,3.337813393137594,1.356977996489245,0.17168501248254278,Iris-setosa
+49,6.736661489969965,3.083553464463545,4.948882944713318,2.2191755266905187,Iris-virginica
+50,6.531080358823893,2.9825678601716206,4.973031452785422,1.655567234173522,Iris-versicolor
+51,5.6298576359329315,3.2226175664639856,1.5880639621982262,0.4537621750047546,Iris-setosa
+52,6.976678210835245,3.1730093579085175,5.043091521459726,2.262092536293368,Iris-virginica
+53,5.280559008883044,2.9770866365977313,5.310408252710693,1.798760012956616,Iris-setosa
+54,5.3501331611798895,3.3916442279523364,1.659519304762589,0.3265937353507006,Iris-setosa
+55,6.806211266012434,3.122187262239129,5.268051302191603,2.088656467615354,Iris-virginica
+56,5.167411452431549,2.729646458100247,4.207445032947036,1.3480120674966964,Iris-versicolor
+57,6.162433922033539,3.1194412223131676,4.4799322575222105,1.4766394072055666,Iris-versicolor
+58,5.158499711043158,3.170176407564246,5.13751018366009,2.120824825701979,Iris-virginica
+59,5.0125571232605415,2.9868660882163764,1.4314721003675104,0.057504752797644915,Iris-setosa
+60,6.068723848971659,3.3043001229548783,4.821361061519473,1.3990942159880797,Iris-versicolor
+61,5.298495823449224,3.1297709422795386,4.911984236759664,1.9043246644314125,Iris-virginica
+62,4.821059016506806,3.497795586623379,1.4317950666371873,0.14090724847531927,Iris-setosa
+63,5.459258726616337,2.3780996803585635,3.937717831410794,1.417018580802594,Iris-versicolor
+64,6.497727174067695,2.6908338176149273,4.277834055326236,1.226941532317896,Iris-versicolor
+65,5.033962081138493,3.6574429122047096,1.3267308495847134,0.19436148937166692,Iris-setosa
+66,7.077613503618728,3.440794855184549,6.709909849294335,2.0260213427663354,Iris-virginica
+67,5.451265317955176,2.813576622697423,3.3285588879287795,0.7199072823524542,Iris-versicolor
+68,6.062262931385625,3.182660002390347,1.424938789246257,0.13711822486384928,Iris-setosa
+69,5.85048609434491,2.833878384050455,4.127252044911389,1.3158341961155817,Iris-versicolor
+70,5.073122480690455,3.4329083175604014,1.5310973172495024,0.1763350407820532,Iris-setosa
+71,6.224434114426986,3.3619127713542647,1.9451238743485872,0.6175953360023707,Iris-setosa
+72,4.530117025030196,3.159035418482023,1.3210715942775257,0.12880243708362718,Iris-setosa
+73,4.987259850933651,3.1547819522111347,1.5516513842246131,0.28692978143995224,Iris-setosa
+74,7.292749784775319,3.2937648404921593,5.843964403692105,2.3615850985779443,Iris-virginica
+75,6.3471078986905,2.9791921232558947,4.903999954785465,1.5591851298588908,Iris-versicolor
+76,5.913751350087577,3.1755970993707927,4.578554876002309,1.5180962197989076,Iris-versicolor
+77,5.3010682098165445,3.753831794724894,1.6680090413339799,0.31057104589990225,Iris-setosa
+78,6.42222223615094,3.1097375285071642,4.859308000060081,1.5537491709571538,Iris-versicolor
+79,5.194714333132364,3.9267941752597575,1.665849503040882,0.30173120982185136,Iris-setosa
+80,6.660981781892312,3.1022268519666714,4.812345755490684,1.7197521274547345,Iris-versicolor
+81,6.226664821361524,3.092018225533189,4.290445258383722,1.479730723791217,Iris-versicolor
+82,4.749595927055548,3.393484334163467,1.2983107424804374,0.1892410962212248,Iris-setosa
+83,5.257288057164346,3.000763705889228,1.473572128708482,0.24703250270683585,Iris-setosa
+84,7.005007523156061,3.2608529128389656,5.718421681763054,2.3675044293942507,Iris-virginica
+85,4.912463073906392,3.1938945939013954,1.4510017066071526,0.21926701570321794,Iris-setosa
+86,4.399372300868209,3.2691885195897394,1.3567828212457227,0.10104063100985508,Iris-setosa
+87,6.590361908893383,2.9278769871370893,4.767662906222244,1.8215792961557395,Iris-virginica
+88,6.627815799446024,2.554573144074272,5.566348393682533,1.65583844553754,Iris-virginica
+89,5.38785994258647,2.2861825622067116,4.237716177306969,1.5143725761720517,Iris-versicolor
+90,5.344386269818942,2.4426814119376465,3.522845767322175,1.1014216825489311,Iris-versicolor
+91,6.113416853073934,2.263981975160239,4.357557024171032,1.5375740934968585,Iris-virginica
+92,5.452080326617284,3.0809008348940328,1.5497383943149408,0.24721937554556445,Iris-setosa
+93,4.7481848950566405,3.2536197622249987,1.4089394474563626,0.17488501199433226,Iris-setosa
+94,7.45945385241535,3.1432008099194513,5.442180525903827,2.324782206246416,Iris-virginica
+95,5.76272405019551,4.045825633119482,1.481311816232004,0.4346689050105781,Iris-setosa
+96,6.68732580753215,2.865943729486136,4.471426179322081,1.2755484678484943,Iris-versicolor
+97,5.442661467282536,2.989415226549263,1.7367084719427186,0.41445305336957783,Iris-setosa
+98,7.457267390412051,3.1553918094599163,5.22000487733078,2.279829582296149,Iris-virginica
+99,5.451016289998332,3.0470828473402554,5.468185877886191,1.7782941541351815,Iris-virginica
+100,6.042064170691019,3.868255996076832,1.752308486307185,0.38215108117624563,Iris-setosa
+101,7.499857668307859,2.6872294991141423,6.069508598198501,2.011648858386154,Iris-virginica
+102,6.9214834616223095,3.202853034878224,5.152443200253141,2.101325288567314,Iris-virginica
+103,7.129635568048222,2.8119753041890565,5.087309560901336,1.6011794638606238,Iris-versicolor
+104,4.833366060584418,3.0316987052753355,1.468169115899598,0.2711659725091843,Iris-setosa
+105,6.536056012550113,3.440721101658313,5.472726237379991,2.0404155800781245,Iris-virginica
+106,4.964505913451751,3.033602746127851,1.5550813935052705,0.2553529825615531,Iris-setosa
+107,6.291100238737109,3.078371303997877,4.667733426082347,1.433781904141574,Iris-versicolor
+108,5.467881553165564,3.1248548884161584,4.668074621436633,0.4451836186448037,Iris-virginica
+109,5.674840755995817,3.2018172570378534,1.2932059454010725,1.525937114910451,Iris-versicolor
+110,6.325649232278787,2.8023744599773264,4.549270070721426,1.7189982152431698,Iris-versicolor
+111,7.7658973722182285,3.3595433203208067,6.823330812812377,2.424215533373972,Iris-virginica
+112,6.0050632692587715,2.6160540226423246,4.082616575643105,1.2924041523170822,Iris-versicolor
+113,7.210674645453488,3.0351662745966963,6.758663710401482,1.9301309239768893,Iris-virginica
+114,6.958139539280603,3.162963679888608,4.827145257383245,1.440563176907047,Iris-versicolor
+115,5.349415961665111,3.5046309372532183,1.4286443019122304,0.25307881129053644,Iris-setosa
+116,5.967803945411424,2.4855367251615377,4.247209634341994,1.2859688083131622,Iris-versicolor
+117,5.790217405325112,3.1143407381566095,4.805470864700196,1.505186127865996,Iris-versicolor
+118,5.732526838576877,2.8838508659244737,4.571663324461855,1.5160096968178631,Iris-versicolor
+119,5.465894173500805,2.9775402048391957,4.335737083464437,1.3157790187407892,Iris-versicolor
diff --git a/iris/tvae/0/16/test.csv b/iris/tvae/0/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/16/train.csv b/iris/tvae/0/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/16/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
+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/0/16/val.csv b/iris/tvae/0/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/17/synth.csv b/iris/tvae/0/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d408898e96df034b423abffac108e7e71330e851
--- /dev/null
+++ b/iris/tvae/0/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.775869431491654,2.854379759722915,1.6966645201906931,0.26070931044426726,Iris-setosa
+1,4.987130137353637,3.127324627918024,4.998149211554595,2.0113356247378844,Iris-virginica
+2,5.595675496487013,2.290174139122484,3.3741234529009594,0.9412306908719131,Iris-versicolor
+3,5.741035444947608,2.7937002512962668,3.920850236702739,1.0409751951927593,Iris-versicolor
+4,4.585463730342338,3.161100042040865,1.5267633074262044,0.2085865681401936,Iris-setosa
+5,5.811792024608192,3.136482306721359,4.9370290781083765,1.9878661687332522,Iris-virginica
+6,6.097810670683891,2.644878649318829,4.409103079250796,1.0979829337080986,Iris-versicolor
+7,4.901575083050968,3.4438989342090474,1.8200963649918172,0.4202070611527256,Iris-setosa
+8,6.273889107901269,2.9886446608320894,4.578147863113553,1.538216679594782,Iris-versicolor
+9,4.797737157227952,3.5218436035416056,1.5485088638689124,0.4466168084814285,Iris-setosa
+10,5.2279669263360695,3.0114756788875146,1.5706783429853022,0.14865447960237319,Iris-setosa
+11,6.845460383909095,3.042665649665513,4.629866622372957,1.7304382630255373,Iris-versicolor
+12,4.647480197744717,3.25166254757756,1.7932515287727924,0.3842281737420025,Iris-setosa
+13,5.222696455056397,3.0715548881997194,1.5203505660840013,0.31843096436798235,Iris-setosa
+14,7.115441716953511,3.0667250171311715,4.889621401438031,2.131740654043464,Iris-virginica
+15,6.035842746461603,2.93402894416526,4.809901214842693,1.9363892556598643,Iris-virginica
+16,5.375946220290168,3.096575473950726,1.4988810447192609,0.24705238589199777,Iris-setosa
+17,4.672486537308628,3.3805127333429272,0.9469921570823939,0.2033473915447439,Iris-setosa
+18,7.329358871910573,3.1182199954058363,6.714033497727786,2.204471047100879,Iris-virginica
+19,6.4916014821953665,2.5105278599391174,5.252231883329792,1.8311639309803782,Iris-virginica
+20,6.285636886559269,2.944730285871182,4.508069478969047,1.830113440629197,Iris-virginica
+21,5.282223184300092,3.3395106582992162,1.5475919552845885,0.3493149445626727,Iris-setosa
+22,6.218007696501606,2.4496451985524432,3.7784174667310033,1.3167277847954415,Iris-versicolor
+23,5.247888718654158,2.399793034287906,3.771072290243624,1.0644414474788693,Iris-versicolor
+24,6.389946423157419,2.7155392003903835,5.591158144160104,2.2063574019442336,Iris-virginica
+25,5.04089791390115,3.2079053761736027,1.5187200009642785,0.3505733973571303,Iris-setosa
+26,7.836503382850743,3.611270156910278,6.7428947598734945,2.1864343200573364,Iris-virginica
+27,7.233409766662138,2.6660271291883904,6.199371444518138,2.197635321628675,Iris-virginica
+28,5.848200641404165,2.642526868459155,4.866407688976712,1.4174202452185871,Iris-versicolor
+29,4.893181549089765,3.3387606411761572,1.2111405542353213,0.17156585146236963,Iris-setosa
+30,5.365470761792015,3.6750568342122616,1.5509535480753693,0.29865225575604615,Iris-setosa
+31,6.3214175452841825,2.6219102035218134,5.000034048562202,1.6172899697699348,Iris-versicolor
+32,5.271445329872949,3.2670686731116843,1.6313149287664082,0.38703647347407777,Iris-setosa
+33,6.025057527275044,2.707820340929896,4.148018629320571,1.1019102668477911,Iris-versicolor
+34,6.4768184882429045,3.1190615712341425,4.992903504872823,1.688804759116499,Iris-versicolor
+35,6.04832254163031,2.563940790785937,3.6719995026061323,1.3327729650568918,Iris-versicolor
+36,4.819175943568566,3.2111799707435216,1.4350846619070927,0.17939997147621645,Iris-setosa
+37,4.687038219891932,3.411510799864047,1.3863001638093284,0.17632877494103794,Iris-setosa
+38,4.803218021764386,3.398234652655118,1.4910938892851398,0.27401962953170456,Iris-setosa
+39,5.827716255424657,3.1004311417915313,4.796776344276039,1.6410003540810492,Iris-virginica
+40,5.674843752556155,2.985368863065976,4.012248627765461,1.5798314575394228,Iris-versicolor
+41,5.7565544316941795,3.1479843114506596,1.3804365124244025,0.3398986849314941,Iris-setosa
+42,6.380157047223365,2.6772432281222645,4.44103715580309,1.3401940058048185,Iris-versicolor
+43,6.426168982096322,2.841784847530222,5.223586676160114,2.2021113667908216,Iris-virginica
+44,5.06325906637697,3.1095388083545927,1.4498844061396734,0.2913712199926118,Iris-setosa
+45,6.328890074946722,3.26701296286114,4.387020106040343,1.4835942332585377,Iris-versicolor
+46,6.804369446109159,2.7024758330888403,5.195541235242313,1.710191801529082,Iris-virginica
+47,6.183232160446168,2.73043168608358,3.9969454041992627,1.2798999582472392,Iris-versicolor
+48,6.1475736181688845,2.772300684783582,4.692501710530834,1.5899337638235065,Iris-virginica
+49,4.711816725820363,3.1714774981869245,1.3383689855168694,0.22258325322742017,Iris-setosa
+50,4.7750882274535105,3.0700670905788554,1.3279378136947604,0.25285107154670095,Iris-setosa
+51,6.206731727686438,2.915460455227042,4.963551078716297,1.6089459524477807,Iris-virginica
+52,4.771757760621808,3.1110378672582417,1.2868605942825613,0.107557768165597,Iris-setosa
+53,5.59712037661929,3.721091263477636,1.8511730889054248,0.5605353712097204,Iris-setosa
+54,5.953249203627733,2.731807965904651,4.080536872919564,1.5087952907610356,Iris-versicolor
+55,5.391593051705566,3.5107148456972657,1.5956009853812796,0.25696059057033915,Iris-setosa
+56,4.948823209735209,3.5261542162327753,1.4337808536862493,0.18327821655813842,Iris-setosa
+57,6.296248458224313,2.5310578999024016,3.766155407827377,1.2760500648706858,Iris-versicolor
+58,5.6509946652968965,2.360175003323209,3.600961961901313,1.1597381979358203,Iris-versicolor
+59,4.8090767468426465,3.2364849059471164,1.4323782869054016,0.17423640660540674,Iris-setosa
+60,4.402354951475438,2.9173547797027175,1.5134094836964371,0.2425559760421937,Iris-setosa
+61,6.789848236727046,2.7568280473990097,5.101273624606572,2.067942908569412,Iris-virginica
+62,5.5469265230727345,3.7027892744502116,1.7762118811194656,0.5034350594474315,Iris-setosa
+63,4.671968874915834,3.870380176120241,1.9455403531302116,0.3355787908497368,Iris-setosa
+64,5.372302192052129,2.412109808961306,3.167603129158298,1.0452136429364711,Iris-versicolor
+65,6.50382037518893,2.7607916819767286,5.000361636140344,1.6872032296550976,Iris-virginica
+66,5.084729081023605,3.373307696353876,1.6152342668699715,0.4349686240211425,Iris-setosa
+67,4.691333067577837,3.4415751534417582,1.3965629065333083,0.22002956658107592,Iris-setosa
+68,5.397279015999812,3.677621159514839,1.5269098409942818,0.35083112817708045,Iris-setosa
+69,5.27644655315879,3.6347883545065227,1.4968297836860727,0.12565560962940606,Iris-setosa
+70,6.246362455354314,3.182632956840475,4.945646665493985,1.63891651698147,Iris-versicolor
+71,6.511800353354743,3.1233912863966657,5.785336472428474,2.134277670641828,Iris-virginica
+72,7.122112257917081,3.152956042039833,5.63504731019176,2.0385060500821783,Iris-virginica
+73,5.220281206926067,3.3199361054348246,1.7577577926007022,0.4892973937536146,Iris-setosa
+74,7.197866751026946,2.7356367697907866,5.884158245595014,2.0827829659301744,Iris-virginica
+75,4.5363474138395725,3.2813564222742957,1.3662249001573887,0.13204896640223426,Iris-setosa
+76,5.658235355065212,3.274896490238592,4.456428376395485,1.4613161631715474,Iris-versicolor
+77,6.111704381990706,2.486339804658162,3.7554738053417624,1.2008378438472975,Iris-versicolor
+78,5.323959207575152,3.3449361026234063,1.4844866158494674,0.3053201041458449,Iris-setosa
+79,6.221960289376944,2.6620923272219708,4.561313110982402,1.249862263867385,Iris-versicolor
+80,4.464682132344837,3.230315770685061,1.4675830790861353,0.0951868409639749,Iris-setosa
+81,6.918927684861301,3.4930569798903446,5.58412199610029,2.847075602723783,Iris-virginica
+82,4.787726174900623,3.0755408782518634,1.285221506118742,0.31317937716279537,Iris-setosa
+83,6.0915658737520495,3.0291525291903425,4.379847096352398,1.2513509755134704,Iris-versicolor
+84,5.2612129011767514,3.1552489995745825,1.6219287492810281,0.4272726938771578,Iris-setosa
+85,6.7119884324779475,3.248105054308498,5.637023253380139,2.165654263856272,Iris-virginica
+86,7.494730633674419,2.747528350975481,5.354489596573161,2.0107818567203735,Iris-virginica
+87,4.459675592910385,3.135451031220341,1.4823749763614151,0.14536763891661453,Iris-setosa
+88,5.248464455962783,2.4975642885367577,3.4980552216790874,1.0732076242841475,Iris-versicolor
+89,5.136168105623903,3.8645982745677365,1.378590036300942,0.3410888627724769,Iris-setosa
+90,5.585449991849952,2.505068405454833,4.26933565978294,1.482629641516369,Iris-versicolor
+91,6.935421898822017,2.9139101868689226,5.366601708225535,2.417336172227334,Iris-virginica
+92,5.905196503499872,3.1703557949685335,5.290801858119492,2.0314713068465444,Iris-virginica
+93,5.539668642601865,2.8807505983768777,4.332360123424424,1.131176105726164,Iris-versicolor
+94,4.896856118644133,3.1305115078867733,1.4476582346891695,0.13233550912293854,Iris-setosa
+95,5.190421898822026,3.0676475267629955,1.2565765089208079,0.2091693221258526,Iris-setosa
+96,5.163370238105282,3.52248869751529,1.6235624046954817,0.6152993598927983,Iris-setosa
+97,4.902083581566192,3.639782435402784,1.5435496619064064,0.297744242321746,Iris-setosa
+98,5.757421643968191,3.0703113448275428,1.5563920993869578,0.11649023220916105,Iris-setosa
+99,5.594405542702015,3.6200065763090254,1.6283582439476059,0.40375564600966124,Iris-setosa
+100,5.068215533974589,3.199726755061464,1.3070709006909662,0.1437535879933265,Iris-setosa
+101,4.89661782308775,3.1803829290929575,1.5881558882549478,0.2523025380453504,Iris-setosa
+102,6.398441644995432,2.4695979234057477,4.747403781903578,1.468100219995124,Iris-versicolor
+103,5.46060574388155,3.2871721959745623,1.316470800297874,0.08728890005403409,Iris-setosa
+104,7.142674119086915,2.935636816307345,5.18083906988926,1.8748882798839048,Iris-virginica
+105,7.235580323804858,3.149052382861691,5.109219228031371,2.2307470246319627,Iris-virginica
+106,5.215065971546451,3.134337190693915,4.788202974448862,1.6540720381759848,Iris-virginica
+107,5.698745575778443,2.726559164461112,4.6445941390878005,1.4468070388292205,Iris-versicolor
+108,6.521002119380909,2.8140440853160658,4.8057177636998,1.6204297214977135,Iris-versicolor
+109,4.988830403698238,2.477860300221998,3.6484116688738064,1.2620941380693862,Iris-versicolor
+110,5.973758315736038,2.688143626252077,4.929714706791013,1.850547617322821,Iris-virginica
+111,6.4941651241974165,3.2447295013420336,5.2240192704834,2.1993728599933915,Iris-virginica
+112,4.782371453538464,3.2052072436498977,1.430133430610055,0.2535302803911947,Iris-setosa
+113,6.019980953082629,2.3347421086179416,4.54354291864406,1.3681248949344882,Iris-versicolor
+114,7.6022897404516465,3.050195037905811,5.818475316639928,2.31657596570819,Iris-virginica
+115,6.164366296640133,2.6324989653323776,4.613000712542581,1.281982598417331,Iris-versicolor
+116,6.2457204015381045,2.522875558818345,3.7035253388171236,1.1003867220883325,Iris-versicolor
+117,5.329009648300189,3.084750497429889,5.372520841658762,2.107337807101741,Iris-virginica
+118,7.142556609481038,2.9589640277182916,5.014166310227573,2.2205319853917254,Iris-virginica
+119,6.106812071206202,2.5364531542010096,3.866237300620395,1.157215513896431,Iris-versicolor
diff --git a/iris/tvae/0/17/test.csv b/iris/tvae/0/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/17/train.csv b/iris/tvae/0/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/17/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
+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/0/17/val.csv b/iris/tvae/0/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/18/synth.csv b/iris/tvae/0/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4cabbc0877c9f1d26e9526a0552b951506deeed4
--- /dev/null
+++ b/iris/tvae/0/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.559637120676038,2.8490258460563336,5.219408484128529,1.4697197315210169,Iris-virginica
+1,4.885598031817992,3.2296407828327394,1.3238738718094982,0.2012846940552483,Iris-setosa
+2,6.394738888790763,3.16955834883094,5.075651904961749,1.6520990822435124,Iris-versicolor
+3,6.9159742405664275,2.911172051680527,5.280975743546901,2.044403181936936,Iris-virginica
+4,5.571245949355258,3.1938957265558594,5.415885928937148,1.8590181657039138,Iris-virginica
+5,6.680517806606569,3.0772581622975825,4.513086786018667,1.8007863841371643,Iris-versicolor
+6,5.399891809956852,3.280958794111136,4.791525078670406,1.8572824517715076,Iris-virginica
+7,6.345518496547794,3.110624866529368,4.472463760667122,1.648023951852766,Iris-versicolor
+8,6.185009130171275,2.9334335905432867,4.5751702071914115,1.5578525410379842,Iris-versicolor
+9,4.772451658137596,2.9284973654596227,1.5397885321626834,0.3354180106023686,Iris-setosa
+10,6.58698397110104,3.179597712732407,4.823623912526387,1.5349368585237093,Iris-versicolor
+11,6.682730323389842,3.01779564359755,4.4055714785746805,1.6618184028530967,Iris-versicolor
+12,6.439410804352277,3.0489120787495056,4.599620837363357,1.4946075810967754,Iris-versicolor
+13,5.189034808433571,3.0227068317131858,5.073049619836676,2.0998384164458868,Iris-virginica
+14,5.855158904834581,3.251796727948256,4.610335242533691,1.5312498853963343,Iris-versicolor
+15,6.690808123605371,2.985650141557532,4.7866821508310275,1.5207656037121933,Iris-versicolor
+16,5.017408557647406,3.2246902981120225,1.3733834678392551,0.18093369300797124,Iris-setosa
+17,4.976448449703498,3.0489400116398935,1.4927912781041626,0.09117836834392021,Iris-setosa
+18,7.211022855666536,3.084376416550073,5.151814203486452,1.6297090258547968,Iris-versicolor
+19,5.749095681742401,2.4268344456010134,4.124612955593214,1.271330067541898,Iris-versicolor
+20,5.29084894295586,3.187025395395127,1.617923860812454,0.347045339520438,Iris-setosa
+21,4.95051037519901,3.13594559385399,1.5522619080862863,0.39044286965525743,Iris-setosa
+22,4.959568421041332,2.9975546951027288,1.510628642989906,0.24203425981592847,Iris-setosa
+23,4.939644444497776,3.360759319942045,5.225220276122242,2.1478963528972335,Iris-virginica
+24,4.9654305213207035,3.759762556342778,1.180386651061829,0.17829149583402593,Iris-setosa
+25,6.230025849292719,2.6829641228532948,4.9770102036585255,1.6725839951768942,Iris-virginica
+26,5.662812825448529,2.8451135045511213,4.547268427189765,1.2138382063828819,Iris-versicolor
+27,6.572111645616988,2.869110248342509,5.04409728501919,1.890059711513169,Iris-versicolor
+28,6.72344506082748,3.312086915190291,5.6083193883130855,2.289705137067781,Iris-virginica
+29,4.970166806074852,1.8941578369294219,2.7406887989629656,0.6743744337723756,Iris-versicolor
+30,7.633817793574306,3.130936057744727,5.223618252998915,2.0651151587586556,Iris-virginica
+31,5.3265927193084615,3.4839108882588246,1.47739594451624,0.38222762749624334,Iris-setosa
+32,4.483124133651876,3.0339323105860334,1.111912559253573,0.24194342348615996,Iris-setosa
+33,5.039896035480511,3.3587136591275204,1.4575617489052128,0.4676500171931809,Iris-setosa
+34,6.323243784265472,2.8277088246044206,4.55487100599684,1.3284332541518007,Iris-versicolor
+35,5.856473917753982,2.5999613033434263,4.377762499206439,1.5693572353506196,Iris-versicolor
+36,5.404508910466599,3.6042899260267363,1.3086577612089147,0.26006216764379225,Iris-setosa
+37,6.171866428974739,3.6520623421919884,1.959566538928752,0.37350622209762013,Iris-setosa
+38,6.1887321647363365,2.9774388128068296,4.546196419658337,1.8486002935368546,Iris-virginica
+39,6.20796606499037,3.0195738870863953,4.136819105345788,1.4905029897583106,Iris-versicolor
+40,5.617363712816151,3.1036715866144657,4.9102962926068265,1.3779496312976784,Iris-versicolor
+41,5.024133441409517,3.5800141827435117,1.6839414810410076,0.38745975766891794,Iris-setosa
+42,5.16631775233461,3.176410850004179,1.226901715627661,0.05841338444717348,Iris-setosa
+43,4.612891336388017,2.9092031043178235,1.440013037909632,0.10425412774213022,Iris-setosa
+44,6.4436590782272445,3.0515841904414542,1.357255751006717,0.11936828926082349,Iris-setosa
+45,6.5886786715072105,3.303635407193315,4.2604685935741715,1.5027562424670229,Iris-versicolor
+46,4.454311350540129,3.105096043753239,1.3987329429993571,0.14641959426061157,Iris-setosa
+47,6.5219174781008995,2.8815483665601227,5.1047731001851,1.8033274452501464,Iris-virginica
+48,6.817197376928848,3.0185900169104385,4.723470814950739,2.0011995793766193,Iris-virginica
+49,6.80622874809739,3.055670660305574,5.122112305804241,1.8952389908315517,Iris-virginica
+50,6.476192281499253,2.955353402589391,5.524851546726945,2.0512067025290217,Iris-virginica
+51,5.0136427234942085,2.2300012362052897,3.01824248837219,1.0190683081331904,Iris-versicolor
+52,6.560166043181621,2.9282666420912435,5.543828414704672,2.089135777588842,Iris-virginica
+53,5.21962697196831,3.0302775766198087,1.5081201477156545,0.23878208786744218,Iris-setosa
+54,4.459699030916948,3.0944178312530384,1.5458510509112142,0.23802966590824526,Iris-setosa
+55,6.073626840914221,2.4656444262748476,4.757429663381493,1.3885721843188554,Iris-versicolor
+56,4.6365364634953,3.406556796286208,1.2787445211988602,0.17557835070618555,Iris-setosa
+57,4.703466647431997,3.882642894454455,1.7155211519764517,0.43307214517859033,Iris-setosa
+58,5.801961099200865,2.228117714530411,3.95580098989016,1.151334011657653,Iris-versicolor
+59,6.331403509455251,2.7584939433836455,4.989774079433078,1.949970012733478,Iris-virginica
+60,6.567247322154502,2.491317774023741,4.605131912739634,1.5302530923678268,Iris-versicolor
+61,5.052144268366146,3.860719255879563,1.3071340470191408,0.13333371705186883,Iris-setosa
+62,5.1666143137979,3.6785659575924248,1.4707874575876234,0.2312288149731545,Iris-setosa
+63,6.928533866126636,3.0148808872521657,4.52701691431132,1.5550718761196047,Iris-versicolor
+64,5.2462032358077355,3.092536185952211,5.126564168888043,2.021352519456944,Iris-virginica
+65,5.39307061699843,2.967114533692087,4.216921075173901,1.7154095595008239,Iris-versicolor
+66,4.9145054410696325,3.7544353574082963,1.5582645378888542,0.37478499876870114,Iris-setosa
+67,5.8409995536331065,3.0685547170537593,4.290133890951408,1.711369417847624,Iris-versicolor
+68,4.862715875997773,3.5646141236604523,1.483489230889399,0.3313687435521815,Iris-setosa
+69,5.844498375557583,3.1309030243187066,4.323097714526631,1.3584283139046338,Iris-versicolor
+70,5.42176086905359,4.04374799320224,1.531343708930228,0.31376951539410414,Iris-setosa
+71,6.704810093724849,3.0259210811675996,5.028036834770214,1.7010071391340744,Iris-virginica
+72,6.1148040003114446,1.8712267350583582,4.8832708266186655,1.595031501722013,Iris-virginica
+73,6.73427295179336,2.7477350784133896,5.277482457182361,1.8547345153907389,Iris-virginica
+74,6.620177596645813,2.9355173121845115,4.9419195977601085,1.90264650584992,Iris-virginica
+75,7.220681214657226,2.9140202664355286,4.655288221640454,1.6824063800297249,Iris-versicolor
+76,7.00803786016402,3.08472874064574,4.501927226758006,1.6324793769579493,Iris-versicolor
+77,6.499372497516895,3.1278270900050216,4.971220168839768,2.0166615122159435,Iris-virginica
+78,7.201298321443768,2.5860769825354684,4.435025974059688,1.5141188813249102,Iris-versicolor
+79,5.932777705936842,3.026667826274178,4.6363848191910915,1.5279200153534869,Iris-versicolor
+80,6.2060752360247085,2.9454806185632965,4.084948379462403,1.5264758681540482,Iris-versicolor
+81,5.423862911995233,3.302368295554149,5.26595456710632,2.18340818292957,Iris-virginica
+82,5.14051044001319,3.5184997864666925,1.5137314989061035,0.14027274288142308,Iris-setosa
+83,6.668663739662095,3.731884290048496,1.9860691112870454,0.5024430639792964,Iris-setosa
+84,6.789228581143665,2.8917292632849687,4.835151972981798,1.6420416212150497,Iris-virginica
+85,4.901623598808007,3.2606773418848087,1.5097484152912402,0.26561815065916844,Iris-setosa
+86,5.0143581836824245,3.2651666268041173,5.3797874319370855,1.9782290631639248,Iris-virginica
+87,6.634914519676276,2.53300976225196,5.02848744982948,1.8756320344158914,Iris-virginica
+88,6.354908446142973,4.233465201699554,1.5570506211570412,0.33200488855257826,Iris-setosa
+89,4.44202961908541,3.035756431283595,1.3113454591092832,0.19688954018525007,Iris-setosa
+90,6.7408178761314455,2.458638392699968,5.830699282177784,2.097152378462467,Iris-virginica
+91,6.969788091480098,3.160791837433231,6.432551616577921,2.4095650776944075,Iris-virginica
+92,7.016224707081706,3.037847177828645,4.90126495229215,2.3543176486796766,Iris-virginica
+93,5.649377695674798,1.9533686541622337,5.242423418717465,1.6697171172510281,Iris-virginica
+94,8.207486216934747,3.5216490444269435,6.584689831516108,2.352955576512851,Iris-virginica
+95,6.171193271276385,2.5027944454980577,4.924367612922616,1.439042158803088,Iris-versicolor
+96,7.4650613665125185,3.620176955657458,5.42010505268203,2.2533876349626873,Iris-virginica
+97,7.583085736688176,2.803739371231598,5.153546317739041,1.6711345790408336,Iris-virginica
+98,4.657145837467335,2.2879488646427095,3.779932007786014,1.2659126163714713,Iris-versicolor
+99,7.144709398862515,3.7583926713154345,5.8451202467455285,2.321930856616168,Iris-virginica
+100,6.19024671048135,3.145308607815119,6.083910233061772,2.039762688452754,Iris-virginica
+101,5.2199395874933066,2.127773902098492,3.0300785074028536,1.1895175251879253,Iris-versicolor
+102,5.37937185410037,3.180404272618126,1.6882225955336578,0.27970174891361593,Iris-setosa
+103,6.638326907768337,3.0069594667349766,4.529786156384067,1.5245491922597685,Iris-versicolor
+104,5.116604603308854,3.4717072362583226,1.5045438937384434,0.2071962299220479,Iris-setosa
+105,5.0733578732541424,3.3438001910152777,1.9201215461672856,0.4310386732344842,Iris-setosa
+106,5.84293362727129,3.4110350141417296,5.262408441818777,2.1366286539623696,Iris-virginica
+107,4.914977477835667,2.9841820123102116,1.5589735646488125,0.2580175442820906,Iris-setosa
+108,6.7562802434659,2.7328945354961007,5.35925274261762,2.0707679038731204,Iris-virginica
+109,5.088706154160402,3.380911117945779,1.595643201616118,0.24695943637514955,Iris-setosa
+110,7.6742238362824065,3.4907663310087287,6.487954636252512,2.070472328829356,Iris-virginica
+111,5.540297292208979,2.9200415885407396,5.213432360681718,1.6595071607174703,Iris-virginica
+112,5.072918457256853,2.7561487700507397,3.731478858484371,1.1959972674322512,Iris-versicolor
+113,6.4435276626781,3.3070674125743267,5.2194034781338265,2.2006022940950922,Iris-virginica
+114,5.028586808931972,3.8154071626790267,1.178770696813447,0.16088888926969458,Iris-setosa
+115,6.6437160088809035,3.171464518568946,5.584632751691895,2.090656728125216,Iris-virginica
+116,6.2834381844626135,3.167014664906837,1.4785685799440829,1.392979745751017,Iris-versicolor
+117,6.145927469427902,2.092728721810829,4.79842815075772,1.4190539286735653,Iris-virginica
+118,6.443595760090251,2.1411009725532537,5.5424068736843,1.6740065399189235,Iris-virginica
+119,6.51755846422158,3.3563589834168517,6.055505549483549,2.0110830821648915,Iris-virginica
diff --git a/iris/tvae/0/18/test.csv b/iris/tvae/0/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/18/train.csv b/iris/tvae/0/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/18/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
+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/0/18/val.csv b/iris/tvae/0/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/19/synth.csv b/iris/tvae/0/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f8d2a10e58911943d3e71ead4fd3c12d82748276
--- /dev/null
+++ b/iris/tvae/0/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.571318775127476,1.921699700760952,5.581263177466209,1.584504319775276,Iris-virginica
+1,6.154095285275099,2.8028016811251315,4.987349535224355,1.4416699505748087,Iris-versicolor
+2,4.834018907348223,3.5103461653571015,1.8736892065159303,0.42965860711012066,Iris-setosa
+3,6.97704740342694,3.520588665435354,6.325757660365962,2.280731819211751,Iris-virginica
+4,4.855027859247206,3.367065334801694,1.3758784867884268,0.2780545565896854,Iris-setosa
+5,5.05738171683646,2.926795436754567,1.5725372927126355,0.2403183845221522,Iris-setosa
+6,6.583428707704894,3.536178712984455,5.594889259438251,2.51841458484028,Iris-setosa
+7,6.108441831411047,2.583963253591113,4.488345208844402,1.5402991387068825,Iris-versicolor
+8,4.612583693168264,3.321304330885729,1.52212354176058,0.21293047071948798,Iris-setosa
+9,5.059655191133046,3.0968225523836623,4.867996195442357,2.069187856534316,Iris-virginica
+10,5.298260741063427,2.56994659672694,4.4784470529627205,1.2864128526445948,Iris-versicolor
+11,6.312507892035949,3.1111351988019353,4.550860418644334,1.3938699402539365,Iris-versicolor
+12,5.432467541637415,2.985962006669562,4.854409814392206,1.8417243065655378,Iris-virginica
+13,5.283020304362501,2.4451353821585533,3.876434530887579,1.1077803127628603,Iris-versicolor
+14,4.712146252757709,3.1614703351135875,1.5673230311226836,0.1659139082739343,Iris-setosa
+15,4.585846684490427,3.347377404837791,1.2043282024512556,0.1570619856169792,Iris-setosa
+16,5.3361982769487915,3.3703587186276405,1.5061451840777786,0.18407271865794073,Iris-setosa
+17,5.861865289515653,3.099683170732186,4.695942149642079,1.424787858059394,Iris-versicolor
+18,5.629411696958206,2.9477706630330944,4.341154129411969,1.1955600643605628,Iris-versicolor
+19,6.4753256250850315,2.8797779126667726,5.376115178888456,2.2299232877512405,Iris-virginica
+20,5.328609177313816,3.0783660447320336,5.008063347119938,1.9013449953496568,Iris-virginica
+21,5.25454524828455,3.018246212155704,1.5897823811937437,0.4185130514575865,Iris-setosa
+22,7.288393203076225,3.131181729139208,5.276509881979034,1.902126020071618,Iris-virginica
+23,7.062641485490217,2.6661886295336186,5.527378145581096,1.920227497799805,Iris-virginica
+24,7.023975581532336,3.125231441192265,5.1911363705089935,2.027149166520303,Iris-virginica
+25,6.215948389310413,2.9992422620718324,4.8431404981645425,1.7530983260311572,Iris-versicolor
+26,5.409611656760898,3.194420318570743,4.94083986497106,1.0129059001917446,Iris-versicolor
+27,6.489774823474583,3.0469534899485713,5.278782728376028,1.9653278735155806,Iris-virginica
+28,6.731428448584437,2.874452649900027,5.179659064568223,2.1045539628372345,Iris-virginica
+29,6.384958797905797,2.9309430568501336,4.224495309496176,2.1205503122564955,Iris-virginica
+30,7.168748743105429,3.1622511337186263,4.503204907394593,1.5474556839638722,Iris-versicolor
+31,6.636406119277084,3.0116546276199174,4.781403879354163,1.5918756162008465,Iris-versicolor
+32,4.7550997268021735,3.6018571412061915,1.4563697608106343,0.33719956180137256,Iris-setosa
+33,5.96334418018931,2.6526924986256524,4.135161938368226,1.419378210416656,Iris-versicolor
+34,6.979389742311048,2.947848928247988,6.097746896550365,2.2566201736074967,Iris-virginica
+35,5.0169778314855,3.414352741068202,1.2224080055173803,0.11118227362373032,Iris-setosa
+36,5.073468752456158,3.1118055670713485,1.5583972914650925,0.1925236808249417,Iris-setosa
+37,4.92476083009721,3.037808921333487,1.5438885575757253,0.15034558206090354,Iris-setosa
+38,6.170859476562734,2.862407111898389,4.705710983073397,1.700373501993347,Iris-virginica
+39,5.052269094234213,3.2130093692302717,1.5571823430861882,0.3335285381282926,Iris-setosa
+40,6.101273266875864,2.459753252530372,3.98836188418914,1.231390531834744,Iris-versicolor
+41,6.2011182145001165,2.732514088854566,4.349695545745362,1.4158991924594153,Iris-versicolor
+42,4.560944560856534,2.9727411515458586,1.4364726165753554,0.047390745304251636,Iris-setosa
+43,5.263782417423384,4.325662871722746,1.7428063298812655,0.3693975799332523,Iris-setosa
+44,5.187750006227426,3.473948805949382,1.5634280232953213,0.3708454660561279,Iris-setosa
+45,4.319433141774495,3.3364538957508576,1.6785902617879247,0.02378390551113213,Iris-setosa
+46,7.3177225491922275,2.460495192010939,6.573140284976909,1.7916683053291251,Iris-virginica
+47,5.7085126559118065,3.115692354137885,1.3793311315636985,0.08885448941719828,Iris-setosa
+48,6.644142841046835,3.9978254818936096,1.7295428018057484,0.2546182472007351,Iris-setosa
+49,7.036808131724456,3.2571322142876045,5.435197674751044,2.162140276127289,Iris-virginica
+50,5.02385204252934,3.5683133620743828,1.4710560512002382,0.2597369022783722,Iris-setosa
+51,6.734951087899458,3.1752641315194703,5.973809495446698,2.422923126781906,Iris-virginica
+52,6.4677327630713615,3.0153871406511032,5.086175065474347,2.1166576133037913,Iris-virginica
+53,5.564690580520929,3.0939497588679385,4.713571669779159,1.432754599896092,Iris-versicolor
+54,4.154295429926438,3.317591669303998,1.4835542382508047,0.024417977214993947,Iris-setosa
+55,6.947316703473223,2.9511995236097497,5.311784571852102,1.9287610112420213,Iris-virginica
+56,6.925501790827454,2.6660271750676503,5.919585688113776,2.0066683529919356,Iris-virginica
+57,6.142894374453261,2.186131218302091,5.267543578314914,1.9006497880561686,Iris-virginica
+58,5.59844536520732,2.5026579761178245,3.8685201190886587,1.181734266305671,Iris-versicolor
+59,7.3699406680038315,2.61236042344878,5.6687419698459784,2.2359010240444257,Iris-virginica
+60,6.468168006996229,2.9609015114123114,4.736359232918473,1.6566678297405537,Iris-versicolor
+61,6.1504997621572395,2.7712069698519985,4.103659818197403,1.2334681735305928,Iris-versicolor
+62,4.050943015469034,3.122738978841087,1.2340286582909714,0.04338346578791652,Iris-setosa
+63,6.33980666412873,2.751645053457996,4.55487077397761,1.5675113345755876,Iris-versicolor
+64,7.090097622618492,2.8697794881888434,5.346063902269668,2.257577037870522,Iris-virginica
+65,6.592921787445339,2.4711191969804593,4.49581008549274,1.4833044639122068,Iris-versicolor
+66,4.908012986954541,3.0576815497785406,1.5109219625702182,0.14244571286613694,Iris-setosa
+67,6.696005669269136,3.861976814241434,5.917063264161522,2.1983200508757004,Iris-virginica
+68,6.643004293942919,3.0980608240413257,5.166586196408627,2.2682268641862144,Iris-virginica
+69,4.950374379419549,3.2027783475647165,1.6385110998390868,0.29757653597748035,Iris-setosa
+70,6.127467876822076,3.1841152096181076,4.956201266295647,1.3571808434324502,Iris-versicolor
+71,5.911402193631412,2.398478809357964,4.945637208591677,1.3650910838299886,Iris-virginica
+72,4.461077769366544,3.049384140469789,1.4672737742488875,0.08686454743915878,Iris-setosa
+73,7.174685001230154,3.0016802600171943,5.44573475143518,2.252273111481794,Iris-virginica
+74,5.162044081500332,3.239352454053796,1.6264502657930675,0.34560170783766475,Iris-setosa
+75,6.070272561630034,2.9632520359392482,4.375056605824018,1.3018829555434863,Iris-versicolor
+76,5.056854710741902,3.2524885808719133,1.3728542208838217,0.41157948997109456,Iris-setosa
+77,7.100546215043008,2.755046872139441,5.795001616561343,2.176767413548956,Iris-virginica
+78,5.353815182086153,2.9207129497340185,1.5556774144816807,1.2988538897698232,Iris-setosa
+79,6.10344593867731,3.23719616551704,5.399306288065665,2.139482870474443,Iris-virginica
+80,5.060364706040287,2.898041562136857,1.5896420361094543,0.21503512090801968,Iris-setosa
+81,5.119802399500158,3.7249568189408206,1.3257990880250015,0.18533342577218306,Iris-setosa
+82,6.551326087618526,2.6313525949131353,4.728629028323312,1.4607273132792566,Iris-versicolor
+83,6.199842579458674,2.8711022395942924,5.536618634590999,1.9840384522549277,Iris-virginica
+84,6.3736524142804125,2.448936116938605,4.380015386245226,1.4337062461299281,Iris-versicolor
+85,5.242208902295818,3.1392644707719852,4.866216895453952,1.8173820937884522,Iris-setosa
+86,5.778482695506581,2.634982786010624,3.917378343327011,1.5820533874394793,Iris-versicolor
+87,5.982664753798794,2.917924370592274,4.984067088775495,2.0231626230885404,Iris-virginica
+88,5.760983131308813,2.7585237098391135,4.689451536376286,1.404748861959216,Iris-versicolor
+89,5.473640488673982,2.716726737066398,4.1637288912088275,1.4450084065762314,Iris-versicolor
+90,4.997861847886851,3.0669761687830714,1.6508776065711732,0.5881993040387246,Iris-setosa
+91,5.266877050331286,3.1372149119946044,1.6346354232363611,0.3798103483533155,Iris-setosa
+92,6.725943118017734,3.0228441273309286,4.438076749920316,1.1952039838450375,Iris-versicolor
+93,5.165503536250996,3.0701008159989027,1.4844135782208356,0.21232848678715277,Iris-setosa
+94,4.954800116903769,3.2034453418116033,1.050849008450494,0.0364277724258632,Iris-setosa
+95,4.938126972082351,3.796573070883707,1.2673728643148392,0.18576707429319522,Iris-setosa
+96,6.399789719568277,2.9260305214141873,5.879569799702864,2.282552303359431,Iris-virginica
+97,6.319238858271053,2.555298641697818,5.003860751389158,1.5713811080477773,Iris-virginica
+98,5.30251718024085,3.43960048095093,1.4884961908538261,0.3659892047806068,Iris-setosa
+99,5.919600788365891,3.0712917697024658,4.282845774314785,1.7442516356819622,Iris-versicolor
+100,5.4732781317912425,2.8060193575075583,4.069143237794865,1.3906855085311598,Iris-versicolor
+101,6.09379360474794,2.7146180786886367,3.8720926868510586,1.1069635465913823,Iris-versicolor
+102,5.650386277271374,2.2814548452584043,4.20153450195262,1.2317444399257735,Iris-versicolor
+103,5.016821398023376,3.222433311621756,5.307888880157889,2.184267257399112,Iris-virginica
+104,4.967157064079378,3.3737897496555096,1.4986065858927038,0.23245020333116323,Iris-setosa
+105,4.775924227776073,3.6915055802778287,1.6095004229782601,0.4115996747932784,Iris-setosa
+106,6.566802242607315,2.9769601310536142,4.609232851724542,1.2928429145852611,Iris-versicolor
+107,6.312379867997838,2.715184946338188,6.0605230915396024,2.265313442044975,Iris-virginica
+108,6.628630581480909,2.9591247118465787,5.77042726211865,2.093349252995327,Iris-virginica
+109,4.769598411492215,3.3801527714080684,1.8015654905205591,0.3355729526813479,Iris-setosa
+110,5.7652398556473115,3.7493399599594492,1.6987293409829498,0.26879678667470497,Iris-setosa
+111,6.032552536433832,2.360837033729385,3.7914748969475216,1.214952067012501,Iris-versicolor
+112,4.633828275437007,2.9087815279133706,1.3685103916381687,0.24975337512798496,Iris-setosa
+113,5.720419591287238,2.6758637928113616,3.817009319049923,1.0823657318521853,Iris-versicolor
+114,6.716444406809789,2.742259313992864,5.209932762891297,2.040771404563155,Iris-virginica
+115,5.691563515381663,2.5499237390727756,4.392589869127389,1.587431277676707,Iris-versicolor
+116,5.715405438107367,3.193692688930614,4.879082485938017,2.062244950699196,Iris-virginica
+117,6.14067610679978,2.3091260580420556,3.5924738916385124,1.277561232236068,Iris-versicolor
+118,5.140342864864504,2.4104895077435264,3.556812315995515,1.0648309227031232,Iris-versicolor
+119,5.1234133473798185,3.425698519092353,1.5676279856622028,0.33582653673606144,Iris-setosa
diff --git a/iris/tvae/0/19/test.csv b/iris/tvae/0/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/19/train.csv b/iris/tvae/0/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/19/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
+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/0/19/val.csv b/iris/tvae/0/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/2/synth.csv b/iris/tvae/0/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2cf8badd9651acce6252726ce0c8ab8e56522101
--- /dev/null
+++ b/iris/tvae/0/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.659088249463282,2.9729888483126468,1.3423777845237677,0.279569450321973,Iris-setosa
+1,6.2938511599405995,3.189397615900253,4.155205463573301,1.3835736395869365,Iris-versicolor
+2,4.795324299305915,3.1996267666961153,1.558412090014269,0.34647172078543764,Iris-setosa
+3,6.628414359211411,2.4672321480978945,4.346319072985155,1.2517834016801963,Iris-versicolor
+4,4.139727320681066,3.3040257503885178,1.3798250544606192,0.19296827537312805,Iris-setosa
+5,4.795434454620329,3.604784277630911,1.6954336794710692,0.36013591171604903,Iris-setosa
+6,5.2723833805954925,3.330653866716024,1.5333574687355687,0.4406048903373414,Iris-setosa
+7,4.609987899918232,2.9739403443614782,1.550706862131135,0.3253114055160046,Iris-setosa
+8,5.316836837069722,3.1510936482039194,4.462776140248073,1.3382730294534984,Iris-versicolor
+9,6.949056156478121,2.3592136604323066,6.261642024031903,1.9699764298955904,Iris-virginica
+10,7.1671032711587195,2.686925872869903,5.836596156565576,2.1695409916462207,Iris-virginica
+11,5.132398673891927,3.0414407550572027,1.552441431747244,0.16705707368871764,Iris-setosa
+12,5.1020047542761215,3.1974701890349047,1.5891679041773572,0.4029136183910726,Iris-setosa
+13,5.434966612087544,2.5808713308810725,4.292003664114931,1.2782390806248145,Iris-versicolor
+14,5.20452073504559,3.4056679131631666,1.2635882820997522,0.3782088623234277,Iris-setosa
+15,5.299986738785204,2.8105367380197155,4.064802694208645,1.3902510531143875,Iris-versicolor
+16,5.575754391527344,3.7983478424701453,1.9732555195101915,0.4338048101284906,Iris-setosa
+17,6.458383389784646,2.8460827715880783,4.384067882495564,1.2461093900486788,Iris-versicolor
+18,6.083023588135337,3.1669252734440945,4.769205917325462,1.724115956259376,Iris-versicolor
+19,6.561655169139181,2.8948674811298725,4.552781999834632,1.6887880316183315,Iris-versicolor
+20,4.690228135086047,3.2208419221302425,1.4256655865996175,0.25067713802045277,Iris-setosa
+21,6.338739184176611,3.0979767138521606,4.8166922977230575,1.5997513311925384,Iris-versicolor
+22,5.790693951759266,2.408237729340894,3.9343366862817533,1.3183501262672475,Iris-versicolor
+23,4.817286854183644,2.921727518414575,1.4017221621602045,1.0235297193979949,Iris-setosa
+24,5.104359180318783,3.5979898520260742,1.5677266190105041,0.30155693933721456,Iris-setosa
+25,4.8893835091621485,3.861339049093495,1.2742020171246113,0.1990110988425036,Iris-setosa
+26,4.858695834873765,3.302508854583766,1.5064064166632742,0.3610005467981288,Iris-setosa
+27,4.835877871349024,3.3825994597834113,1.4270415813901758,0.2721397918210608,Iris-setosa
+28,4.586498177013068,3.390077799158153,1.4390034350974787,0.14315255936456925,Iris-setosa
+29,5.390878079618707,2.2807807473183663,3.2451178065029325,1.1032500446403501,Iris-versicolor
+30,5.211179962996068,3.3428877883967822,4.819887142266216,2.349631130845559,Iris-virginica
+31,7.130835025993682,3.080438186810841,4.6622880453298,1.7984882206678996,Iris-versicolor
+32,5.255066996833843,3.1022022310401565,4.528109949972241,1.6917288470305432,Iris-versicolor
+33,6.4167649275357235,2.8413294429177363,4.5502523177244605,1.9219306481861473,Iris-versicolor
+34,6.909025895251622,2.992184770632286,5.063383761226665,2.263565916832224,Iris-virginica
+35,5.4142389615154345,3.3194806174407656,1.5822601491885915,0.43388454449566305,Iris-setosa
+36,5.237926307160643,3.758958797031509,1.5589641656894617,0.22690172882319581,Iris-setosa
+37,4.956160910728225,3.4748689942750914,1.6799423011240737,0.31582430989196175,Iris-setosa
+38,5.160591784084438,3.6200388901637797,1.5922051978181073,0.2456109504365075,Iris-setosa
+39,6.100075463629713,2.3533875625943734,4.12473258253763,1.3829348049720052,Iris-versicolor
+40,5.010452902604698,3.1906894014748977,1.8523750849696166,0.40557569138265526,Iris-setosa
+41,4.957022230035865,3.212220547725872,1.321911392379358,0.30341649395526077,Iris-setosa
+42,5.783725386988951,2.9411231333059553,4.3732203225276045,1.6925450103589055,Iris-versicolor
+43,6.387431554977507,2.385281103709692,4.163047525895642,1.243775997438847,Iris-versicolor
+44,5.524854941568609,3.177996033364679,1.5585394342307546,0.39485288065795004,Iris-setosa
+45,6.231730268788778,3.013724065052486,4.6758450556070255,1.2712262112826125,Iris-versicolor
+46,6.708950798114784,2.7384254916038677,5.132726209111053,1.6708818045937002,Iris-virginica
+47,6.53475970384986,2.9918557045582252,4.5195009036124,1.700619152127387,Iris-virginica
+48,6.25823762605395,3.2086679760172943,4.849955990287398,1.832645058238111,Iris-virginica
+49,6.677862895714386,2.386040686813501,5.809300728023828,1.6513319410400906,Iris-virginica
+50,5.5407150615425875,3.3878654240210753,5.404339007350355,2.266407714403203,Iris-virginica
+51,6.610275024475372,2.8213701365086,4.19840584463605,1.3361024243294786,Iris-versicolor
+52,6.84832689042484,3.2933165540495706,6.2712031189984705,2.4333846976668925,Iris-virginica
+53,4.993752734206093,3.4539423431241305,1.1689236769427422,0.15079575537834133,Iris-setosa
+54,6.49570051282337,3.3730554410054685,5.250892765629903,2.505488264814069,Iris-virginica
+55,6.533653296845529,2.6283386338971884,4.63281765631305,1.4009388255699908,Iris-versicolor
+56,4.900004564780208,3.248571955838811,1.3952780346950384,0.30699639115476474,Iris-setosa
+57,4.775913086683141,3.4386049689662213,1.25500059385876,0.1476911704237699,Iris-setosa
+58,5.70604780390355,3.03702651109992,1.4751852808394847,0.10957111694195118,Iris-setosa
+59,5.991230961517864,3.2091003299686762,5.112672355970136,2.05278471745527,Iris-virginica
+60,4.939534159862559,3.267147164509631,1.6412054518480208,0.3464209401909893,Iris-setosa
+61,4.970598695304223,3.3668797233342613,1.6687162662427137,0.30111168252718046,Iris-setosa
+62,5.027266533900558,3.0355842500942525,1.3846331615145189,0.177810788080179,Iris-setosa
+63,6.765684317732445,2.575555611348734,5.413588674841602,1.8773647774365287,Iris-virginica
+64,4.547301181883723,3.647107483022898,1.5911207073619185,0.37341021057882046,Iris-setosa
+65,6.624654970580447,3.1475696680178427,5.390476224562028,2.026839451159749,Iris-virginica
+66,4.131073123943349,2.865386490549599,1.28908818183383,0.10000712274615137,Iris-setosa
+67,6.203732849759068,2.950801614747927,5.088871467701091,1.9456295380388153,Iris-virginica
+68,5.220817860176724,3.201436609118706,1.6302468773457284,0.2790228239436614,Iris-setosa
+69,6.408782175448461,3.081973461724191,4.267032753159242,1.4711576690557964,Iris-versicolor
+70,6.074688091425382,2.7333243570917998,5.048416629235039,1.7042478806809054,Iris-versicolor
+71,6.8411911810509265,2.8756203397936138,4.853534029918857,1.9715292227459613,Iris-virginica
+72,5.101466188451,3.4333565225807785,1.3598239036115707,0.35696759800315403,Iris-setosa
+73,4.955737509741201,3.518317365652904,1.7311605914421082,0.46639816033124604,Iris-setosa
+74,4.788991435943453,3.050155265697932,1.4359089752363972,0.26605194820248335,Iris-setosa
+75,6.176969754753997,2.5805157591674686,3.552148274895851,0.9594945165078392,Iris-versicolor
+76,5.743885192533745,2.891924427363976,5.123569921760153,1.8753816279071185,Iris-virginica
+77,5.897350561171583,2.7169552897010845,4.119007074357889,1.1362319387188131,Iris-versicolor
+78,5.165067144860619,3.449033722184082,1.6695106471436105,0.5043350562079554,Iris-setosa
+79,4.69357976022275,2.5071733639009737,3.440684511897182,1.2301112196519906,Iris-versicolor
+80,5.849846042889115,2.5707369726600273,4.006828563641405,1.3808220712506876,Iris-versicolor
+81,6.444997099884386,2.607684995598774,5.829983787129778,1.8011041761957471,Iris-virginica
+82,6.866002599877185,2.758541502627234,5.296463325373227,1.8784181281818015,Iris-virginica
+83,6.736071249784979,3.3034621240092132,4.34220834203872,1.7325146065408006,Iris-versicolor
+84,5.975304445244726,3.1264042460696464,4.569378100284696,1.3089562179298193,Iris-versicolor
+85,5.094676053111465,3.0119087176840065,5.308118852035826,1.8242092368463418,Iris-virginica
+86,6.6268927321021245,3.070146755319642,4.63805810405998,1.351987685877727,Iris-versicolor
+87,6.183647862226232,2.665837181326676,4.1566083038144725,1.060922924130543,Iris-versicolor
+88,6.450239579431184,2.56389105717089,5.5478555813068136,1.9405354421766903,Iris-virginica
+89,4.807401423109588,3.052611475473238,1.653071785322533,0.2178075518627852,Iris-setosa
+90,6.3704896462874006,3.125910340817209,5.548547089500745,2.606488621764986,Iris-virginica
+91,6.34640169997707,3.078349153818579,4.170882814662487,1.331511158476205,Iris-versicolor
+92,4.609864352567665,3.3095926379235316,1.4441159648781583,0.1657726444991632,Iris-setosa
+93,6.491628091707906,2.9752305091166757,4.808424621282779,1.632861859445662,Iris-setosa
+94,4.725280213574566,3.367976379057477,1.5758794628258685,0.24725219445630556,Iris-setosa
+95,7.089977706082637,2.892959007105658,5.272288545391239,2.0604614342131207,Iris-virginica
+96,6.179619482014244,2.7526817958829106,4.653220509093685,1.2165379745108802,Iris-versicolor
+97,6.586583558063581,2.7909490062070974,5.315455878699933,1.8594212672667227,Iris-virginica
+98,5.8731566046074475,2.9736100167655493,4.3929776803926055,1.2449090257751931,Iris-versicolor
+99,5.219503405646455,2.808901706841877,4.384778271296884,1.245701235595106,Iris-versicolor
+100,6.756260274179203,3.0340879805695447,4.660345218559281,1.6003450735489515,Iris-versicolor
+101,8.118670971037359,3.149982690451083,6.845664567229703,1.972907170839831,Iris-virginica
+102,5.879884705669793,2.9991809185379754,4.892903177734926,1.7689441831219006,Iris-versicolor
+103,5.8915689300550405,3.8991057412438064,1.6946161982867345,0.27952374891491294,Iris-setosa
+104,6.682689888057408,2.9778966571090026,6.064253505661527,2.456990609578596,Iris-virginica
+105,7.420654620290802,2.6371461547779558,5.180428151470068,1.743669479636515,Iris-virginica
+106,5.4077753758333085,3.428907111853626,1.6878649916262645,0.33030983528272373,Iris-setosa
+107,4.839191624705461,3.162049143749954,1.7319268862740664,0.11746991511709806,Iris-setosa
+108,5.57500316629462,2.698264182897687,4.150994938715421,1.3842011168103339,Iris-versicolor
+109,6.477805838379269,2.687836512054558,5.635796403857648,2.0278826379695247,Iris-virginica
+110,5.130762035851234,2.735718749926566,3.8931373667375695,1.168381792193311,Iris-versicolor
+111,5.594167450141733,2.7911370978847247,4.067371412912697,1.3393567342051789,Iris-versicolor
+112,7.208955253383024,3.175069749164992,6.6633163471956465,2.248731045183613,Iris-virginica
+113,5.113088017943799,3.0101123059589496,5.0050441522075735,1.8008271431146554,Iris-virginica
+114,6.035263760268376,2.3938641317567133,4.070349662595947,1.178877096836987,Iris-versicolor
+115,4.840047075310947,3.0892635600741367,1.396622570898567,0.30015100745200773,Iris-setosa
+116,4.815550676882408,3.1883662370753405,1.2790347828338258,0.06808754853948376,Iris-setosa
+117,4.475507727079838,3.343252937865812,1.5036605055185168,0.04129611378123507,Iris-setosa
+118,5.524087544520132,3.235493446501264,1.2832923693872422,0.2439164338207192,Iris-setosa
+119,6.204518103996268,2.907010332923688,5.651158675734267,1.9126207338906092,Iris-virginica
diff --git a/iris/tvae/0/2/test.csv b/iris/tvae/0/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/2/train.csv b/iris/tvae/0/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/2/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
+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/0/2/val.csv b/iris/tvae/0/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/20/synth.csv b/iris/tvae/0/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..74776f5e7cbec91f15041823278cd58f4238c23f
--- /dev/null
+++ b/iris/tvae/0/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.970914008310498,3.0110196141557397,4.992806893930833,1.9134365858787465,Iris-virginica
+1,6.01840742579515,2.5657762737002607,4.222359655779459,1.3099136668993068,Iris-versicolor
+2,6.370975608617524,3.1430134762566393,4.2058879480943805,1.5381255218397067,Iris-versicolor
+3,5.3687242713261165,3.7241240070141064,1.7956303601036945,0.4344292158297588,Iris-setosa
+4,5.942779985901681,2.217886472552892,4.902497356426243,1.629197827874562,Iris-versicolor
+5,5.224509339430176,3.4740910638567506,1.5093822251025453,0.3470331527496331,Iris-setosa
+6,5.514568185068576,3.2242560040270245,5.01811229686766,1.7691384140326971,Iris-virginica
+7,4.79708712775365,3.308381106352593,1.477524944745834,0.12592334346540562,Iris-setosa
+8,6.906539905140046,2.6821513690765286,5.667781393336079,1.8758061311129444,Iris-virginica
+9,4.691528529115072,3.5487724846126265,1.5268380717069205,0.26729752633272225,Iris-setosa
+10,5.087775759512607,3.4182019089599653,1.7992126463553173,0.5089223812438067,Iris-setosa
+11,6.562986431930742,2.838879566072168,5.694728381663334,2.0346957661965592,Iris-virginica
+12,5.976346362423743,2.6877840810831497,5.114465656787454,1.7007001211347137,Iris-versicolor
+13,6.6864026789373705,3.2591423014923953,5.783960613139751,2.4323498410511357,Iris-virginica
+14,5.396743444864191,2.802099107576651,3.8233344994232326,1.3818066954082102,Iris-versicolor
+15,5.382624581846327,2.7317232944759304,3.7289446233374233,1.4207863254576258,Iris-versicolor
+16,6.680533168268692,2.8866224471887416,5.3603139456229885,2.1492032738056137,Iris-virginica
+17,7.802820755746391,3.181363524597453,6.010505621220287,2.134862983032324,Iris-virginica
+18,6.451880554120495,3.0667294552594306,4.613655156621454,1.2275831527287915,Iris-versicolor
+19,6.008025864451083,2.561591316955475,3.587380691838397,1.3628694946015218,Iris-versicolor
+20,4.467669109401373,3.0501461344715675,1.283341340628583,0.1200543099614301,Iris-setosa
+21,5.214059695394473,3.0311171499854215,4.485961753177023,1.32789516945802,Iris-versicolor
+22,6.885860834382513,2.7918662974397823,4.575091705142339,1.6104636824589091,Iris-virginica
+23,7.941779510647873,3.1235355420030513,6.417185346150745,2.176660210552805,Iris-virginica
+24,5.271704112919096,3.4719731287364217,1.4444619225319972,0.19055415252727845,Iris-setosa
+25,4.8792760114678755,3.5963196012916665,1.5293576908823805,0.5410605578261712,Iris-setosa
+26,5.523715696867545,3.216205682240887,5.1114080564441275,1.885824975131802,Iris-virginica
+27,5.511420550960892,3.7882744323984916,1.4434958682252519,0.18549970282175277,Iris-setosa
+28,5.129387960530297,4.046239057895883,1.4443109794456954,0.2923732334743406,Iris-setosa
+29,5.739943165717976,2.826333678689289,5.191977107311611,2.1285590877159906,Iris-virginica
+30,6.471760165751888,3.05328915665292,5.081633354677214,2.130128769260552,Iris-virginica
+31,6.084389704945553,3.0571170270367136,5.182003655730592,1.7748705746188187,Iris-versicolor
+32,6.828892934756599,2.813321966944731,4.533209594277791,1.6739200780261,Iris-versicolor
+33,8.533192677196467,3.0917687202493713,6.7543566694836565,2.297164788898982,Iris-virginica
+34,5.721436749177036,3.103369935888899,4.404511909608832,1.3622432247136493,Iris-versicolor
+35,5.514382158301115,2.9896912398081454,4.239072478973345,1.2673292292475087,Iris-versicolor
+36,5.205741073140447,3.6794930689287146,1.6284917634987583,0.3516746029702248,Iris-setosa
+37,5.739574802232743,3.022033934740487,4.747536316210688,1.6980132852265557,Iris-versicolor
+38,5.04645499411353,3.6464423368056527,1.5291059882653435,0.2806198681723274,Iris-setosa
+39,5.1000166145642405,2.227472002109458,3.5770288760779256,0.8061931454914559,Iris-versicolor
+40,6.212159336088378,2.534957618400727,5.106393660724728,1.5943530472457503,Iris-virginica
+41,5.543286049643368,2.9091657514358142,4.400446323154298,1.3924910460315485,Iris-versicolor
+42,5.879191085734476,2.8964262645973826,4.124309637635389,1.3342704096758535,Iris-versicolor
+43,5.63122243271208,3.9142504996805316,1.3642902101220775,0.22716995479403201,Iris-setosa
+44,6.602332875527445,2.9734033264628597,4.679611455860174,1.5343176447601359,Iris-versicolor
+45,6.8861296196257955,2.9893706791891868,5.307562731208803,2.417441712406003,Iris-virginica
+46,6.007457953675151,3.140886389610849,1.3560756088632029,1.526285522108419,Iris-setosa
+47,5.741396621428126,3.8562703998829324,1.4355298895345656,0.33539088522748345,Iris-setosa
+48,6.81597129110565,3.4059723826521155,4.375807701720052,1.5337278889635577,Iris-versicolor
+49,5.7805861581651,3.392900684288171,1.291726589127147,0.296385868354462,Iris-setosa
+50,6.682558714769896,2.8437665313493357,4.808551224125508,1.6635341186727826,Iris-virginica
+51,4.547266111527632,3.282311841827655,1.626300107762988,0.2866137839206295,Iris-setosa
+52,6.524889025580039,2.844043226819056,5.9021668670927685,1.7937618749193582,Iris-virginica
+53,7.549693200532426,2.7798337567335323,6.744924231817873,2.152111390653413,Iris-virginica
+54,5.643327517981088,3.180668298173431,1.6103897913129508,0.6415578721935979,Iris-setosa
+55,6.623756972056208,2.2445440380171897,4.3080054469571,1.088019030933907,Iris-versicolor
+56,6.1343213502617715,2.511692198220822,4.828333661258547,1.3442168351801325,Iris-versicolor
+57,5.376019745036222,3.3617333223712333,1.4917297904728213,1.0969530747415694,Iris-setosa
+58,5.621861222536491,2.6419059645845815,4.726507259647157,1.1346630400215574,Iris-versicolor
+59,6.6930802428106055,3.1650671782200464,5.775899785670626,2.3199379847386803,Iris-virginica
+60,5.023350889948045,3.548783138099275,1.5843123328247004,0.2120023264484108,Iris-setosa
+61,5.070414370914943,3.7894447416739925,1.7829701092597239,0.2660243905823796,Iris-setosa
+62,6.596783117799479,2.7899405467327267,5.446244190855847,1.744563342563222,Iris-virginica
+63,6.322374984127014,2.565598350934985,4.886958430548066,1.5251691122302085,Iris-versicolor
+64,6.599933042264818,3.1853027103357943,5.1783119711892756,1.3230095754217002,Iris-versicolor
+65,6.227695815242831,2.940118897801135,5.109726099581536,1.6866839484507714,Iris-virginica
+66,5.435736450615647,3.201127223869881,1.6169991260378425,0.27940945126734024,Iris-setosa
+67,5.116967397771645,3.27539575730027,1.8142944256425442,0.5402842727180031,Iris-setosa
+68,4.985422364999808,2.3943122851436787,3.6765020530319386,0.738036280387216,Iris-versicolor
+69,4.5392662105071,3.5536276552131434,1.1632890702688687,0.14435437495933146,Iris-setosa
+70,5.434031462371694,2.886407031419887,4.680832342756015,1.9435238080075985,Iris-virginica
+71,6.531450727808055,3.010173852870387,5.029715778352113,1.7869275888816911,Iris-versicolor
+72,6.273533521303118,3.096592461626918,4.656958643006899,1.8042049765690096,Iris-virginica
+73,5.884565219166054,2.3824522491373585,4.87968896364275,1.5758017573478504,Iris-versicolor
+74,5.542664101421234,3.536995646780379,1.9705092509803086,0.4632488762094342,Iris-setosa
+75,6.118382028021401,3.0025593420797816,5.081299238003594,1.6722483666052834,Iris-versicolor
+76,6.288288803174995,2.5673747641848768,5.220084186404503,1.4212012710209725,Iris-virginica
+77,5.237471589304682,2.4544317578898673,3.9358792966119416,1.2464896101940672,Iris-versicolor
+78,5.80059797976063,2.89532129327133,4.339537923650812,1.2189230171770622,Iris-versicolor
+79,6.6960563635326125,2.804354473550004,5.04160936516319,1.861302834930621,Iris-virginica
+80,4.802645333755766,3.047016825743326,1.4389351484034556,0.1816602060277407,Iris-setosa
+81,5.041462282439375,3.7174752618230857,1.363134602772884,0.1710008732991114,Iris-setosa
+82,5.523415566877509,3.110505042580292,1.5899889138377308,0.20606318468619955,Iris-setosa
+83,4.913653281834607,3.2075983459895343,1.441599030409136,0.20761856151535046,Iris-setosa
+84,4.877230326317351,3.5913736019045057,1.7154607022808643,0.3628560980877973,Iris-setosa
+85,6.727382986335033,2.830404292902468,4.997431414668651,1.4735647731218617,Iris-versicolor
+86,6.162532883829304,2.237874747032457,4.973177577156731,1.3910176288697635,Iris-virginica
+87,5.028229186927472,3.720600422031295,1.4750758177414005,0.1496599378633492,Iris-setosa
+88,4.7330685106221715,3.3782131638396016,1.4914037630327164,0.23235690839448617,Iris-setosa
+89,6.018914174955301,2.7969128999757134,5.20106929624385,2.0150534051481466,Iris-virginica
+90,6.070130442269795,2.8708197031216285,1.3676801745941938,1.3860376623039898,Iris-setosa
+91,5.765814550644398,2.538918182150806,4.101312726005615,1.5819207899492098,Iris-versicolor
+92,6.987465002730835,2.988941623479499,6.1829647170071205,2.274951001284507,Iris-virginica
+93,5.216145573411449,3.102098433222463,1.4066810198825668,1.305177965434275,Iris-setosa
+94,5.708163886871056,3.02895711132957,4.592857743493147,1.649612519868769,Iris-versicolor
+95,5.3742674933159105,2.7929325669480094,4.334552665458231,1.557367290065257,Iris-versicolor
+96,6.001041580742475,3.0624043903365266,4.44681066099364,1.4744095018241585,Iris-versicolor
+97,6.490887819357237,3.3185531330181095,4.68796270292676,1.3771546816683724,Iris-versicolor
+98,5.841187194376325,2.5900655949364726,5.04676825898552,1.4896595853948944,Iris-versicolor
+99,6.625774970222072,2.858352632887489,4.554474281166626,1.6836320057508407,Iris-versicolor
+100,4.754450718913315,3.4449334569513557,1.4224091958068918,0.10653724173350937,Iris-setosa
+101,6.408969892458157,2.6715816714945233,4.093277835811097,1.1363610389532863,Iris-versicolor
+102,6.321663347245772,3.1818142050220235,5.29615562322902,2.0511763368047133,Iris-virginica
+103,6.424672504930055,2.9495269779693287,5.2173373316171325,1.8058618180289923,Iris-virginica
+104,6.4848391389005045,3.1059040165485654,5.084778407222895,1.7601804118210642,Iris-virginica
+105,5.573664463258219,2.6893101842004414,4.462361734290217,1.2478479197213121,Iris-versicolor
+106,4.869898769185536,3.1628937837483244,1.258629932157264,0.2292777726342283,Iris-setosa
+107,8.175311785067617,3.2071237924336544,6.720878772084538,2.1911013144361133,Iris-virginica
+108,5.7001155191963795,3.0317739468117084,4.642357775017647,1.4597801796237833,Iris-versicolor
+109,4.479510940684937,3.123794172734133,1.4080622720852864,0.212140158100052,Iris-setosa
+110,6.597803994098349,3.0987465349864736,4.7283610453434335,1.1161740943313345,Iris-versicolor
+111,6.774186520225947,3.1259992786202084,5.121268241714982,1.834651409386773,Iris-versicolor
+112,6.008257316499341,2.2604187026268576,4.895336793328169,1.6867745716987768,Iris-virginica
+113,6.812521556871258,3.067827156722243,4.654809133222627,1.7977982135198118,Iris-versicolor
+114,6.290567277009756,2.6873572112098874,4.170247141593383,1.368527163839174,Iris-versicolor
+115,5.69455129544933,3.699018556051756,5.379357936231827,2.1741059905653466,Iris-setosa
+116,6.56816344492077,3.19758711186787,4.851513631797953,1.600662962293209,Iris-versicolor
+117,6.200764393757213,3.4920455592335076,1.648226678690697,0.41803807723772624,Iris-setosa
+118,6.899102790568268,3.605840672810869,6.119352033953698,2.232665743725323,Iris-virginica
+119,5.5478264956089705,2.7061129866606963,3.629971886016191,1.2596853264527845,Iris-versicolor
diff --git a/iris/tvae/0/20/test.csv b/iris/tvae/0/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/20/train.csv b/iris/tvae/0/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/20/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
+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/0/20/val.csv b/iris/tvae/0/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/21/synth.csv b/iris/tvae/0/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1eeaf2a77d512dda0e76d2b3ad56b3be00b6dd51
--- /dev/null
+++ b/iris/tvae/0/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.084915682348153,3.317844624106137,1.703226676842523,0.18372197156132414,Iris-setosa
+1,6.691872702346343,3.1395319773554795,5.221463924994026,2.2379658100359303,Iris-virginica
+2,5.397405496117776,2.925638711921833,1.5407064312592518,0.25488353132539376,Iris-setosa
+3,5.6108230754477635,2.5355318753575817,4.468617607578219,1.2228123985789183,Iris-versicolor
+4,6.164769075772924,2.7637503432448467,4.212547639070249,1.271559898921693,Iris-versicolor
+5,4.196931015945911,2.9667023194663535,1.3876815909905418,0.18623443896824654,Iris-setosa
+6,4.759139188173301,2.9151001022358733,1.5665187647301473,0.10214122770690662,Iris-setosa
+7,5.545788424268679,3.965590173471498,1.8096541008333498,0.20675286170878748,Iris-setosa
+8,6.923967470541537,2.989430187093354,4.895766223059499,1.5941842575261114,Iris-virginica
+9,5.9627722011125845,3.2105499577069403,1.6730711836829302,1.6468869357301639,Iris-setosa
+10,5.533412130211539,2.527949337799619,4.299919502693979,1.189122058628721,Iris-versicolor
+11,6.6230231414020935,2.732414816321887,4.240146601593439,1.4791184181194774,Iris-versicolor
+12,7.0080688192416725,3.186267186319756,5.610750357825307,2.175923966193702,Iris-virginica
+13,5.1844115702015765,2.882877859277961,4.4424283626610475,1.4895117226352783,Iris-versicolor
+14,6.824615136809646,3.2870510088819787,4.832125988409733,2.2353771123044828,Iris-virginica
+15,5.4009838678094075,2.974825570452746,4.265329666105112,1.1870596331387724,Iris-versicolor
+16,5.0481407730158265,3.432224235385715,1.6084856610626528,0.3033806664237174,Iris-setosa
+17,5.31176986240147,3.140683466599487,4.918246817263907,1.9415914458603536,Iris-virginica
+18,4.263258467604345,3.0085040176951594,1.3409764717141424,0.18531747217101685,Iris-setosa
+19,6.433465158698712,3.1371035905853915,4.575689567904378,1.391401072596491,Iris-versicolor
+20,6.997540883922239,3.266616485265475,5.888104942936292,2.4494709017837755,Iris-virginica
+21,6.045433750628853,2.9237577038865767,4.853649610762012,1.6831279484369428,Iris-versicolor
+22,6.122653222334925,2.7381703769821626,4.7222161037729515,1.7101112139468846,Iris-versicolor
+23,4.516295856667034,3.6263086215089393,1.3420039719951713,0.21571120908201447,Iris-setosa
+24,4.788445562873191,3.239778029199912,1.5246159564761872,0.2718896509195034,Iris-setosa
+25,5.621353770794092,3.0343213162645357,4.938122722529413,2.1502740644951874,Iris-virginica
+26,7.105230588644117,3.10481150124922,5.573519749757416,2.378889997973332,Iris-virginica
+27,6.748366386645385,2.4642077766930623,5.097531613588342,1.8993190107571951,Iris-virginica
+28,5.005162666654024,3.4424896478454556,1.6303473671335984,0.370273298244894,Iris-setosa
+29,6.610691539910627,3.107892948993075,4.33557219411271,1.6178515656426113,Iris-versicolor
+30,5.044535837768568,2.9667593290882106,1.6402452429234589,0.2576136400536294,Iris-setosa
+31,5.10772034664884,3.2665803519635204,1.3671081375571512,0.17368116473914896,Iris-setosa
+32,6.922351378416894,4.151592945603029,6.783399307937095,2.1693182209484148,Iris-virginica
+33,5.756777979822432,3.106068761618847,4.937955788086777,1.624091276456069,Iris-virginica
+34,6.554432789108844,3.149111110103938,4.5747457917449434,1.444870699185195,Iris-versicolor
+35,6.971653610205458,2.909181562404791,4.827160923733602,1.8228727347877598,Iris-virginica
+36,6.928644268583659,3.3066197250595812,5.566006846208742,2.418296203066634,Iris-virginica
+37,6.136974567589385,2.277186912995745,4.018812255617962,1.1916359834387564,Iris-versicolor
+38,5.140301818944274,3.3355919237392126,1.427797768035616,0.2784937303708122,Iris-setosa
+39,5.527285606020409,3.6481189693597185,1.772263774440848,0.5088678021685478,Iris-setosa
+40,6.066508114930312,2.9798391648830824,4.8587268536837955,1.8131513457285915,Iris-versicolor
+41,6.2509121675423325,2.9594627491335133,4.5475310939546,1.4454779703807024,Iris-versicolor
+42,6.032639954831008,3.0021928985163684,4.660144477763821,1.6438996382272228,Iris-versicolor
+43,6.965049287739177,3.2578708690493707,4.133310021824501,1.7918540903428446,Iris-versicolor
+44,6.583496749288607,2.9689510452306984,4.350838295661195,1.2678005690469365,Iris-versicolor
+45,6.115856672050064,3.0617337803764455,4.525816839759305,1.5931397127536748,Iris-versicolor
+46,5.909303982912072,2.864771086040274,4.366846988957824,1.3960738807367554,Iris-versicolor
+47,4.8636056784864214,3.333062734935748,1.8487074721134915,0.415918841829032,Iris-setosa
+48,5.140395682570185,3.1917620742468413,1.3473764172810094,0.34393493512941875,Iris-setosa
+49,4.677900292926814,2.452223482677874,3.0919121254576387,1.0883633935448342,Iris-versicolor
+50,5.130790236995015,3.6714734990468676,1.4296136841042208,0.30234020208790574,Iris-setosa
+51,5.628341354386471,3.1503841443933283,1.5666754840584753,0.12758369941138314,Iris-setosa
+52,4.926570533173735,3.19939511002551,1.6017136095660018,0.09761876043450152,Iris-setosa
+53,5.47800712937134,3.0184339933638893,5.058753232598539,2.199954158119306,Iris-virginica
+54,6.504306039177537,2.2962663928137017,6.143608540071834,1.841618538900458,Iris-virginica
+55,6.9692417644267355,3.167118786074981,5.284006301508696,2.318781907268904,Iris-virginica
+56,6.126331942223621,2.439976649987527,4.730888091693882,1.428750186822687,Iris-versicolor
+57,7.057538564518379,2.7311851405192757,5.142168532913651,2.317102726295874,Iris-virginica
+58,7.184185105613838,3.705053998438833,6.231046044378254,2.156744312783726,Iris-virginica
+59,6.699654841168697,2.8739483308163196,4.433438034108113,1.0917119389891123,Iris-versicolor
+60,6.538840011777133,2.4014974090778525,4.841506790543885,1.9815610282523517,Iris-virginica
+61,5.320990662197659,3.369115429572539,1.1716849308465858,0.19160130952472884,Iris-setosa
+62,6.102995921252572,2.9958136918416924,4.4349786291137105,1.5485698049626977,Iris-versicolor
+63,6.021317691248502,2.8481260501351193,4.4537975699200425,1.6663531817604318,Iris-versicolor
+64,5.400704590056544,2.9669287953430743,5.02694176063876,1.992787757741445,Iris-virginica
+65,6.720086878444694,2.9191234552116074,4.215820424625686,1.2667546147753497,Iris-versicolor
+66,5.138683976094034,3.391406723114856,1.6715882544995049,0.45525846931287156,Iris-setosa
+67,5.025455107827316,3.3599082104866906,1.5777052084034167,0.19444591776683057,Iris-setosa
+68,5.137983721485705,2.1648720607794765,3.0497839413082843,0.7251244469760122,Iris-versicolor
+69,6.473963827714451,2.7332316437817292,4.798511681022047,1.442183832688742,Iris-versicolor
+70,4.921838859575498,3.5680058034129125,1.7201750147567783,0.37859976020046293,Iris-setosa
+71,5.19043977980975,3.675218072759508,1.3335765986321844,0.28830487094900453,Iris-setosa
+72,4.761458761858876,3.1589260480462795,1.625751516280779,0.22978579133575733,Iris-setosa
+73,4.744348941323349,3.2714304695728185,1.514196707698737,0.21358748985970127,Iris-setosa
+74,5.018332861130196,3.7883733013880976,1.2600179601253008,0.20024545352576237,Iris-setosa
+75,8.127173116829859,2.9911808055311635,6.252381853239795,2.138159025781189,Iris-virginica
+76,6.863890949633808,2.928918362508032,4.3730875298479,1.5099351297548262,Iris-versicolor
+77,7.028070338166324,3.2385305813441763,5.088041794951952,1.2234129359326524,Iris-versicolor
+78,6.1119825242909505,2.6815198166867056,4.323204690546035,1.606314342094107,Iris-versicolor
+79,6.540262682617475,3.0531049503816643,5.765717937025961,2.0103720753679086,Iris-virginica
+80,6.916126709289659,3.10327463684004,5.601314453993523,2.015198460518816,Iris-virginica
+81,4.781083612685996,3.419813574459466,1.4861502439833951,0.27281476045030334,Iris-setosa
+82,4.736401583792704,3.5263264319598244,1.8987812439873526,0.49131663412252113,Iris-setosa
+83,5.468613278377582,2.04302322250779,3.061917648049269,1.0761912129210582,Iris-versicolor
+84,6.349951322924287,3.4075236958227633,1.756767258305726,0.4776437547522222,Iris-virginica
+85,7.66443102196655,2.9065576447713406,6.429168940782342,2.2299579326830905,Iris-virginica
+86,5.648293074028799,3.430755482288162,1.5567243279163738,0.22319750382456138,Iris-setosa
+87,6.636640880338061,2.996575457278067,5.029291992967709,1.6261889364089903,Iris-versicolor
+88,6.98801489249393,3.2539699158592255,5.616262149162801,2.2433339375621846,Iris-virginica
+89,6.380722601077853,3.342608642557703,5.7389765286492445,2.2899213228718036,Iris-virginica
+90,5.9240804099978615,3.221961273381836,4.564594249962152,1.6306241206241243,Iris-versicolor
+91,4.8725453723717465,3.5071580485137845,1.745738770248781,0.37346834432631676,Iris-setosa
+92,6.01635747486799,3.129437468584054,5.1180849653606755,1.6146632935996375,Iris-setosa
+93,6.870804125209425,3.1851908757136482,4.758644265166634,1.3980351333621999,Iris-versicolor
+94,5.095793460570768,3.6326723197492803,1.3365212160719648,0.3064298721316452,Iris-setosa
+95,4.815922604858073,3.1722102020283285,1.5823127984210856,0.13508577817289785,Iris-setosa
+96,6.383937184158613,3.1124066952989855,4.814861952976099,1.841271980871553,Iris-virginica
+97,7.684778079593849,2.891011307392405,5.235795598801039,2.123862780483576,Iris-virginica
+98,4.552115744632853,3.31331283810894,1.4749120250278673,0.23989241774428155,Iris-setosa
+99,6.174961953605088,2.8887392150880906,4.521337053073042,1.7338993456818752,Iris-virginica
+100,7.083374513644406,2.993619952638727,5.169860432911761,1.8625557229047267,Iris-virginica
+101,6.006740096711755,3.0248973131459853,4.559869609713165,1.4428636872103213,Iris-versicolor
+102,6.159577873358091,2.8845440353756633,5.2019380436190605,1.766918393684345,Iris-virginica
+103,6.314203292619206,4.129039239553781,1.4398975530977465,0.3487365920242929,Iris-setosa
+104,5.445162571924372,3.79207017144592,1.3704076925533937,0.3882078712324418,Iris-setosa
+105,5.048478305141296,3.7435633303275164,1.7953583217591227,0.48049283381290314,Iris-setosa
+106,6.332028093357153,3.0438517137607555,5.671361766029172,2.411726090511995,Iris-virginica
+107,5.367121960329282,3.4923557156275815,1.2755989517251511,0.39653955307095234,Iris-setosa
+108,4.876911239746678,3.429091707825402,1.6136155238392067,0.2709648273757932,Iris-setosa
+109,5.734301209537218,2.2355058600507856,4.828176927437103,1.3845191779852948,Iris-versicolor
+110,5.696839310231726,2.4611162026410707,3.588559735608787,1.0000645813515012,Iris-versicolor
+111,6.46412371857988,2.8392872870203587,5.063952853732253,1.7142661783351192,Iris-versicolor
+112,6.339707136341944,2.626858974394418,5.062248153961655,1.785997831493762,Iris-virginica
+113,5.257629354554521,2.888485816302644,1.381556084350406,0.10080328565710911,Iris-setosa
+114,5.053272559791225,3.625716308288252,1.41547020159516,0.33207632504903245,Iris-setosa
+115,4.999229436903516,3.048979429017596,1.7659015511381326,0.388339321424598,Iris-setosa
+116,6.394473569098707,3.2818455102257307,4.358164336831174,1.6507989496756739,Iris-versicolor
+117,4.996208729694899,3.352234035977015,1.3278072064019053,0.4771792888219235,Iris-setosa
+118,5.668491927615962,2.9626236971540405,1.2955860003717334,1.4759843543144715,Iris-setosa
+119,6.117332886821342,2.8178568935308554,4.68946949462834,1.7430269403005918,Iris-virginica
diff --git a/iris/tvae/0/21/test.csv b/iris/tvae/0/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/21/train.csv b/iris/tvae/0/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/21/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
+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/0/21/val.csv b/iris/tvae/0/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/22/synth.csv b/iris/tvae/0/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3ee92008e014d53d86809c963dbed2e8e9548026
--- /dev/null
+++ b/iris/tvae/0/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.746145941811854,3.377919322545679,1.4058713208094133,0.13706773993764487,Iris-setosa
+1,6.012700252088859,3.170130209896749,4.914409241003556,1.6936970443837729,Iris-versicolor
+2,6.090166223493102,3.144874257524121,1.5451271551732002,0.2158623938266329,Iris-setosa
+3,5.655128856219576,3.134819510101111,1.3371416870978998,1.3567111971845547,Iris-setosa
+4,5.596696599324319,2.7328908266948293,3.82631904164573,1.2086243323138182,Iris-versicolor
+5,4.711781410702779,3.2381895929314073,1.7347200429712941,0.4837099396972,Iris-setosa
+6,5.262707228977131,3.391433636183688,1.2707198121580177,0.21599276561949374,Iris-setosa
+7,7.050484114217334,2.614396026469623,6.229996283484466,2.19254477185271,Iris-virginica
+8,6.832973210596478,3.0118174400351863,4.980997990429621,2.1397091843570513,Iris-virginica
+9,4.890600798547366,3.1099948278457235,1.4666722708070155,0.39538468691896794,Iris-setosa
+10,5.162378225756643,2.9057798790941014,4.889516837032785,1.2331190560518137,Iris-versicolor
+11,6.313661025609097,2.651174707826647,5.635042251948639,1.7569340298568883,Iris-virginica
+12,6.791054138012282,2.8818695407699746,4.565816876430606,1.6686173810682143,Iris-versicolor
+13,5.304776236347805,3.4046019462282944,1.6100280603938377,0.05958727370897443,Iris-setosa
+14,4.621559577652545,3.344221725582711,1.1532925531397313,0.14965833177529436,Iris-setosa
+15,6.679233875584006,3.243162964673813,4.630942769697921,1.7675709832709152,Iris-versicolor
+16,6.359799117399139,3.093666481615698,5.006972043377826,1.7280483804549023,Iris-versicolor
+17,6.612015161738117,2.991494871478062,5.266454006661951,1.5457382388869176,Iris-versicolor
+18,6.668131872078338,3.0032105508402833,4.407804175803799,1.8313021493569221,Iris-versicolor
+19,6.0026346689911305,3.576684599976067,6.218118523469872,2.185799817827777,Iris-virginica
+20,7.038730724826806,3.0899928992199737,4.827862763485566,1.6598547055488484,Iris-versicolor
+21,5.080582049740711,2.328882559332023,4.076993189468052,1.2661363720688494,Iris-versicolor
+22,5.980464549930505,2.8772184167677213,4.853703689254449,1.4495646157801465,Iris-versicolor
+23,6.095135895006797,2.108524277706566,4.758708826840799,1.1166492242764372,Iris-versicolor
+24,5.225320976317444,3.4844371041664504,1.9344028655523138,0.41738328479485853,Iris-setosa
+25,6.353182317209666,2.90523198601555,4.4113864552506135,1.4694038769709494,Iris-versicolor
+26,6.75365351425867,2.9411404395938927,5.311176186148001,2.0584001769512903,Iris-virginica
+27,6.64947006591918,2.608485961975205,4.933788485321589,2.0499122108881025,Iris-virginica
+28,6.028487705972669,3.1374467689694936,4.1446882793243764,1.7661831761968592,Iris-versicolor
+29,5.072926673906284,3.12832885703523,1.374773560490049,0.26987455181096304,Iris-setosa
+30,6.641949282725618,3.1091525933195694,1.614510494536698,1.643689871276968,Iris-setosa
+31,4.483996861009386,3.253017592658956,1.3281950871418968,0.26362873170527806,Iris-setosa
+32,6.6016391003936,3.184324904886082,5.007727050984182,2.2835716109109834,Iris-virginica
+33,6.299737359071451,3.2264312022489183,4.61204497136088,1.6657746998050986,Iris-versicolor
+34,5.621361403423819,2.5168014970106833,4.052232538559166,1.386570876130253,Iris-versicolor
+35,6.695387215070722,2.866921216862913,5.411148293566921,2.356192846226859,Iris-virginica
+36,5.201729530285233,3.7815979426902837,1.3301437684654138,0.23157224966798862,Iris-setosa
+37,6.415716685476995,2.8064489583201495,5.401151551358624,2.094912708831043,Iris-virginica
+38,5.699870167603918,2.6282779486623116,4.259531255131941,1.1945379996359442,Iris-versicolor
+39,5.878222141123093,3.603842583745214,5.5877061874968375,2.130627369149292,Iris-virginica
+40,6.26442000028198,2.897655341837102,4.398618289974414,1.259163124138385,Iris-versicolor
+41,6.138760464654901,2.3729954084665055,4.637434965481189,1.542157172692753,Iris-versicolor
+42,6.168359444832216,3.1145072130232156,5.308572720781949,1.8530441936648778,Iris-virginica
+43,6.8819230127242115,2.9329353062529853,4.714643017421469,1.4843657121537461,Iris-versicolor
+44,6.203356271600932,2.8772143953235623,4.549974374823405,1.7119271699684524,Iris-versicolor
+45,5.928153172861247,2.6527075122321997,4.302629751944076,1.5778764126513718,Iris-versicolor
+46,6.047515904656556,2.979341068848195,5.522194865371441,2.180123822823197,Iris-virginica
+47,6.828843225200242,2.952234877314781,4.98127187668321,2.0895693424763597,Iris-virginica
+48,6.3272770267264695,2.977283872575305,5.245902024712734,2.142368825249834,Iris-virginica
+49,6.166721259879282,2.567568839515219,5.051154875486609,1.6498655290748272,Iris-virginica
+50,5.40792722553,3.1394617926249717,5.086239913463811,2.080927140267102,Iris-virginica
+51,5.516584082193701,1.9930567754190585,3.11716502090711,0.8663263202794069,Iris-versicolor
+52,4.588465492268379,3.1506521991485466,1.632045327557348,0.299660376517736,Iris-setosa
+53,6.2805383448496475,2.408266477895684,4.565029896493169,1.217120732451565,Iris-versicolor
+54,5.538080406375941,2.899812247729135,4.141363084709517,1.643112624619283,Iris-versicolor
+55,5.196848971620338,3.047369938487128,5.136355538315141,1.783067591163989,Iris-virginica
+56,6.339660550620244,3.1270603757371633,5.770637448951691,2.1574834107905474,Iris-virginica
+57,6.625348853154484,2.7440793186866292,5.259888567872249,1.5978007824222948,Iris-virginica
+58,6.1222767576475,2.897871705731289,4.395577227770752,1.828305821986748,Iris-virginica
+59,5.358336103205471,3.7166653189691887,1.2892661581088745,0.2706812924161864,Iris-setosa
+60,5.089998977504466,3.288219784684303,1.53629967825184,0.19862204101015835,Iris-setosa
+61,6.351331273884949,2.7747204446152036,5.746062326025619,1.9059189201839346,Iris-virginica
+62,4.384642461882345,2.976997403956854,1.6424016857538293,0.16243817046061337,Iris-setosa
+63,7.631226062353226,3.1589243546288817,5.177374617429321,1.7541187536156335,Iris-virginica
+64,5.415145576600968,2.867892656610508,4.3190506744213675,1.4192069742567563,Iris-versicolor
+65,6.33855896830847,2.50476791059883,5.144320005048467,1.7330034716487488,Iris-versicolor
+66,4.933115500789778,3.6088073405134007,1.337172745862414,0.1882486960343831,Iris-setosa
+67,5.161843558340142,3.3680266737046716,1.7782311401869964,0.6540510278498336,Iris-setosa
+68,6.753687054688063,3.123943414721544,4.689652868724592,1.9016983735020734,Iris-virginica
+69,5.02042075515194,3.3528560075620986,1.6877555408385725,0.14454343185245483,Iris-setosa
+70,5.265226172113776,3.4770643603752505,1.4855959656235433,0.3613369220000468,Iris-setosa
+71,5.297978044167744,2.8731965238456163,5.148061569531043,1.8804748094307124,Iris-virginica
+72,4.266433367841658,3.111983914925392,1.444355626112234,0.039499921163172524,Iris-setosa
+73,5.346476363907581,2.652045398565985,3.8214869253895776,1.3745915304356713,Iris-versicolor
+74,6.338324703671861,2.962366185557676,4.39845235166189,1.5929077963951281,Iris-versicolor
+75,4.883133720401533,3.230187845289114,1.5089309051058943,0.3044474124324872,Iris-setosa
+76,7.015878284085968,3.083251238768002,4.8903537989268635,1.7597426045691629,Iris-virginica
+77,6.417685631780873,2.8914236400823974,4.92884809482526,1.4480471418277054,Iris-versicolor
+78,6.7889293650116995,2.686454800971484,6.3377883719438195,2.013210304834921,Iris-virginica
+79,5.439429599642813,3.034564012582205,1.3812829403217957,0.21222403903717688,Iris-setosa
+80,5.042299474352879,3.049210591149643,1.3099085648466249,0.25790522908297825,Iris-setosa
+81,6.930054328830119,2.913495010978594,5.183323240917672,1.9840527729739494,Iris-virginica
+82,6.864924542467173,2.5362057538563856,4.7264105241577505,1.7834066204656867,Iris-virginica
+83,4.665325140520856,3.181768841481376,1.1914320872390525,0.2563928417676074,Iris-setosa
+84,5.181639566354743,2.5226215082168557,3.78332246405081,1.2451250312887594,Iris-versicolor
+85,4.843075459658665,3.363677529850766,1.4790464726370807,0.21644512722249867,Iris-setosa
+86,4.82336850286889,2.829872178211812,1.2503374609136133,0.019689595740143034,Iris-setosa
+87,5.098075027277255,2.7929753763464715,1.4686784056992475,0.046018502086845214,Iris-setosa
+88,5.447228724200263,3.338503109615868,1.688907792671184,0.26463570115869595,Iris-setosa
+89,5.517505673538313,2.9001529869968716,4.332124369220949,1.1941966622927949,Iris-versicolor
+90,5.304311494530686,3.2266648361569503,1.6884100558722281,0.40188611068394764,Iris-setosa
+91,5.425732517306721,3.15785254468929,4.7429400155700785,1.398113699744578,Iris-versicolor
+92,4.928196501520368,3.2381790700820487,1.8151054273459426,0.5018500142711411,Iris-setosa
+93,5.249154798550322,3.6944111717405708,1.4146176971614584,0.08720235614474878,Iris-setosa
+94,4.943997133005,3.233617252925558,1.2798582721705143,0.2405036324792291,Iris-setosa
+95,6.95887445891336,2.7658312593048127,5.1749704016144475,2.049398705341852,Iris-virginica
+96,6.2011611225760745,2.8917174742807488,5.097347824570148,1.5589630736799596,Iris-versicolor
+97,6.758298617951738,2.8283667922426834,5.094115845627505,2.2613905360127102,Iris-virginica
+98,6.808479123969836,3.214132887854903,5.361240656861507,2.106860182115749,Iris-virginica
+99,6.1113944080599865,3.261207074670095,4.694538183518887,1.8234153381608926,Iris-versicolor
+100,5.634109144817493,3.2798839037038756,5.365641726483268,1.8021371366712764,Iris-virginica
+101,6.25166323219858,2.658691259758548,5.090891995915036,1.6899052412052682,Iris-virginica
+102,5.174544419956601,3.09086238479902,4.772743491152593,1.7960013150357228,Iris-setosa
+103,6.131440685746444,2.642479446958631,4.488638760253802,1.5590419234869066,Iris-versicolor
+104,6.596610431961365,2.798416543246531,4.722244162474598,2.001822454122902,Iris-virginica
+105,5.010302651069304,3.289810936643242,1.5977260610537272,0.09922626941139695,Iris-setosa
+106,5.08147967999488,3.791412630787656,1.7527482567429618,0.428930999962271,Iris-setosa
+107,5.331929646962575,2.1209772706922667,3.371132950028464,1.046136254356529,Iris-versicolor
+108,5.881652024191761,2.8699204268534446,4.110145692921065,1.4216281497280066,Iris-versicolor
+109,5.007434490723873,3.499955038316807,1.5450660479732292,0.36425337392069884,Iris-setosa
+110,4.930294475268716,3.4221557930003583,1.34988057666135,0.27947859748839043,Iris-setosa
+111,5.203238225863479,3.5334554401260423,1.0861769896002222,0.08025555266566423,Iris-setosa
+112,4.981780860232585,3.4729843004763508,1.5264815455249476,0.2260649508300818,Iris-setosa
+113,6.931608294921347,3.017080415929537,4.935642836500327,1.8180999976496204,Iris-virginica
+114,5.002559586776283,3.0555060478684526,4.852168610076071,1.007023677026983,Iris-versicolor
+115,4.8485502146978625,3.2705536865922893,1.6295225816177685,0.2136445789749954,Iris-setosa
+116,5.982181148658023,3.206749240789325,4.124614175933131,1.5230714762039324,Iris-versicolor
+117,7.347222621654708,2.846113134727404,6.097408920792821,2.1341857159576643,Iris-virginica
+118,5.61570863214626,2.7920325366242515,4.33927975735975,1.255850988222159,Iris-versicolor
+119,4.828876159577761,3.0398409841263034,1.3905465262054368,0.1888282160467301,Iris-setosa
diff --git a/iris/tvae/0/22/test.csv b/iris/tvae/0/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/22/train.csv b/iris/tvae/0/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/22/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
+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/0/22/val.csv b/iris/tvae/0/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/23/synth.csv b/iris/tvae/0/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f389883df741ad8620282d709d2f0360b43d87b2
--- /dev/null
+++ b/iris/tvae/0/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.153104072268174,3.062037743300031,1.3735217468923573,0.12128693878476615,Iris-setosa
+1,6.837969418459979,3.410467110356735,5.730950595846114,2.1980477872071713,Iris-virginica
+2,5.68521265485484,2.69639600989783,4.235243674872134,1.437993783273589,Iris-versicolor
+3,7.2513692676490695,2.7955850017517205,5.453714140053296,2.256208950169748,Iris-virginica
+4,5.384218286663862,2.842285994891346,4.689664018783288,1.7973187762904492,Iris-virginica
+5,5.162968654421517,3.2471502467757962,4.70436013926379,1.2742164492675612,Iris-versicolor
+6,6.619409283290208,3.1123208364928874,5.323461485034118,2.0710605663169224,Iris-virginica
+7,5.240929986900094,2.303804698363291,3.1849831980574326,1.2697533844753943,Iris-versicolor
+8,6.058493434326001,3.339262147767668,5.726042948279933,2.325459235476268,Iris-virginica
+9,6.809241255346038,2.777369934749287,4.805890674180198,1.3197886337600877,Iris-versicolor
+10,6.719724037686409,3.0477051315500896,5.616026392620638,2.019984396313965,Iris-virginica
+11,5.262047307926134,3.3363831414516794,1.1252702637336163,0.17785985471236165,Iris-setosa
+12,6.838370106914793,3.0825119478833685,5.2928920586517005,1.7772083277866726,Iris-virginica
+13,6.939762824653009,2.8310293653591994,5.984083125697969,2.0767451342766416,Iris-virginica
+14,6.081070579932352,3.023079660561832,4.426600262150718,1.93105210766922,Iris-versicolor
+15,5.140409961683369,2.2100651502242163,3.3297975409060045,1.093906550286774,Iris-versicolor
+16,6.361768636140965,2.9504702538485836,4.47503004494672,1.6412116962086356,Iris-versicolor
+17,7.824616300499157,2.8816515162559804,5.876878540093665,2.4514969185495206,Iris-virginica
+18,6.075092289341019,3.013920303838826,5.785659358379031,2.284343095838985,Iris-virginica
+19,5.618396120492961,2.552498604975952,4.480615098694054,1.1840819073511644,Iris-versicolor
+20,4.9099495696253195,2.9947705993034823,1.268642916539526,0.292579378223131,Iris-setosa
+21,6.263788881685063,2.9082755693816598,4.366805751856447,1.2432048537742122,Iris-versicolor
+22,5.07172092383728,3.416557889973029,1.316776597122574,0.255137829000851,Iris-setosa
+23,5.210623618260648,3.4756833711628192,1.4232540006292902,0.257327146176966,Iris-setosa
+24,5.209194350719446,2.9091927968766975,5.029870355585746,1.877620379016553,Iris-virginica
+25,4.799295435371765,3.3248466910064,1.6067727000467005,0.2002318956346077,Iris-setosa
+26,6.19290483707155,3.152015940241155,4.686672489124271,1.2095510052247407,Iris-versicolor
+27,7.1856558186412816,2.8981774148601818,4.894438475372045,1.9828972276902848,Iris-virginica
+28,4.757053253930269,3.1314455535106243,1.5710080048908683,1.1780633022710623,Iris-setosa
+29,5.1252246520202585,3.299341769684712,5.644218160390981,2.2302280014918066,Iris-virginica
+30,6.463409306882944,2.7118023188751468,3.8830905069952673,1.2574370863117796,Iris-versicolor
+31,6.182843211625443,2.814493738129234,3.9991648083339837,1.2612732164559288,Iris-versicolor
+32,5.070034717988925,3.6161722048324214,1.576740799707538,0.31320947534413324,Iris-setosa
+33,5.56532985129458,3.8691070712420936,1.3837752013752225,0.35609019655896745,Iris-setosa
+34,6.256345353378539,3.461870372805347,5.727127118912508,2.1981625888401912,Iris-virginica
+35,5.286031991745167,2.8239477946435536,4.202926655531914,1.263325970236725,Iris-versicolor
+36,5.5677050002204584,3.1007115764409714,4.8457314098185185,1.8069673095774001,Iris-versicolor
+37,5.095952979184833,3.028194554885875,1.4590505607392956,1.717918883817246,Iris-setosa
+38,6.88344060162586,2.9646112225127816,5.024727806291848,1.7910028626264682,Iris-virginica
+39,4.603816401562716,3.0693568448168644,1.3820585606573588,0.14494970627614584,Iris-setosa
+40,5.37818547322514,4.068976745543301,1.511063401302325,0.2754904376670118,Iris-setosa
+41,5.656335617271094,3.06301516990725,4.775285431212301,2.0163543820337555,Iris-virginica
+42,7.485701563276416,3.1779954407689117,5.887561471643166,2.0415375364183768,Iris-virginica
+43,6.204949079680732,2.7862310333930975,4.135109638427926,1.660533409644877,Iris-versicolor
+44,4.98061173044069,3.15566030084128,1.542054389377757,0.29437986586919207,Iris-setosa
+45,5.593377474464819,2.8342161084794215,4.321015278155563,1.3188765042625863,Iris-versicolor
+46,7.576943079993814,2.6477205715394523,6.223478282715348,1.9710710572475545,Iris-virginica
+47,6.295847331795385,2.892964528287896,4.122491803079338,1.2604354613319468,Iris-versicolor
+48,5.011512559880625,2.701602425541273,4.496430346141263,1.4602155536211388,Iris-versicolor
+49,6.275653020244875,2.9312509308916486,4.702691588655885,1.706923048039318,Iris-versicolor
+50,4.783632794215705,3.084678172844483,1.5845608479799973,0.09654475756213088,Iris-setosa
+51,6.35561568805029,2.8674668828115286,4.97809732567149,1.6052825689698145,Iris-virginica
+52,6.365611649704932,2.9995754061864237,4.54979765637155,1.3638221564948279,Iris-versicolor
+53,6.737695619310477,3.025047096031547,4.9576739867724555,1.7944477376196462,Iris-virginica
+54,5.962992688127779,2.886495208725126,4.411973291198673,1.6705591857995288,Iris-versicolor
+55,4.926353907950026,3.666127915710138,1.362102524875683,0.32701591234942606,Iris-setosa
+56,6.304774549745951,2.45339374664836,4.208335224456843,1.2540774171585025,Iris-versicolor
+57,5.532283065682626,2.378783955789949,4.302934972171536,1.0203112859611672,Iris-versicolor
+58,6.211752802277251,3.1229172885690475,4.621447108014806,1.4934622856228583,Iris-versicolor
+59,5.070717176956441,2.963331763045568,1.370593166631617,0.05507522083436042,Iris-setosa
+60,5.210341830970757,3.2709505999225414,4.858807996432625,1.1361298423670256,Iris-versicolor
+61,4.781894736832326,3.4333707384088785,1.1504347874573957,0.12798920623042723,Iris-setosa
+62,6.898943542934993,2.9444256115103555,5.494299154084853,2.264989957819085,Iris-virginica
+63,4.836936599307591,3.194525334885859,1.2816444866988448,0.2096752145282465,Iris-setosa
+64,5.071774477441418,2.676232984181003,3.5993429218186233,1.4547357236783613,Iris-versicolor
+65,5.21240864594599,3.164881028168777,1.4617608893621732,0.2784153337376875,Iris-setosa
+66,4.75285088091585,3.2741655173650535,1.3750403263518307,0.1581097702082982,Iris-setosa
+67,5.704974612815376,3.660003661256772,1.117378920232544,0.19320405014630682,Iris-setosa
+68,5.924147368346075,2.79993736812243,4.74213641711823,1.4554765846910394,Iris-versicolor
+69,6.6953174559843776,2.9461686583380025,5.158846423620602,2.002739327345497,Iris-virginica
+70,6.917172697860357,2.979877357408933,5.780537198569833,1.9964654971193112,Iris-virginica
+71,5.463087849811911,3.6371827028023307,1.5718357443541033,0.33474836338408925,Iris-setosa
+72,6.22741924091613,3.097612196620698,5.3587224224170615,1.9354368960442963,Iris-virginica
+73,5.432321881586399,3.596119981043048,1.26140913640387,0.25648362521910617,Iris-setosa
+74,6.821002929410974,3.600611722835499,5.793965347836396,2.357558572699364,Iris-virginica
+75,6.3403683995912035,2.859274289532518,5.4233352519939855,2.1757276443739557,Iris-virginica
+76,4.551860167078697,3.2350925807979904,1.3709221328525332,0.1083181233147599,Iris-setosa
+77,4.566533478237424,3.2645184899796225,1.553756841305202,0.1664559700448891,Iris-setosa
+78,6.36500646288531,3.0157422291133322,4.6893976970803175,1.711464349618262,Iris-versicolor
+79,4.977019778854465,3.9593272874363046,1.445756816868824,0.14800407203849977,Iris-setosa
+80,7.1709776100822555,3.268012453736759,5.98177600875234,2.248448095419159,Iris-virginica
+81,5.958055426010263,3.7679398878096952,1.6927788186238124,0.42772666160911954,Iris-setosa
+82,5.364892463076596,3.9283888342939055,1.5310877645144074,0.22984140313826593,Iris-setosa
+83,7.928223205704001,2.8232984046533134,6.295051656237597,2.136985600789723,Iris-virginica
+84,4.625628149422682,3.3887483468612345,1.12121143646175,0.08615974656377534,Iris-setosa
+85,6.386730380961887,2.8603668474906705,4.988144668129871,1.9616671866576407,Iris-virginica
+86,5.292662020177986,3.027815736197439,1.47636200811192,0.23416555743365092,Iris-setosa
+87,6.688942438920212,2.7531223960856277,5.204718303474613,2.086493184159635,Iris-virginica
+88,7.055893723535474,2.934196003263472,5.777815425292183,2.010107395569422,Iris-virginica
+89,6.066652827420842,2.646724663584526,5.368185435917728,1.6835161626124981,Iris-versicolor
+90,5.567573602116882,3.05671682628793,5.144053617296051,2.0879141622329107,Iris-virginica
+91,6.241638035367792,2.557461137342545,4.866179247889554,1.2213290033804152,Iris-virginica
+92,7.029274200341251,2.669514723558642,5.892030363094666,2.0375361368151674,Iris-virginica
+93,5.185495826567461,3.0479416874378993,1.4435931532239525,0.3294399836484382,Iris-setosa
+94,6.199661123451609,3.045407130186807,4.726592704951435,1.6128078554027407,Iris-versicolor
+95,5.4588491310633565,3.0791104279151815,5.1688276185825135,2.0740973777763863,Iris-virginica
+96,6.086817113319923,2.8560030503021605,5.156177276734046,1.9764003264393177,Iris-virginica
+97,5.663925376536615,2.255805966493099,3.973096394796902,1.0430079554244251,Iris-versicolor
+98,5.306201078763969,3.1110503083401113,5.217960154237306,2.0943626132126165,Iris-virginica
+99,7.1613340652813235,3.10313920656111,4.584695374597158,1.7408089375887676,Iris-versicolor
+100,6.867793404216276,2.9399127932195253,6.314376084387797,2.355705071910457,Iris-virginica
+101,5.4681321718712335,3.32434709126661,1.6113230386375483,0.33439916384811147,Iris-setosa
+102,6.570347434911024,2.651973189734264,5.636514759041931,1.9644872764193506,Iris-virginica
+103,4.729213160471797,3.1218730855097743,1.5411883441030763,1.5233062215438442,Iris-setosa
+104,4.809359441719826,3.0875112788355636,1.4878379785913063,0.17569740636999898,Iris-setosa
+105,5.995418973485642,2.413783560615699,4.337135682963103,1.2106915292527085,Iris-versicolor
+106,5.950742186856356,2.6155360248749497,4.86642631386928,1.5788114444938566,Iris-versicolor
+107,4.2653921080762505,3.287039365611292,1.389740436622791,0.15941015791102797,Iris-setosa
+108,5.197835256852274,3.476473636272395,1.719342930407346,0.5608538706369376,Iris-setosa
+109,6.211123789464458,3.2994294847755015,5.6297584246303,2.0851179686442913,Iris-virginica
+110,6.552485795004032,3.3166887458460788,4.998508685825585,2.396287621221651,Iris-virginica
+111,5.409204183712794,3.4367672506284954,1.7093991894378862,0.5397986501989835,Iris-setosa
+112,7.288977643307527,3.3308346338216683,5.843258738492821,2.1325001663042986,Iris-virginica
+113,6.463150513602226,2.6575078388939115,4.142019469453134,1.3328484462910803,Iris-versicolor
+114,6.064531806155428,2.920634684918044,4.907216713141395,2.0999212765327,Iris-virginica
+115,5.485237257528462,3.112342957367123,4.913248679107844,1.9118502888511348,Iris-virginica
+116,7.869796005562556,3.315840822053496,6.681749740638034,2.1252702706493096,Iris-virginica
+117,4.905248397188088,3.3889737764254075,1.2870474396814042,0.2297080510443118,Iris-setosa
+118,6.607623425114959,2.747207804818305,5.243293453518413,2.036020844997058,Iris-virginica
+119,5.208716729106191,2.4042415974378573,3.5629188876601185,1.3183077773365888,Iris-versicolor
diff --git a/iris/tvae/0/23/test.csv b/iris/tvae/0/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/23/train.csv b/iris/tvae/0/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/23/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
+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/0/23/val.csv b/iris/tvae/0/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/24/synth.csv b/iris/tvae/0/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1358638a91fd6ab596d20ae5720e555c377d2d28
--- /dev/null
+++ b/iris/tvae/0/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.445072033262632,3.097545688259146,1.632935075988934,0.22712697798136303,Iris-setosa
+1,6.04488421960116,2.8867342494133266,4.586042695315666,1.5100638727164852,Iris-versicolor
+2,5.571112674706833,2.260316389348847,3.9939684638477084,1.3558115489042981,Iris-versicolor
+3,5.691221236774252,2.641028540915104,4.219332174056944,1.2474848548365949,Iris-versicolor
+4,6.021255882145374,2.9753258312442132,4.584496320074231,1.8051269233545895,Iris-versicolor
+5,4.709420703409356,2.44917444177843,3.4648463151931463,1.0777482590013792,Iris-versicolor
+6,5.1885123442018,2.9962553271217764,1.4997310207308956,0.22646415550690582,Iris-setosa
+7,6.58853632216716,2.3596984940784957,5.222966163582566,1.684605719943578,Iris-virginica
+8,4.801152653005886,3.376527337853393,1.4199112636266518,0.3328058943142603,Iris-setosa
+9,6.256589852183297,2.2636709722970667,4.497843724835344,1.246425240825416,Iris-versicolor
+10,5.1345836409164205,2.5077024292912355,3.6138755052500544,0.8251835080880134,Iris-versicolor
+11,7.173892463934736,3.2405861568066756,5.779491400557016,2.3471652906625287,Iris-virginica
+12,6.648410088536006,2.535990475127867,4.646514045897006,1.530326562355577,Iris-versicolor
+13,4.848237182496115,3.07163113732867,1.529449500285096,0.1655101495632968,Iris-setosa
+14,5.07582351142342,3.849045246812987,1.6474294548794985,0.30841190820650316,Iris-setosa
+15,6.011498676121716,2.9520004796152652,4.122842230861046,0.9814680709340067,Iris-versicolor
+16,5.411181312080588,3.6652757780467304,1.283192669701291,0.12050039764658846,Iris-setosa
+17,5.30679438241889,3.2388192780288914,1.5928765736857908,0.34874953811768056,Iris-setosa
+18,7.100680010900085,3.144602501385011,6.125364426964563,2.556468195102643,Iris-virginica
+19,6.783023772091714,3.039799699022687,5.661033252773011,2.1429474141559037,Iris-virginica
+20,5.637714395926085,3.556283465521697,5.640081291327589,2.2787315386455216,Iris-virginica
+21,6.696748911431125,2.7399120378349613,4.961171675368959,1.9653339588056233,Iris-virginica
+22,6.545889663770212,3.0666963878792415,4.912451603760008,1.7398107705644756,Iris-versicolor
+23,5.472683039555198,3.0652446015922608,5.175850867571437,1.9663759832721157,Iris-virginica
+24,7.0047673409582725,2.9193107898521657,5.594650761567497,2.073049481625097,Iris-virginica
+25,6.591006034712248,2.5621244764845184,4.830143462209603,1.4248848118977426,Iris-versicolor
+26,4.518144708628832,3.061663350263669,1.417432794629076,0.23961615321731095,Iris-setosa
+27,7.377241698947033,3.2956610417673935,5.550784005865626,2.2712921707063636,Iris-virginica
+28,5.26930305182739,3.351362925348263,1.6778213031924718,0.4375541468571325,Iris-virginica
+29,6.531948346999419,2.947782023980863,4.1331415016478115,1.5886706919924627,Iris-versicolor
+30,4.885670596204703,3.3859004966930177,1.4519670455561278,0.23459643598693358,Iris-setosa
+31,5.324389304155484,3.4891770315396595,1.1832274229969801,0.19516976193818525,Iris-setosa
+32,5.295750062244591,3.138884742805082,1.3902157310994925,0.33269871339554236,Iris-setosa
+33,5.932724389491834,3.312309730234982,4.30999229378573,1.683995742949605,Iris-versicolor
+34,8.027576351121894,3.1603850039262684,6.340747314617259,2.355148403961615,Iris-virginica
+35,4.682650995013327,3.141533740332764,1.5727283019338842,0.9148105140479675,Iris-setosa
+36,5.268842155759349,3.0035316870535436,5.386137163249891,1.87396590290745,Iris-virginica
+37,6.426989530471585,2.5885699092953716,4.542975255556749,1.5473234942541327,Iris-versicolor
+38,5.35936600745976,2.9164796485078774,4.255027665781718,1.4109121211542628,Iris-versicolor
+39,5.627712533810922,2.8043352337764333,3.8387429247815668,1.1691180748541399,Iris-versicolor
+40,8.150919491009272,2.8416960035906924,6.96400893332809,2.2314168708547237,Iris-virginica
+41,5.017906209528318,3.8377186036321422,1.3520451989338043,0.29031178191217333,Iris-setosa
+42,4.632705555433239,3.7317891934459277,1.4955802173592911,0.17960387719294385,Iris-setosa
+43,6.604601989960742,2.5922057979461663,4.200837481589104,1.3871988056714064,Iris-versicolor
+44,6.563502222440177,2.6962734992221096,4.507881209083993,1.407421204765717,Iris-versicolor
+45,5.878488692126476,3.5520350717271576,2.0766562351871976,0.4543718977516673,Iris-setosa
+46,5.780650750072468,3.6232343745321467,1.75743410695449,0.5839219600668102,Iris-setosa
+47,5.166055478402119,3.320023962508409,1.7059428261377123,0.42135478030681184,Iris-setosa
+48,4.412341868333307,3.126378877653486,1.3948993093560176,0.08478851994611769,Iris-setosa
+49,6.979035380033257,3.47402297463711,5.84124837786139,2.4068341483519378,Iris-virginica
+50,5.491735587051462,3.6884355808328104,1.4316747396830254,0.24759841719108894,Iris-setosa
+51,5.335496330178507,3.7068192372132,1.5069341143620287,0.33800624107317945,Iris-setosa
+52,5.534108818869772,3.0391277277556363,5.0663880472403555,1.6682417051380243,Iris-virginica
+53,6.0961690476799015,3.125337957447277,5.022643889454395,1.6377055298243277,Iris-versicolor
+54,7.025728100309382,3.0201916116716823,5.895784121813993,2.3176758177814882,Iris-virginica
+55,7.26289175040804,3.0747020773203406,5.75647727827832,2.2012880712187326,Iris-virginica
+56,6.284555394807866,3.255046636335081,4.988127420620847,1.6009869056638866,Iris-versicolor
+57,6.8731354559331574,3.344123912892942,6.075280185260501,2.2972660027167473,Iris-virginica
+58,4.986152883990483,3.4385411505862207,1.4727264966550342,0.190883862910941,Iris-setosa
+59,5.261030832263837,3.0797546526931323,1.532530187893972,0.17487002620980036,Iris-setosa
+60,5.411721235324044,2.539293607342539,4.01955049021729,0.825762055379828,Iris-versicolor
+61,5.530161839301663,2.8299964756034575,4.144713484366854,1.362710487247018,Iris-versicolor
+62,4.952011139654109,3.305225588500306,1.5720949440249194,0.19946231272729387,Iris-setosa
+63,7.172786362066702,3.300186117588216,6.501936903402615,2.23560672346322,Iris-virginica
+64,6.146671438946052,2.712716334191192,4.458748209003809,1.4778447901547271,Iris-versicolor
+65,6.057439483409667,3.3282073384476996,5.264251183596852,2.196960792957255,Iris-virginica
+66,4.825316257063987,2.052280450054498,4.081680555232764,1.0845184802433696,Iris-versicolor
+67,5.685004607222954,3.192944072920582,4.326880889426077,1.4592743883635038,Iris-versicolor
+68,6.18491822956072,2.8204006041724705,5.20075635254062,1.6829079217173157,Iris-virginica
+69,6.82209528151637,2.6291817108385236,5.056062134657386,1.6899348422113534,Iris-virginica
+70,6.98135037832369,2.8213391300814004,4.694589741096162,1.6567703666141338,Iris-virginica
+71,7.15789555247978,3.1282730620453814,4.4435722177297965,1.6117262580795677,Iris-versicolor
+72,4.748471231001882,3.4361579515125156,1.3109134238993114,0.08994050662406677,Iris-setosa
+73,6.187117642451214,2.4986091533473713,5.164795154559521,1.6541727217770494,Iris-virginica
+74,6.044128408796451,3.1573764692235615,4.46408488396895,1.6727807916227295,Iris-versicolor
+75,5.424942613548872,2.557407252148608,3.7552639018900456,1.1855490596829288,Iris-versicolor
+76,5.045897724641648,3.6279740364442628,1.6103578223299406,0.42759989182890423,Iris-setosa
+77,6.250218058609017,3.0083442030154135,4.241846203906535,1.2219594095581003,Iris-versicolor
+78,5.442708628215043,2.410148763604197,4.094386331054178,1.0189914179064394,Iris-versicolor
+79,5.5196287833249125,3.1912292622083913,1.6150683155221819,0.7138166170277847,Iris-setosa
+80,5.309177284316917,2.6114933818082005,3.876480754620868,1.4416892909468597,Iris-versicolor
+81,4.630940310366615,2.8820142805217004,1.6350956035660922,0.18689341076892416,Iris-setosa
+82,6.663665016073018,3.0096139521380443,5.454698606464344,1.9635071433469158,Iris-virginica
+83,6.669572413031007,2.5781300490836245,4.666040149328961,1.9468259357120337,Iris-virginica
+84,5.666035431872666,2.989434852210212,4.446105894584594,1.4549844776302823,Iris-versicolor
+85,5.35703066463153,3.0722632947906825,1.3910707773102375,0.18631388939258536,Iris-setosa
+86,6.154956008794912,2.8915531042574183,4.185924881534187,1.4189883846768119,Iris-versicolor
+87,4.846046067055104,3.422110531985846,1.528975499651878,0.23893907911188553,Iris-setosa
+88,4.867385069528064,3.45788869074696,1.5555738006782331,0.43164802159096205,Iris-setosa
+89,5.059189471550946,3.162531177421785,1.5827555436360665,0.42766377538095357,Iris-setosa
+90,4.596569115525126,3.1148511288547986,1.5473874403716819,0.21822470723129944,Iris-setosa
+91,5.189101977221876,3.3702490370502707,1.2153355529185013,0.1838428561665571,Iris-setosa
+92,4.8130407875895,3.4104447462672813,1.5758727811030384,0.4554019007882425,Iris-setosa
+93,4.768263866425382,3.2653279784733127,1.3567017451822194,0.05711401842980263,Iris-setosa
+94,7.07034749020999,3.055314942502023,5.0781092659373925,1.5926425674497802,Iris-versicolor
+95,6.248401077317569,2.8803439751162223,4.452335737738236,1.6430414005607155,Iris-versicolor
+96,7.024313960411197,3.1397173993365963,5.659152182471637,2.2388308645128294,Iris-virginica
+97,4.930527755077002,3.2056334705473533,1.428039306660374,0.16742484955681824,Iris-setosa
+98,5.0314905883606755,3.6502401498169332,1.7008636195662101,0.3235909046631143,Iris-setosa
+99,5.170573586188104,3.015960822811678,1.3450462314270377,0.20869099613900724,Iris-setosa
+100,4.57681059043936,3.1013560269755054,1.569964132204758,-0.10426448958075601,Iris-setosa
+101,7.079251177934836,2.829364488831667,5.154419392234885,1.8205573261244072,Iris-virginica
+102,5.181586518273774,3.3702387594908134,1.9015760116717528,0.39261076953476237,Iris-setosa
+103,4.751328267777163,3.182167284883352,1.6049009738518918,0.22001320807493377,Iris-setosa
+104,5.373011460476053,2.3925375799490967,3.2730671344607485,0.8663288752622756,Iris-versicolor
+105,4.93081980753235,2.269019991984177,3.5492895650262586,0.8300081951207686,Iris-versicolor
+106,5.034036823345959,3.607039096582271,1.37606283210979,0.3344393619074529,Iris-setosa
+107,6.571738505306885,3.039539341090794,4.050422253164827,1.2719271720756766,Iris-versicolor
+108,4.980512100457711,2.998407182482786,1.4377476913128333,0.1874471827964418,Iris-setosa
+109,6.150562293264141,3.1537717292422203,1.173783297464499,1.4434263305579502,Iris-setosa
+110,5.634320612837545,3.155224709571812,4.758590843858104,1.5292559117131086,Iris-versicolor
+111,5.524338555723901,3.1745228315969722,4.996172270047088,2.155349041969047,Iris-virginica
+112,6.4692957510615585,2.512974581083747,4.279184021952112,1.0027005848679877,Iris-versicolor
+113,7.047570189643511,2.881330009112824,6.243812104564407,2.0019048499107965,Iris-virginica
+114,5.38473917250428,3.678123071575983,1.7401193186442145,0.45679168723894714,Iris-setosa
+115,6.740292073108037,3.1071012095120554,4.573411564480279,1.6144452922193262,Iris-versicolor
+116,7.065538871651993,2.635330271270213,5.972570940443564,2.2315274553220306,Iris-virginica
+117,6.227120376687193,2.889534238627294,4.04355104233108,1.4230594615430334,Iris-versicolor
+118,5.590670231981048,3.5329729397438614,1.5041385768425064,0.17191091120071944,Iris-setosa
+119,5.719290458515114,2.640333037855637,4.167049875149485,1.3423944161557229,Iris-versicolor
diff --git a/iris/tvae/0/24/test.csv b/iris/tvae/0/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/24/train.csv b/iris/tvae/0/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/24/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
+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/0/24/val.csv b/iris/tvae/0/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/25/synth.csv b/iris/tvae/0/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8dd903663180bac35bfcffdabb1be8ea37bba461
--- /dev/null
+++ b/iris/tvae/0/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.5234059673727005,3.25058415699864,4.296873362000452,1.452282168915014,Iris-versicolor
+1,6.758517594971521,2.8903130653741216,4.396676425440252,1.577931324341183,Iris-versicolor
+2,4.754978954160664,3.492251014555567,1.5044088518504426,0.6254738561831745,Iris-setosa
+3,6.329010787218289,3.127054658133384,4.46521706471563,1.5371264858173699,Iris-versicolor
+4,6.259990980008457,3.359268496831855,5.285310337089875,2.359124448684301,Iris-virginica
+5,4.995858992182853,2.7502656121154443,3.9346557141911367,1.0693870200545392,Iris-versicolor
+6,6.200736873308458,2.989634402406181,4.442083411327731,1.7285000611367387,Iris-versicolor
+7,5.626476375022699,3.32091392363391,1.1741021150163196,0.14041656846182982,Iris-setosa
+8,5.153470234363825,2.6517407564900433,4.406049066052661,0.9472107963678076,Iris-versicolor
+9,7.593046585484894,3.117203032613049,6.280224509355079,2.477411891334076,Iris-virginica
+10,5.3184643574797565,3.1212543429215667,5.591216396283714,2.104617751495164,Iris-virginica
+11,4.508885582890826,3.0804270782654695,1.4952299237693676,0.11454352472371848,Iris-setosa
+12,7.199916220464314,2.712254482834967,5.167125010896052,1.80280808877383,Iris-virginica
+13,5.2312272079975,2.5056147085592686,3.891605159024371,1.1734851139179039,Iris-versicolor
+14,4.74006131695004,2.94110844070933,1.535140784117606,0.25321545702107784,Iris-setosa
+15,5.561505200566678,3.2800242328357436,4.818439113291093,1.8676111087513398,Iris-setosa
+16,6.996659303109652,2.910390144859889,4.878195153150234,1.959073682778112,Iris-virginica
+17,6.445672611432279,2.720587085190715,5.748131749978895,2.045055933094334,Iris-virginica
+18,7.096543414621803,3.2674213745070255,5.590381129321088,2.219431717067586,Iris-virginica
+19,6.094084483998234,3.088426401244896,4.431867878018414,1.4582667670498384,Iris-versicolor
+20,6.491235869234362,2.6601904525010376,4.036393659048569,1.1769949577752823,Iris-versicolor
+21,4.4781304131249335,3.404979271597011,1.7176230403569088,0.33171375235306944,Iris-setosa
+22,5.288012258003878,3.1558267748079403,1.561159428211253,0.19554457546114223,Iris-setosa
+23,5.162171937783047,3.785073803646299,1.5667909033699914,0.14839301047921705,Iris-setosa
+24,4.769217606447042,3.269225408238078,1.6036000994526602,0.37030342597916244,Iris-setosa
+25,5.876980015397393,3.176674867726367,5.244965121227263,2.2490877868163617,Iris-virginica
+26,5.196683744108504,3.320875475601717,1.7115583298887547,0.4620587880184951,Iris-setosa
+27,4.797708051840964,3.11900813948012,1.3719597602626987,0.24925191080325862,Iris-setosa
+28,7.508753733715542,3.062050304178784,6.108664576288562,2.2585816082483703,Iris-virginica
+29,7.840715224331582,2.9232203150816143,6.0306093699767045,2.2110889702217884,Iris-virginica
+30,6.287388451847111,2.2229360715297615,4.410759152036735,1.4558378298435537,Iris-versicolor
+31,5.355914940229498,2.937992328820155,4.173206275067558,1.4723003728277502,Iris-versicolor
+32,5.571133113673117,3.4110100852177445,5.315430971348781,2.3267361867954985,Iris-virginica
+33,6.817288621852551,3.224433259576588,5.867147656180333,2.138193883983913,Iris-virginica
+34,5.029547688638656,3.2619912150268133,1.4910130711781766,0.2776553645384767,Iris-setosa
+35,5.190485873899368,3.2591696108696313,1.641882714435299,0.4799368980632571,Iris-setosa
+36,6.748285332808886,3.024530483814416,4.809647471786064,1.6897826603852555,Iris-virginica
+37,6.182310409635729,2.7453625206347305,5.199922956523915,1.4557864217978547,Iris-versicolor
+38,6.007600804405166,2.172210339992328,4.144458784364042,1.3886239574788597,Iris-versicolor
+39,5.037642174339074,3.026391303015412,4.632857637446869,1.7466892423697167,Iris-virginica
+40,6.331433423095946,2.71475442230729,5.15484940499333,1.2757126813496704,Iris-versicolor
+41,5.737733334033309,3.1824971775907795,4.622417239465772,1.3923034307218678,Iris-versicolor
+42,6.094201776579765,2.8274271810983693,4.438919450316025,1.6276508371509242,Iris-versicolor
+43,5.590932731471088,2.7909116134393828,4.250674853321828,1.0815290063388088,Iris-versicolor
+44,4.573893422591227,3.0452892106495604,1.4521242490700093,0.15819748544007214,Iris-setosa
+45,5.572972542459711,3.031714165944267,1.616945148031662,0.22892972444863485,Iris-setosa
+46,6.355903918504335,2.2766475018585273,5.3079751570014455,1.8802369090149376,Iris-virginica
+47,6.127469958328854,3.0489466834246,4.977472496210398,1.1900813549576603,Iris-versicolor
+48,6.519493856279168,2.8994782760645923,5.065227977521488,1.4632081458435786,Iris-versicolor
+49,5.528099073444433,3.1336619055263952,1.4616442592384424,0.3614229425737552,Iris-setosa
+50,5.583039959361456,3.0548147552116967,4.701552045166477,2.0439879443695745,Iris-virginica
+51,5.298957031642663,2.8582303278344963,1.3369830739287543,0.01880229507992162,Iris-setosa
+52,5.092349420353989,2.6673973656185983,4.240768232964438,1.4723638790292086,Iris-versicolor
+53,5.440501511372565,3.2618566149779524,1.4251652241798956,0.38183927201220136,Iris-setosa
+54,6.235823614761898,2.960607043294762,4.297583357032664,1.3311634557337189,Iris-versicolor
+55,6.432896663488959,3.1228675664781456,5.167089725839659,2.294497060549549,Iris-virginica
+56,6.3240539024552325,2.9742345736687126,4.448626457926701,1.5034282815818736,Iris-versicolor
+57,5.841980915105635,3.1177646222439757,1.4318328427000258,1.7046147601946784,Iris-setosa
+58,4.342020323729029,3.2317421571042884,1.2353186538837537,0.17539154813375502,Iris-setosa
+59,5.138016288691624,3.6853745094303525,1.4099882171645053,0.21396660958453512,Iris-setosa
+60,7.362490970262213,2.691092278126453,6.1742760132494645,2.2298634397574277,Iris-virginica
+61,5.884198894201637,3.295881344012824,4.6504276095061154,1.2396775936468143,Iris-versicolor
+62,4.92880709953276,3.8436242393709787,1.368973050945197,0.24951279536388404,Iris-setosa
+63,6.4191834352210435,2.399541393375576,4.8098808827188355,1.5857908810003465,Iris-virginica
+64,6.10741907150105,2.792451460071068,4.749452195527785,1.5468229200247174,Iris-versicolor
+65,6.292686023880323,2.9467762234804167,4.184224208497743,1.6577548810832026,Iris-versicolor
+66,5.505201237433674,3.0180160186914806,5.178155213110816,2.0323516782994426,Iris-virginica
+67,5.221839072932523,3.3687447007742706,1.6193203386290127,0.8944991038677513,Iris-setosa
+68,5.10282497217308,3.298014475538987,1.2401391353916473,0.22243110467331662,Iris-setosa
+69,4.883381774477719,3.1570132630450978,1.6914130740258817,0.4348021411340304,Iris-setosa
+70,5.225827372577428,3.970354170437132,1.5914185920010784,0.2378742461144372,Iris-setosa
+71,5.519377189812622,2.822455149523489,4.621499297767183,1.406560294110768,Iris-versicolor
+72,6.511453357923775,2.8490344811599018,4.65529793701427,1.6722893339327534,Iris-versicolor
+73,6.1196880586213975,3.1729299750857964,1.3213112438521164,1.5238162936818793,Iris-setosa
+74,4.297126502701298,3.4394813039828636,1.174520368107726,0.281819468082321,Iris-setosa
+75,5.2466796621255165,3.852544978045648,1.9272003279234864,0.3883318106543918,Iris-setosa
+76,5.160478652495819,2.4579246070116123,3.4316134496484447,1.1414187636533502,Iris-versicolor
+77,6.649909165256642,3.123367724383439,5.620943603856488,2.389403460218446,Iris-virginica
+78,6.402344171267076,3.1595566965999797,4.862802403516405,1.7758803118901625,Iris-virginica
+79,5.602301069382627,3.964102992143406,1.4585768409824265,0.3492349653894654,Iris-setosa
+80,6.278058131322705,3.3239469546107823,4.627745814932727,1.7309427581864965,Iris-versicolor
+81,7.688824480814652,3.8845362433176738,6.3879310554645965,2.2442476887984695,Iris-virginica
+82,6.431098552516485,2.429747305844625,5.261959801896261,1.6193304790901302,Iris-virginica
+83,6.330207114774973,2.7838102575044266,5.16521003615744,1.4267146527487733,Iris-versicolor
+84,6.16550072344587,2.930861831303184,4.84726879536638,1.5765706458503923,Iris-virginica
+85,6.269852309056618,1.9674936723174843,4.703765074752653,1.7088974014146219,Iris-virginica
+86,4.656327830792561,3.1216812665963496,1.4971848779402308,0.026411636914965675,Iris-setosa
+87,5.858597004176162,3.1915639526431496,4.580878309879634,1.6028701493139637,Iris-versicolor
+88,6.987381046198755,3.34070291951685,5.427567230474074,2.4465803978360285,Iris-virginica
+89,6.077572202142135,3.253458882911405,4.842274885672675,1.5317164789898359,Iris-versicolor
+90,4.777784943206963,3.2226949067207356,1.5043598590884955,0.37084191897891555,Iris-setosa
+91,6.954214953800669,3.060961730775666,5.372278041018602,2.4724034362226304,Iris-virginica
+92,5.019176227805063,2.7670749845964573,5.3205539419054695,1.9779754916602559,Iris-virginica
+93,6.8451419992833,2.970224689041052,5.3991411871637505,2.1763735588860382,Iris-virginica
+94,5.2194264061661775,2.4170812762100136,3.4627967607818926,1.0725787161068139,Iris-versicolor
+95,5.793258020420762,2.736163799765196,3.7884219800501313,1.2062286532930502,Iris-versicolor
+96,5.838928869598989,3.123713473291156,4.61209743818632,1.4125069342505843,Iris-versicolor
+97,6.47863785256265,2.8637077287265607,5.430030510182913,2.0203521644856504,Iris-virginica
+98,6.607481000711595,3.0528935620121604,4.271532401388087,1.4684812896703359,Iris-versicolor
+99,7.207856796264323,3.141838577786068,6.334461277230711,2.0448586679975826,Iris-virginica
+100,4.332797202964027,3.0806204765576104,1.5714464825127288,0.15598811684787134,Iris-setosa
+101,6.215672763094342,2.166547376715805,4.383743624863101,1.1922320846667707,Iris-versicolor
+102,6.532442331801027,3.1288020843787705,4.563898836725319,1.8772772200515535,Iris-versicolor
+103,4.0818926188998415,2.950154274664895,1.740261978715042,0.0806126715446274,Iris-setosa
+104,6.6441625993038125,2.9786764332143765,4.840398100820418,1.6380312794896852,Iris-versicolor
+105,6.701081366912298,2.9593290244194956,5.365829752765481,2.1978080574893113,Iris-virginica
+106,6.179868342711027,2.52918064997401,4.831028668838536,1.5799162038942374,Iris-versicolor
+107,6.308281284270851,2.7956462992025264,4.558699798045258,1.4884429072271237,Iris-versicolor
+108,5.315261666884502,3.0991553558194624,1.4548449699294264,0.31026716605102145,Iris-setosa
+109,5.09223159267813,3.6578448686086693,1.5200123887997716,0.18350507092186075,Iris-setosa
+110,6.0909297825778115,2.2967169145583073,5.061860505115918,1.571059651797273,Iris-versicolor
+111,5.577297457328697,2.4905547381951045,3.476598305112921,1.3714963269044462,Iris-versicolor
+112,5.308229801687939,2.676600191289009,4.035637339539498,1.3117931115368275,Iris-versicolor
+113,5.8255769640402555,2.973421182709367,4.243561858041226,1.272622682703978,Iris-versicolor
+114,6.098568377045396,3.4531454957958116,5.258236501947332,2.2170779741418523,Iris-virginica
+115,4.9169891254309075,2.5363609137852507,3.690902315592206,0.8246448529016743,Iris-versicolor
+116,6.336728371781089,2.775727556278893,5.310830354734802,2.024214038459262,Iris-virginica
+117,6.360522869853239,2.884534221054392,3.7841163985629818,1.2007517202152993,Iris-versicolor
+118,5.119039107709243,3.4396199285657927,1.5135491523047664,0.33882039658494095,Iris-setosa
+119,6.401294602667789,3.173111252422639,4.6298639743895444,1.5348855433634925,Iris-versicolor
diff --git a/iris/tvae/0/25/test.csv b/iris/tvae/0/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/25/train.csv b/iris/tvae/0/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/25/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
+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/0/25/val.csv b/iris/tvae/0/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/26/synth.csv b/iris/tvae/0/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..005b102b2e9eb26c773f26fb5512aa1176215aba
--- /dev/null
+++ b/iris/tvae/0/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.513197214949366,2.6162853919348485,4.644225929994946,1.6757909341674118,Iris-versicolor
+1,5.958391238947515,2.735965024061457,5.471197631309087,1.8077333942110507,Iris-virginica
+2,5.293863550580683,3.1035911603825816,1.523728672791958,0.3591378605906877,Iris-setosa
+3,6.168795638938842,3.338910592698723,1.4595552045520928,1.4496295299293163,Iris-setosa
+4,5.681492620765858,3.153255784949308,1.5502843580226384,1.5645056635979147,Iris-setosa
+5,6.7617217087854256,2.9172061555503634,5.807555364383951,2.305534250178763,Iris-virginica
+6,5.867889393650161,3.8152159757410744,2.0007743445101887,0.4411932039961768,Iris-setosa
+7,4.636030402240727,3.1647941515729676,1.7021356298959358,0.3714245960777488,Iris-setosa
+8,4.888589774510002,3.163416359619718,1.6548328607621148,0.3269295779146346,Iris-setosa
+9,6.120358176334352,3.214259580304612,1.4728245114319745,1.3083548187110225,Iris-setosa
+10,6.268543783808734,2.6421863675304142,4.377278862763831,1.4546277712811062,Iris-versicolor
+11,4.321658946203842,3.176809720463162,1.2634787947726485,0.20118086284469333,Iris-setosa
+12,6.270036292125239,3.576946435661919,2.080193253502849,0.4812350791043022,Iris-setosa
+13,4.665801516376225,3.3623537197149793,1.4555969831253246,0.2669841186725899,Iris-setosa
+14,4.526080632914673,3.253608233813012,1.3605900276659333,0.23912922755157578,Iris-setosa
+15,5.281117172470558,2.9044408469756395,4.687964273926224,1.3742819085919502,Iris-versicolor
+16,5.113247893890927,3.442956010660609,1.32929144410223,0.19775539808119602,Iris-setosa
+17,5.519074687505617,3.5689753617671434,1.6716829162755251,0.2698001795705738,Iris-setosa
+18,6.237958364843256,2.765811137386945,4.302364541103815,1.3260505190616545,Iris-versicolor
+19,5.281219510397451,2.961891330790912,1.4825341041706073,0.13956004783017828,Iris-setosa
+20,6.8165493264299615,3.3408305298552463,5.835598506307347,2.2178828076481656,Iris-virginica
+21,6.729576370712658,3.172693314678236,5.138957977023422,2.09447383605376,Iris-virginica
+22,6.280304689284735,2.3639311893257986,5.608907672325881,1.8063015400669544,Iris-virginica
+23,6.003510352983231,2.465177662212134,4.038697237246472,1.171721803076637,Iris-versicolor
+24,5.962904019310444,3.7484757375611912,1.5248829340069996,0.47015652214725645,Iris-setosa
+25,6.7833506465200895,2.773642056361108,5.2606639700009,2.0620735127696888,Iris-virginica
+26,5.1737127767231375,3.649014661680203,1.586498700689649,0.3692610781400914,Iris-setosa
+27,5.784480894698327,3.988054989710705,1.6463290275158657,0.38593742591895286,Iris-setosa
+28,6.94427894855226,3.0328231754593817,5.041021755868039,2.388632513515734,Iris-virginica
+29,5.5539518289022745,2.4281872351731244,3.582089377632975,1.0143796057945702,Iris-versicolor
+30,6.094349074487767,2.729681620033782,3.817347196882782,1.11764888754251,Iris-versicolor
+31,5.98131241768022,3.2361027778035276,4.674838352776084,1.4082354115833562,Iris-versicolor
+32,7.2148664746476605,2.7119838672334433,6.137286374404258,2.157138883532323,Iris-virginica
+33,4.8414161473338915,2.9550654263911458,1.3324515410626654,0.14236031469720034,Iris-setosa
+34,4.646621753029004,3.4704349925992846,1.5080335544773553,0.3769876464924822,Iris-setosa
+35,7.017866839466604,3.1788894948473905,5.092439988343657,2.0695953275631607,Iris-virginica
+36,7.184309150357183,3.457454283383849,5.574317219652496,2.639808250721125,Iris-virginica
+37,6.3519719995959605,3.029957882896423,4.749028639868176,1.5578567762044557,Iris-versicolor
+38,5.970064797572497,3.1410841147191464,4.389135917399115,1.6304678666783072,Iris-versicolor
+39,5.867644606399851,2.7860033421094115,4.6006662031434,1.1126789390046423,Iris-versicolor
+40,5.035133257522636,3.0194132061927217,1.5232865621122962,0.24846243834080795,Iris-setosa
+41,6.31157431157567,3.5143936569963583,5.38058976937724,0.46651294419882766,Iris-virginica
+42,5.502760351574669,3.7032583602326854,1.9439564609264561,0.4343423981583234,Iris-setosa
+43,6.263724804924193,3.336629473134447,4.323287084807419,1.589154007798542,Iris-versicolor
+44,5.251708655744643,3.053978895600504,1.5445208572379112,0.2822951552983459,Iris-setosa
+45,5.367648200332781,4.032001501062188,1.331296392503409,0.19416435358569875,Iris-setosa
+46,6.262418356477651,3.094696645935988,4.027061790463508,1.4019995063150108,Iris-versicolor
+47,5.589249829369387,2.8571832705009026,4.721403031377663,1.3451459747738004,Iris-versicolor
+48,5.2007416193129306,2.92171641331433,4.884771030185909,1.7834395006366024,Iris-virginica
+49,5.707505963847963,3.132963384631658,4.9150577892922005,1.4537354918935061,Iris-versicolor
+50,6.468193159401682,2.9065086999639886,5.001012634584607,1.951407595235926,Iris-virginica
+51,5.016630042554322,3.124131392030141,1.4766669176790994,0.3375043076621206,Iris-setosa
+52,5.146145075230764,3.812284147968022,1.4895040885275868,0.2604018909322085,Iris-setosa
+53,5.958929241281157,3.2831864003132005,5.310049480019986,2.2840758220099118,Iris-virginica
+54,5.10478043481745,3.8377445215391908,1.5285902900059125,0.5091680098064189,Iris-setosa
+55,6.438796650051131,2.654655434367781,5.1684067802643465,1.3933416089719628,Iris-versicolor
+56,6.590875607879273,2.717024413509962,4.959314044636202,2.0354238443763597,Iris-virginica
+57,5.896201796074167,3.6751448617671207,5.6042717739371,2.32920433930095,Iris-virginica
+58,5.357308307465146,3.905969718540562,1.4095999105652015,0.3035525860494489,Iris-setosa
+59,4.761374872188157,3.062917465164619,1.4443062059625258,0.19600813830650488,Iris-setosa
+60,5.456044922311519,2.555809879892467,4.281491582718956,1.2933870539320806,Iris-versicolor
+61,5.76676947185521,2.26133393307799,4.614512386373748,1.6036573139610566,Iris-versicolor
+62,7.467026739743909,3.0759460055814922,6.293936180582197,2.300786220690025,Iris-virginica
+63,5.630901890965019,3.069296805743775,1.502562237920481,0.2659561413509317,Iris-setosa
+64,5.016664757070821,3.2196599041889016,4.97457336455535,2.018465436772306,Iris-virginica
+65,6.365994889668902,3.1263354127557186,5.155238552732266,2.0507186942765534,Iris-virginica
+66,6.664756729966566,3.102897079457232,5.244454618600664,2.134907373646435,Iris-virginica
+67,6.480194974970166,3.00726861168332,4.434924322821494,1.6106756739435215,Iris-versicolor
+68,4.340829422162676,3.1373259469131742,1.3450465016061448,0.16735341974742224,Iris-setosa
+69,7.686370521128825,3.025487816022174,5.748765749598345,2.082924131193203,Iris-virginica
+70,6.364763633524216,2.966339504002308,4.382426521265775,1.4760202434797618,Iris-versicolor
+71,5.0234948935846635,3.535820010106464,1.3557495913745898,0.28091811757026114,Iris-setosa
+72,5.134800812888217,3.5759175017521794,1.3920917834876423,0.22212673252680157,Iris-setosa
+73,6.248772612586221,2.86598013778415,4.691582285482203,1.2833739931728367,Iris-versicolor
+74,7.165924096027053,2.850118163285291,4.966781096387075,1.8317551418553868,Iris-virginica
+75,6.237715393365906,3.036067551573593,4.822993097613864,1.8145861285704186,Iris-virginica
+76,6.203289280902766,2.893217689218798,4.91966765496303,1.7529190387650995,Iris-versicolor
+77,5.450505633413927,3.2323887555658786,4.976387542351466,1.9744767556537854,Iris-virginica
+78,6.285932334805239,3.0371231755111094,4.235853874855785,1.5491582392861754,Iris-versicolor
+79,6.278919299337171,2.8922127540980536,4.426757653448766,1.659566260143441,Iris-versicolor
+80,6.8596400987076045,3.315841083443776,4.369088784609336,1.6951277571523242,Iris-versicolor
+81,4.467991256989251,2.84031032578196,1.4172585678189493,0.09372397894227155,Iris-setosa
+82,6.109229928112757,2.6217803144589222,5.158469098852826,1.691113092596392,Iris-virginica
+83,6.969091352183545,3.3691676506712622,6.14769813956945,2.0979705407578373,Iris-virginica
+84,5.226484154074288,3.4268235281385273,1.6508755702735933,0.2111925031131902,Iris-setosa
+85,5.121972584680038,3.2429317982199337,1.5598609868644027,0.14139492634639575,Iris-setosa
+86,6.2716177268949505,3.066706481659514,4.665976441649993,1.4821679713596223,Iris-versicolor
+87,7.081901647638709,2.7577043516242625,6.946933378126688,2.137412653679765,Iris-virginica
+88,6.840901561717723,3.015073853694579,4.745423545441303,2.0178282042418263,Iris-virginica
+89,6.424144047693819,3.4158425157278653,4.256710563367381,1.4572979703229698,Iris-versicolor
+90,6.146277881357003,3.013224402616056,4.295713793486373,1.5990800299377095,Iris-versicolor
+91,6.2341561335774935,2.379937365560805,3.987485792003597,1.0989381705607524,Iris-versicolor
+92,6.744703982778669,3.062916658894057,4.77971168010723,1.3218081287425203,Iris-versicolor
+93,5.031142773081739,3.140108221252784,1.6662636069276022,0.419469708873601,Iris-setosa
+94,6.790172424644076,3.2842688307274757,4.712046300689726,1.5348673421911594,Iris-versicolor
+95,5.264320898891979,3.2319002322215775,1.370051705544939,0.2399607578076855,Iris-setosa
+96,6.370148674371388,3.936892417711544,1.3107871692020159,0.01374258654380242,Iris-setosa
+97,5.432402651579614,4.017992780756352,1.5363542858644528,0.2597975595920544,Iris-setosa
+98,6.119847696977724,3.21721297599307,4.489190582945049,1.7051963865778184,Iris-versicolor
+99,5.160466834754868,2.9853511684441805,4.826927282325984,1.553058779516362,Iris-virginica
+100,4.80296220886557,3.497807012032695,1.259267686412898,0.12288399142842418,Iris-setosa
+101,4.3545629479929975,3.05981393138479,1.2842290442866604,0.13233383616504418,Iris-setosa
+102,5.4177996984428995,3.1760735278678283,5.174524271072428,1.4906258363177398,Iris-versicolor
+103,5.386886450137225,3.1966032295886064,5.422293093452277,1.8005245616997003,Iris-virginica
+104,5.743527442675904,2.657107648587542,5.185548820747516,1.9077022573225197,Iris-virginica
+105,5.555030313903363,3.8656949322987018,1.3301489074301056,0.27990133977323695,Iris-setosa
+106,5.355626259935994,3.1933048960558055,4.984447896774576,1.8889542871405844,Iris-virginica
+107,4.722762373623114,2.755949610852712,4.726473173039365,1.6359675222445011,Iris-setosa
+108,4.756540106920543,3.3852160830382405,1.5158147523146974,0.20259729833740933,Iris-setosa
+109,5.800963629344985,2.618165387304362,4.258237229750147,1.1909564931669083,Iris-versicolor
+110,6.118616799297169,3.073160781058942,4.628411887123478,1.5115067457623468,Iris-versicolor
+111,5.746022492527696,3.023978074669382,4.3980871940881245,0.976782324886742,Iris-versicolor
+112,5.017269618405016,3.105495060384607,5.192619615198417,1.637393081971991,Iris-setosa
+113,6.588709834267618,3.307697394564786,5.0454836188717564,1.6403094855360187,Iris-versicolor
+114,5.39630995659321,2.953075366878335,4.939296445661183,2.014729438984072,Iris-virginica
+115,4.423111233753778,3.1635704710656904,1.411887754011031,0.13263033425321546,Iris-setosa
+116,5.7757488269773996,2.6293804495589046,4.499934201162602,1.4101826872040042,Iris-versicolor
+117,5.069267222188987,3.7162626027124284,1.3515367877919109,0.2411226075676321,Iris-setosa
+118,7.662267465448181,3.086430640535609,6.28881455317234,1.9357670888393863,Iris-virginica
+119,5.882164419799811,3.3287169086229573,1.293804873386463,1.300706464520116,Iris-setosa
diff --git a/iris/tvae/0/26/test.csv b/iris/tvae/0/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/26/train.csv b/iris/tvae/0/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/26/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
+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/0/26/val.csv b/iris/tvae/0/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/27/synth.csv b/iris/tvae/0/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5ba42310d6fd095155b8eaf1f1090e782dac990b
--- /dev/null
+++ b/iris/tvae/0/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.849895751165393,2.842990075797543,4.8718639826555385,1.4899197828526671,Iris-virginica
+1,6.482563168081105,3.078955956378697,5.093131303016558,1.8899350004368876,Iris-virginica
+2,5.065934184433395,3.056149116844532,1.4211708619638117,0.2829378078784201,Iris-setosa
+3,6.460803855571435,2.8043167097503594,4.623346089382993,1.3968894881824077,Iris-versicolor
+4,5.462803955442703,3.187482805681271,5.240913816740592,2.1393876685284696,Iris-virginica
+5,6.5283283355366235,3.058158415941166,5.1101407435564905,1.715091695309343,Iris-virginica
+6,5.82049056302426,2.367308959526951,4.490685526934123,1.1159179432000765,Iris-versicolor
+7,7.555420648286532,3.222813024416495,6.306572782542872,2.129134717239425,Iris-virginica
+8,7.01281798027844,2.920226877094885,5.588583055451441,2.344285681589681,Iris-virginica
+9,5.577637725909818,3.0301825643462323,5.061541587765627,1.885399784248529,Iris-virginica
+10,6.437823875097364,2.5977179511825668,4.898715434543234,1.5847600528259287,Iris-versicolor
+11,6.540306280154006,2.671749485217352,5.142100413911264,1.6018516287724238,Iris-virginica
+12,4.925823320770077,3.124032846833619,1.488638988238836,0.3882054797064537,Iris-setosa
+13,4.823293985454369,3.1708968379507936,1.5498081641437391,0.26870146401707085,Iris-setosa
+14,7.126401120785345,3.3081511721610317,4.892458140683014,1.8081023931430815,Iris-virginica
+15,4.382049977476972,3.259559679588013,1.3696107679095992,0.002741333113342792,Iris-setosa
+16,4.905993548538953,3.4980828808047058,1.4791908511098097,0.5982451142427968,Iris-setosa
+17,4.902487589724793,3.248126540751874,1.459074375580856,0.2780591840097131,Iris-setosa
+18,6.724207964539093,2.815301608227946,5.876051203843865,2.4702344933114895,Iris-virginica
+19,6.93717753033465,3.082556777293747,5.812133328166794,2.1341470278193824,Iris-virginica
+20,6.162642945188057,3.0003225515621086,4.267627619877353,1.3600623754283523,Iris-versicolor
+21,6.375872090822677,2.489060484569655,4.974759253981167,1.392383454998237,Iris-versicolor
+22,5.0894794215625385,3.1739914688797604,1.7695107554192724,1.078283969453957,Iris-setosa
+23,5.425711458156837,3.1774374633642415,1.299891493572822,0.23571534308387856,Iris-setosa
+24,5.087071804963235,3.7768415576192482,1.7358934244493693,0.3998393770107612,Iris-setosa
+25,7.260592426842749,3.4780340342885037,6.513961899833079,1.983700545444437,Iris-virginica
+26,6.587244486742566,2.7967691484016735,4.835203163956808,1.8800186584547052,Iris-versicolor
+27,5.529861938231187,3.208331163422598,4.997138911204644,1.9845315230332332,Iris-virginica
+28,6.788061918362709,2.80246638065657,5.059621809215101,1.9296065676290624,Iris-virginica
+29,6.830142303263222,3.287743248758294,5.833393282669483,2.3132293596119786,Iris-virginica
+30,6.410807260271448,2.9043369039302376,4.9066576034072265,1.755340970432041,Iris-virginica
+31,5.549262985905898,3.827001546294536,1.4504225042620615,0.3335407162778282,Iris-setosa
+32,7.667578706963601,2.7731232274243416,5.765998146483488,2.1346888203999725,Iris-virginica
+33,5.3915469970642365,2.932996015423948,4.991359649401703,2.0442141537260348,Iris-virginica
+34,5.107604560829563,3.243501635081119,1.3640618683971644,0.44039378236301263,Iris-setosa
+35,5.100566846424215,3.686039212347238,1.0628984376170973,0.10862798092090992,Iris-setosa
+36,6.121024312668774,2.7460637899688374,4.5294296193398935,1.7895941477530126,Iris-virginica
+37,6.750459615262103,2.4308262388301407,4.631593179839749,1.5934808632649962,Iris-versicolor
+38,5.549720877294395,2.9805634267686876,5.130000525157949,1.804816276211308,Iris-virginica
+39,4.877958989159632,3.212903970578391,1.4409174842731698,0.189677851256797,Iris-setosa
+40,6.552515706453772,3.130915878816302,4.556769313717768,1.2014546151495937,Iris-versicolor
+41,5.047468270849527,3.109268280495532,4.613564077256109,0.9602561775375806,Iris-versicolor
+42,5.356674747274563,3.150126605752645,1.5175909101454255,0.24818068427869397,Iris-setosa
+43,4.967181764687233,2.9638663835425136,1.4356030659111678,0.13714571575119427,Iris-setosa
+44,6.280471885804216,2.906841123286566,4.623090657593492,1.5122620547664911,Iris-versicolor
+45,6.304172596588765,3.221476218615602,5.1037452715856615,1.90900042594144,Iris-versicolor
+46,5.466768408149456,3.9792810387029722,1.9658350271479623,0.4627335042508154,Iris-setosa
+47,6.226499576873247,2.494752171468626,4.725346442885951,1.307336312242382,Iris-versicolor
+48,6.224899382468141,2.476842487948989,4.105302062557815,1.1845983022480038,Iris-versicolor
+49,6.933052498408152,2.8573276879526,4.95820337484764,1.752726263104313,Iris-virginica
+50,6.584404442359486,2.2457764825543833,4.857525335659029,1.7014077710265931,Iris-versicolor
+51,5.685455615196317,3.0153695514542207,4.929211887333418,2.111109791270802,Iris-virginica
+52,5.002670302612187,3.3626655105179197,1.4592651297294166,0.26616611357620984,Iris-setosa
+53,4.682250470820884,3.1563499176289076,1.5489533517677694,0.23511755473927873,Iris-setosa
+54,5.439984309857566,3.9292591282613145,1.3160856778608883,0.13427449058211635,Iris-setosa
+55,5.58388033324739,2.3416428176853756,3.8387709367811658,0.9996439363990332,Iris-versicolor
+56,5.908184565251684,2.411001683378147,4.590137322075795,1.571045034060714,Iris-versicolor
+57,5.82040311078935,3.4266091957324223,1.2386152588920094,0.2259963550945706,Iris-setosa
+58,6.134134106291393,2.400787806446967,4.297296494322774,1.651740608051679,Iris-versicolor
+59,6.076942746635441,3.146555845663808,4.401333183473061,1.3994301999742462,Iris-versicolor
+60,5.873467907338582,2.9706529284047276,4.898384861240262,1.3061601086636738,Iris-versicolor
+61,5.071546333283679,2.998597263151592,1.5632095981290448,0.3658510249380054,Iris-setosa
+62,6.455883237017182,2.624813413061475,4.596427359060935,1.639410445539735,Iris-virginica
+63,4.555702371983642,3.082670151381597,1.3298833661302465,0.0678992320602505,Iris-setosa
+64,6.707183193254806,2.7517433127724678,5.552340901998657,2.1829453647643096,Iris-virginica
+65,4.590814064244914,3.2679658503623057,1.4301499700281266,0.1922416722097532,Iris-setosa
+66,5.009959180244527,3.533004409452765,1.7227588815170405,0.3742190681130323,Iris-setosa
+67,4.201286359674171,3.4919188263684804,0.9125055339322553,0.16139636737462426,Iris-setosa
+68,6.4121496337133435,2.9372282311395925,4.883451586064066,1.6575344331919197,Iris-virginica
+69,4.877528110317998,3.8703600076135665,1.4151659557794758,0.2786973401859467,Iris-setosa
+70,5.7025955936595905,2.4859035263472897,4.2434261504836375,1.0314949338058992,Iris-versicolor
+71,5.74849890599102,2.8732445964214453,4.95767680041674,1.441919563625813,Iris-versicolor
+72,4.575312544343427,3.259457319467089,1.4212493219212339,0.199083105669347,Iris-setosa
+73,5.3644075675623695,3.210769935018104,5.094753283044979,2.3566807569017048,Iris-virginica
+74,5.172313197718075,3.115677214468443,5.228662337874613,2.195820236655612,Iris-virginica
+75,5.44813322429757,3.719013676929653,1.3362162152817691,0.17432249578653017,Iris-setosa
+76,6.329415913602116,2.5413970917198814,4.625415265470627,1.5748349710879614,Iris-versicolor
+77,4.794244419401643,3.458655892319907,1.3844477169993876,0.12893159977922522,Iris-setosa
+78,6.5541635344508755,3.141127915955019,5.422864831032207,1.9340645157262155,Iris-virginica
+79,6.427833860606889,2.8853982846781885,4.5160959131448735,1.2909411606637764,Iris-versicolor
+80,5.916337515213876,2.239704944158848,4.5351646209990095,1.3166753906035114,Iris-versicolor
+81,5.321584041384937,2.989705790467596,1.4054330755613438,0.40256104023517875,Iris-setosa
+82,5.281787402544559,3.858920985398733,1.4109239781172196,0.23200319596703356,Iris-setosa
+83,4.535507360316978,3.232462439626845,1.5055995551790957,0.1383442809841653,Iris-setosa
+84,4.878171798472884,3.3719311069242264,1.6412584910614605,0.46807247130568697,Iris-setosa
+85,6.540176056410589,3.3123972304264644,5.463972876347519,2.279382152134517,Iris-virginica
+86,5.600047494824714,3.05784179025501,4.365425485253979,1.2694143189814575,Iris-versicolor
+87,5.6335061792027386,2.7180332430911314,4.811911973992631,1.4687107507441983,Iris-versicolor
+88,6.274347383504407,2.88962288456325,6.039151213590355,2.537387836943041,Iris-virginica
+89,4.706071233264894,3.144935590393276,1.437768565879434,0.23765741686088543,Iris-setosa
+90,6.191262454310888,2.92550518788553,4.337326337800888,1.380015987508283,Iris-versicolor
+91,5.498876278186324,2.7908190971213243,3.9691344412565046,1.1465976705898546,Iris-versicolor
+92,5.4617648089395905,3.7026072303772835,1.3705061797491696,0.39005846339542694,Iris-setosa
+93,6.907092441922849,2.592397859786338,5.166290346531994,1.9185575340230403,Iris-virginica
+94,4.649944255748069,3.246489395078129,1.4814701173136282,0.15449648304193225,Iris-setosa
+95,5.196518906404563,3.0486526806329084,1.6821546534891851,0.35789432239969027,Iris-setosa
+96,6.324190309119798,2.8501918809401956,4.632430507239761,1.479969394199982,Iris-versicolor
+97,5.958492234529278,2.7815107831457926,3.756363276085281,1.0595593102664995,Iris-versicolor
+98,5.744887044586444,2.9903955721844824,4.445269786169787,1.3794033778292483,Iris-versicolor
+99,5.589817407902619,2.658151038843795,4.289114369892641,1.2562923045956231,Iris-versicolor
+100,4.5611263153102595,3.1038118161122052,1.1991759919769085,0.28169747436961534,Iris-setosa
+101,5.2059910283616455,3.3769921269000474,1.4684039008478569,0.27418438553596214,Iris-setosa
+102,5.23847557664281,3.6912735490927906,1.4020968885901766,0.2925521779229224,Iris-setosa
+103,7.8962172300706195,2.508066674689503,6.261116259226204,2.1421207795954307,Iris-virginica
+104,5.273637270524344,2.458118039912517,3.6510269109824414,1.186998525023999,Iris-versicolor
+105,5.492679205508072,3.751649167976206,1.2702521943474494,0.02317845950322392,Iris-setosa
+106,4.594085262820132,3.110144972083756,1.3983152459621289,0.10308350329555085,Iris-setosa
+107,4.467471649698131,3.0989692680239886,1.3747452008514398,0.0622847971256936,Iris-setosa
+108,6.631256515679267,3.0560539078699533,4.9770042960554886,1.8415779411875397,Iris-virginica
+109,6.6404590710304605,2.931773906406948,4.649045536431925,1.871372892078008,Iris-versicolor
+110,5.166955884283851,3.002153673975667,5.027412099049727,1.533260414746449,Iris-setosa
+111,5.794186660614121,2.9639452670973188,5.675155177207021,2.098275166307203,Iris-virginica
+112,6.04925614617625,2.7044145437766716,4.897154848754725,1.9171586478368947,Iris-virginica
+113,6.554200873853973,2.8158815311476886,4.639793157214721,1.6320856808470496,Iris-versicolor
+114,5.845741038127176,3.817341911442868,1.7026514906874486,0.37933337130778405,Iris-setosa
+115,4.743816546828256,3.109958092193186,1.4166019213060337,0.2817922004252435,Iris-setosa
+116,5.6606421068775985,3.628651807774995,1.7586860931865962,0.6798037414020511,Iris-setosa
+117,6.6989561838963105,2.903767722569444,5.120699324020434,1.7502708701447478,Iris-versicolor
+118,4.931584710425214,3.370880446595725,1.4676478824977166,0.37847269010485945,Iris-setosa
+119,6.305274118294528,2.927719439301298,4.746266462998355,1.3235944456883209,Iris-versicolor
diff --git a/iris/tvae/0/27/test.csv b/iris/tvae/0/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/27/train.csv b/iris/tvae/0/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/27/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
+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/0/27/val.csv b/iris/tvae/0/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/28/synth.csv b/iris/tvae/0/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6c32799ad88168c12f70636237c2fd54dee9fc51
--- /dev/null
+++ b/iris/tvae/0/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.87598986077307,3.824945474040377,1.4332694452600334,0.15469596785748652,Iris-setosa
+1,7.428361130518862,3.2451241519164693,5.717909721259613,2.0430476869728036,Iris-virginica
+2,6.558895045527087,2.896397386685061,5.441014372008655,2.159463703299791,Iris-virginica
+3,7.33643584840854,3.8725027446721203,6.461561616593789,1.9662669488847748,Iris-virginica
+4,4.674689294526596,3.100896039693531,1.3704037723684346,1.1944633985035829,Iris-setosa
+5,6.7599552262321945,2.917805738146679,4.9984658983864865,1.4460735621655343,Iris-versicolor
+6,6.928126255726866,3.5069064292143364,5.861068286249536,2.541067137667009,Iris-virginica
+7,5.029354775687535,3.5129489296087963,1.579996778279406,0.37776085721659447,Iris-setosa
+8,4.996552640500321,2.031319520493892,3.2649823557723154,0.7476653804609198,Iris-versicolor
+9,5.780530451533216,2.8312371165442127,4.038164512874767,1.2401000277261018,Iris-versicolor
+10,6.160217338686747,3.1641296949954594,4.964626309141957,1.2838399888546048,Iris-versicolor
+11,5.869249753604739,3.185836323169341,5.474662929806105,2.130483858517243,Iris-virginica
+12,6.324172694673717,2.7166668373639142,4.601112009033717,1.6895197725808226,Iris-virginica
+13,6.054356504467231,2.721816663776762,5.222007506421192,1.923510897139287,Iris-virginica
+14,5.134360290768522,3.8106040779901242,1.585229934036884,0.2755034982365145,Iris-setosa
+15,7.365930066699121,3.228845058896168,5.982925159884274,2.298653251254746,Iris-virginica
+16,5.058394530296909,3.31516154381809,5.390685756207157,2.065329045145038,Iris-virginica
+17,4.819507559100403,3.236423516832908,1.3975739503993354,0.3420928041657651,Iris-setosa
+18,6.976344947443835,3.1335309232450723,5.869513934227761,2.320979577392587,Iris-virginica
+19,5.311690349857216,3.342020425344985,1.3453525574653242,0.16315073914208203,Iris-setosa
+20,5.8377563321233295,4.052546265247937,1.8163917834026067,0.36951721595283776,Iris-setosa
+21,6.469796587656104,2.736503088452355,5.096673309736305,1.997508281030944,Iris-virginica
+22,5.979507351963449,2.595096081125205,4.676600153849228,1.3649005478648963,Iris-versicolor
+23,5.522178670801958,3.090466855419123,4.362595363414891,1.4145968408321619,Iris-versicolor
+24,5.480124642416749,3.2557558399539674,4.650165718162803,1.799109130385699,Iris-virginica
+25,6.322437656606784,2.8960933209104995,4.477920503826275,1.2647216750783565,Iris-versicolor
+26,5.414384278677228,2.5113353289748,4.011025758055067,1.0030726362019524,Iris-versicolor
+27,6.099383754326857,2.6398054018533803,4.3388112882007555,1.1728975780172897,Iris-versicolor
+28,6.197783673868512,3.0004312425470543,4.033841330265012,1.25625808626246,Iris-versicolor
+29,6.285098302197846,2.3900939084505612,5.339576246621735,1.566668314436886,Iris-virginica
+30,6.258206054816494,3.0667982638919944,4.635250773837381,1.5388788579126536,Iris-versicolor
+31,4.931274868767677,3.852366962535946,1.7052734570485526,0.49460594559548665,Iris-setosa
+32,7.0028092566883275,2.8839831537453464,5.103734953739859,2.1450131093373357,Iris-virginica
+33,4.854732383002248,3.204978954820721,1.5817087221892416,0.09729400608630906,Iris-setosa
+34,4.2010335777406915,3.203392341390462,1.3310439022169345,0.2153542173703388,Iris-setosa
+35,5.098484764045109,2.262724071026236,3.3772709034293014,1.0360517086702603,Iris-versicolor
+36,4.976854831788177,3.639506082567488,1.4484614808567873,0.27662267581861927,Iris-setosa
+37,6.471462177285995,3.0241502247271077,4.635627984149435,1.4497027271804286,Iris-versicolor
+38,4.636604048684696,3.3643020482253436,1.1313158044295732,0.22871410449000276,Iris-setosa
+39,4.932370243909177,3.431524351411963,1.497472852320441,0.21317929330847907,Iris-setosa
+40,6.956164822755558,2.766529640723621,6.494974596875444,2.24377927495894,Iris-virginica
+41,6.134577875810664,3.0115625742576473,1.473758098250141,1.452556665339921,Iris-setosa
+42,6.345004037326331,3.1074323629393525,4.622287197225623,1.4955607457632902,Iris-versicolor
+43,6.228636043981964,2.7268912917170143,5.031226200275966,1.7716689347567987,Iris-virginica
+44,5.806287869279612,2.9478549069592854,1.544685062366739,0.08889542025026767,Iris-setosa
+45,5.277163210640505,3.108496982681662,1.4150425555237065,0.007998790009832224,Iris-setosa
+46,5.026239084312789,2.1014347204566333,3.3371024235832714,1.2577687988745876,Iris-versicolor
+47,6.543875872561218,2.5994401075903633,4.985728584032225,1.4733166792283194,Iris-versicolor
+48,4.319849433246529,3.2654497488012444,1.3840005404009281,0.20092643846933203,Iris-setosa
+49,6.350526036905004,2.3144798671364417,3.78206050902018,1.1934745883682587,Iris-versicolor
+50,6.167391195754305,3.458521617820296,4.316979345912464,1.6017392098708163,Iris-versicolor
+51,6.555957121009528,3.070130700231548,4.609378165834901,1.4676921818903348,Iris-versicolor
+52,6.950443956897293,2.8957899825796876,4.57637910114437,1.5553798139073698,Iris-virginica
+53,5.495924018283667,3.339257836201326,1.5369536033268758,0.28303831132390644,Iris-setosa
+54,7.139474402323197,3.1198006917142243,5.041273494245201,2.0101665467987955,Iris-virginica
+55,6.282934672749895,2.853968517616944,4.494176387167898,1.8713607730235249,Iris-versicolor
+56,6.591556542229044,3.108168928746828,4.779835177201837,1.8975566008883227,Iris-versicolor
+57,5.672255449656708,3.0663224207989037,4.7735522597341715,1.605298496251674,Iris-versicolor
+58,5.151458215764296,3.7900293337492794,1.4877200331122469,0.04054403620048544,Iris-setosa
+59,5.41357486227505,3.292166614535058,4.51341943789523,1.2833852643987644,Iris-versicolor
+60,5.147219679840966,3.29650939616194,1.5343735863997188,0.2432910219955049,Iris-setosa
+61,6.260664552728834,3.3663117573699317,4.624354600948858,1.694793122675591,Iris-versicolor
+62,4.540514870685569,3.061128751961003,1.3524954091614838,0.09932084314277922,Iris-setosa
+63,7.311577190222214,3.4333337018043775,6.188170171291159,2.157460180564005,Iris-virginica
+64,5.088139308577928,2.8190187816884764,1.5063569852700314,0.17671689459628492,Iris-setosa
+65,5.782958746999475,2.112989611192959,3.8636430889243467,1.1909820398079194,Iris-versicolor
+66,6.364482728517573,2.577727312075492,4.935824201249178,1.599326733943253,Iris-versicolor
+67,5.313666612157474,3.0531712540055254,4.784229134487177,1.6903452250974016,Iris-virginica
+68,6.286915574459447,3.586791739326298,5.558069499634678,2.2748646898621434,Iris-virginica
+69,6.6225175251968,3.3081978781170074,4.408302787713777,1.4749199199593561,Iris-versicolor
+70,6.855864494639533,2.2700159469571086,4.77638275052516,1.5393342242817298,Iris-virginica
+71,5.961171383067499,2.397312944670116,5.535227047622364,1.8819831806261267,Iris-virginica
+72,4.594371645887704,3.1657399261171277,1.790832475456155,0.652764524890801,Iris-setosa
+73,6.2902645894335825,2.8864748568305787,5.217063866077588,1.6422256215034,Iris-virginica
+74,4.973057747853893,3.275505276604338,1.4983584418969538,0.08129989198486987,Iris-setosa
+75,4.745428201431932,3.0161524169802925,1.2673192559765982,0.20929459508190082,Iris-setosa
+76,7.45423819902396,2.5624321300427875,5.6202320988598915,2.026768619210045,Iris-virginica
+77,6.270511402055947,2.903771857918335,5.266858368108821,2.08217211446509,Iris-virginica
+78,6.137115489698613,3.1980652472809754,4.497825833531687,1.2999946141614527,Iris-versicolor
+79,5.185410928372326,2.562055703388727,3.558140822207137,1.1829302105635255,Iris-versicolor
+80,7.029355325093427,3.191111828746462,5.290171433410679,2.0491541560706525,Iris-virginica
+81,6.299104066695789,3.3364922113778306,5.410373750544131,2.4299532290669537,Iris-virginica
+82,6.722596566110264,2.8927286874015934,5.354997695975147,2.137198634956939,Iris-virginica
+83,5.036735351883376,3.2643505317236636,5.416333885580909,2.2418660145753853,Iris-virginica
+84,6.568534583703517,3.048993387012786,4.741954129977577,1.7885826475981945,Iris-versicolor
+85,4.693442620497052,3.0329883359104106,1.4113893624277563,0.12391124836647463,Iris-setosa
+86,5.658308887651724,2.796568202053442,5.267829262786143,2.036373336875997,Iris-virginica
+87,6.5317178314985975,2.7788544534243815,4.921696463134423,1.5524362927171882,Iris-virginica
+88,4.8744988455413765,3.0960622422168433,1.451926757264292,0.19649146408933887,Iris-setosa
+89,4.425438442989442,3.2477477820408565,1.4849115306648637,-0.11597756263661929,Iris-setosa
+90,6.448291322453635,3.3598589351263652,5.306779111179662,2.4869069146156404,Iris-virginica
+91,7.117187565502423,3.0795334221850346,5.564352760847008,2.1906375455110565,Iris-virginica
+92,5.456702951705177,3.0334291406768434,4.389829595416369,1.2995777721227741,Iris-versicolor
+93,4.542618678993881,2.157465689816685,3.3910614881038286,0.8227251112584624,Iris-versicolor
+94,5.191761640203356,3.467072925797369,1.5415893980469935,0.2510447237557362,Iris-setosa
+95,7.286569569652322,2.908368107298798,4.7372084061360535,1.8759859610450538,Iris-virginica
+96,6.427132427253557,2.86455204404932,4.964948410614506,1.8922837937835495,Iris-versicolor
+97,6.216094428980965,3.361132912101451,5.39917955232876,2.1768452821730717,Iris-virginica
+98,5.056535380348336,3.4537944055484333,1.555798262613714,0.3110048681736789,Iris-setosa
+99,5.97252945076894,2.5482452240129305,4.348656757042939,1.2454427862998787,Iris-versicolor
+100,6.553934400048025,3.51764587597274,5.679807232820966,2.4982390719850387,Iris-virginica
+101,5.302931154184487,2.7242622474994436,3.9747785669590923,1.3384605274742654,Iris-versicolor
+102,5.172422964362522,3.644030505635812,1.269099241921844,0.18283162321617236,Iris-setosa
+103,6.883805007627752,3.2855716024929724,6.015305301779224,2.186205047488883,Iris-virginica
+104,6.014194486420532,4.1734557562661205,1.6675791767621642,0.46021799198420577,Iris-setosa
+105,6.777889373558229,2.7680192893875293,5.040236207283223,2.0766660097993146,Iris-virginica
+106,6.663752043615827,2.530010048076107,4.915116765840174,1.932079158035772,Iris-virginica
+107,4.901363706179935,2.8031069489072076,1.5075573970226082,0.28285436034999245,Iris-setosa
+108,5.935723455055683,2.4501542748377694,4.187294692012677,1.412338380918598,Iris-versicolor
+109,5.485230360041412,3.132537074034461,1.4603789680518453,0.21921240493898378,Iris-setosa
+110,4.784878928528498,3.057443934636837,1.3427304013273742,0.3004899112111784,Iris-setosa
+111,4.933044126367228,3.598563248220031,1.51647181276417,0.2766677403705813,Iris-setosa
+112,4.441517627823243,3.4617481205285903,1.667295556835965,0.1001660052470699,Iris-setosa
+113,6.637328861056631,3.2117673972028964,5.691623908906045,2.357192174485673,Iris-virginica
+114,5.0393347940289015,3.162398232180065,5.406623916027834,2.0307799924338705,Iris-virginica
+115,5.160910978289915,3.306373047554169,4.901643569224108,2.099426537449606,Iris-virginica
+116,4.765122146612032,3.5193783910206564,1.471233371548893,0.32327242710866466,Iris-setosa
+117,5.1075322992148955,2.4818015687816786,4.0699954469722455,1.3186904880695567,Iris-versicolor
+118,6.9247667209192505,2.9017743386834125,5.479137721047438,2.2939487767751507,Iris-virginica
+119,5.344577128087455,3.6443077956454095,1.2827576797361393,0.34346376626522224,Iris-setosa
diff --git a/iris/tvae/0/28/test.csv b/iris/tvae/0/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/28/train.csv b/iris/tvae/0/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/28/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
+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/0/28/val.csv b/iris/tvae/0/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/29/synth.csv b/iris/tvae/0/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..24eb9fb801fbc2ef3d619a8a8c16ed417325b0b3
--- /dev/null
+++ b/iris/tvae/0/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.28386451839889,2.7972950363229403,4.93608899074876,1.698055264655358,Iris-versicolor
+1,6.536636494063998,2.5719636248846016,4.557048262096421,1.2962717510141395,Iris-versicolor
+2,5.3473137803851705,3.197528592000061,1.6554359427034626,0.3197162875779147,Iris-setosa
+3,5.68384713018591,2.580512647707468,5.141708112128704,1.7509907042314719,Iris-virginica
+4,5.0879426163950265,3.215240854294996,1.375290707583622,0.2200677742201644,Iris-setosa
+5,6.15446341229532,3.686917179133234,1.7460184952579403,0.5544494282907972,Iris-setosa
+6,6.825308487530273,2.556150595800599,5.665327191543063,1.8815838771041271,Iris-virginica
+7,5.1133063076278695,3.5911497521311864,1.5219945666306216,0.4881865162060225,Iris-setosa
+8,6.561989266061342,2.5476932433030273,4.6623998576067995,1.3734383386553102,Iris-virginica
+9,6.290486361804563,2.825025497663976,4.892582482807886,1.802794722351892,Iris-versicolor
+10,6.251102539723392,2.7765301180972033,4.385343219267622,1.3744440184612388,Iris-versicolor
+11,5.455719536314331,2.4551949026251845,3.5949457868886032,0.906553740483597,Iris-versicolor
+12,4.288837141358927,2.921461204096204,1.412097097374211,0.17788153338300644,Iris-setosa
+13,4.978089747611433,3.4444500599371928,1.2264501547133766,0.20374166273223232,Iris-setosa
+14,7.512640885264288,3.65222040598139,5.966841161001322,2.4490691356677634,Iris-virginica
+15,5.745774202381289,2.9543263372369792,4.501260951143287,1.398028449232986,Iris-versicolor
+16,4.9160463740444325,3.250447411698633,1.2652332964734034,0.20314338227149725,Iris-setosa
+17,5.087213326669447,3.2874852878070664,1.5786263768532631,0.31345435221798007,Iris-setosa
+18,7.378350109557045,2.9103817078051115,4.529263262332977,1.5899326194910364,Iris-versicolor
+19,4.693805329656092,3.227748375479884,1.2336677255113582,0.17016139858490953,Iris-setosa
+20,5.3876476464599845,1.9477761889908738,3.554369569561424,0.9036895898470114,Iris-versicolor
+21,5.691065891517204,2.645289214475822,4.252187582113159,1.1719558241795338,Iris-versicolor
+22,5.355773724902533,3.0243131054524506,1.6451044266759727,0.12624539770278534,Iris-setosa
+23,7.039043660628284,2.7753359038931507,5.180188236899097,1.6822021112187562,Iris-virginica
+24,6.093475866713222,2.688814587398891,4.460594534160301,1.4759743222470723,Iris-versicolor
+25,4.304357277527706,3.2162058840965604,1.28039695569537,0.23525756500062522,Iris-setosa
+26,7.083525745725872,3.1458929466592522,4.383702377946166,1.4621223413238138,Iris-versicolor
+27,6.184146030938334,3.0261482162563316,4.488774184094742,1.3960654424070875,Iris-versicolor
+28,5.013274773120182,3.122017648326306,1.3510232399573454,1.5376920626039867,Iris-setosa
+29,6.179634092108802,3.0338194051054415,4.855623630649862,1.7720764462432435,Iris-virginica
+30,6.342408698565065,3.7966285753738696,1.7259662838803806,0.43630094104979666,Iris-setosa
+31,6.38680652898915,2.947867606106236,4.339613885303917,1.4249711556329585,Iris-versicolor
+32,6.106341247786858,2.9536958989217235,5.280939002526213,2.0962581122450783,Iris-virginica
+33,5.069385883200419,3.2605303465652895,1.5181046765126809,0.4483520807074211,Iris-setosa
+34,6.637547920829139,2.8032613978140652,4.282127245208116,1.6548272853244075,Iris-versicolor
+35,5.165078042885464,3.8221656914174287,1.3679542096719877,0.2595394780619163,Iris-setosa
+36,7.387835918320739,3.227592390814303,5.776379598935554,2.4159895489488803,Iris-virginica
+37,5.7379916989937465,2.6712659816242685,4.052175253329667,1.1925351730615172,Iris-versicolor
+38,6.190339923929745,2.80107066836363,4.844721359967922,1.5703756841867478,Iris-versicolor
+39,6.125693877693625,2.6878297102028452,3.787864779254015,1.3240561855373147,Iris-versicolor
+40,5.262554875292764,3.229123057954161,1.6238750599028842,0.2996529346875183,Iris-setosa
+41,5.079451352751105,2.9167387598299346,5.208446167647602,2.06881216172508,Iris-virginica
+42,6.969606327712041,3.1932739740926013,5.446202079037087,2.4695264254677776,Iris-virginica
+43,4.755806793235459,3.2737294340842946,1.3996193298547142,0.339254903573544,Iris-setosa
+44,4.923407918863289,4.053193013231746,1.2413732737115657,0.20793671003311087,Iris-setosa
+45,4.487966364467939,3.2451395024606544,1.38984466501243,0.1739372265087848,Iris-setosa
+46,4.622043152577433,3.594093562957702,1.8660724217099198,0.5130233032646401,Iris-setosa
+47,7.518069780169637,2.6798894231969803,5.588386764796988,2.092630434407592,Iris-virginica
+48,4.429897815863545,3.110802555481778,1.5895917855847248,1.459639314309495,Iris-setosa
+49,5.780473065950302,2.4644772683355343,3.781537451272514,1.0308051262117681,Iris-versicolor
+50,4.968481822166183,3.5133945527363224,1.401845901416599,0.1514626466748462,Iris-setosa
+51,4.626684436425856,3.7781819469120386,1.7204610788054353,0.3851029367050602,Iris-setosa
+52,5.376113884671406,3.1010469674801695,4.4110604833174705,1.599650561998589,Iris-versicolor
+53,5.137949862763383,3.3795836925921137,1.2611641338765212,0.20258082285202922,Iris-setosa
+54,6.729867049231654,2.785102290466267,5.164571129598149,1.5528857988851679,Iris-virginica
+55,5.2585536859410045,3.143473505637063,1.4600397986589173,0.3433673183800384,Iris-setosa
+56,6.395419920635968,3.0075412311376017,5.629125403672053,2.20789058478613,Iris-virginica
+57,5.325789255079363,3.3696978975874936,5.8771111939614755,2.3709269241481103,Iris-virginica
+58,5.343057741264434,3.1019873518266317,1.5811714363178306,0.18669238669660673,Iris-setosa
+59,5.768244968444148,3.1308031422468785,4.9859831946425395,1.707595148269775,Iris-versicolor
+60,5.4810838788534415,2.407923549206278,4.246735881780872,1.278296018148684,Iris-versicolor
+61,5.535130330309327,3.0744526933886247,5.22380078223742,1.549622402152685,Iris-virginica
+62,4.641502795360024,3.2505881161756562,1.256674568387249,0.17474347921736666,Iris-setosa
+63,7.477220098191168,3.4702929376871956,6.165148431995915,2.1224660401896487,Iris-virginica
+64,5.805380510497946,2.652572953991261,4.057584282391647,1.3592578954148982,Iris-versicolor
+65,6.016091375569711,3.160271594017554,1.5396179916356123,0.5289927732793958,Iris-setosa
+66,5.817165522700183,2.5782123490836812,4.5819060715880635,1.5649737487550988,Iris-versicolor
+67,3.9056063698166126,3.06784635873441,0.9541175246216044,0.022857279749101234,Iris-setosa
+68,5.434063405598755,2.9695664027958797,5.441698627003696,1.9853716939971076,Iris-virginica
+69,6.599964202895603,2.7355266303738306,5.708166776642059,1.7212134006010609,Iris-virginica
+70,6.224318220065534,3.087884656675314,4.911370913970983,1.993775411771711,Iris-virginica
+71,5.59779484208525,3.1381987955917365,1.512875106231636,1.233497162690041,Iris-setosa
+72,5.103164488322272,3.2940486689161577,5.108234410386405,2.0009816598359356,Iris-virginica
+73,6.490884963613639,2.431583161959352,4.777943020578463,1.1048257638709003,Iris-versicolor
+74,4.900673198356163,3.1944809197249495,1.5364016835735073,0.23845790516676557,Iris-setosa
+75,5.627672374878083,2.5400028918650905,3.5807761737917287,0.9082509677207449,Iris-versicolor
+76,5.072775481061269,3.81198477490316,1.6492817689224812,0.2373657311121403,Iris-setosa
+77,5.335146002679477,3.1702251379217143,1.4588419281286158,0.24161751511428367,Iris-setosa
+78,6.770487444870153,4.005653638847773,1.5322669146178232,0.3026078361776695,Iris-setosa
+79,6.249170096910244,3.0559329646718703,4.481052820903482,1.2426903146755979,Iris-versicolor
+80,4.346151060974671,4.1813307354714455,1.9317173564343446,0.3196405997965633,Iris-setosa
+81,4.533169669244738,3.1636977200299694,1.31989341912971,0.07538779739201612,Iris-setosa
+82,5.755197352549815,2.72824471679169,3.8993993384355248,1.5482745307355212,Iris-versicolor
+83,5.787490764423419,3.67994944238251,1.738113305150106,0.4860544349060746,Iris-setosa
+84,5.0064699730812166,3.2976729740299207,1.3927447249120046,0.25500882846716977,Iris-setosa
+85,6.317172873366564,3.0195317082205975,5.946758967553189,2.4347747354931775,Iris-virginica
+86,6.137011859058561,3.0377027543288193,4.905296513012204,1.2257256321204184,Iris-versicolor
+87,4.371892997613785,2.9023112077769335,1.3259723082421782,0.14465486740962533,Iris-setosa
+88,6.929260039040381,3.181081476775537,5.714282775807813,2.43045798408737,Iris-virginica
+89,5.17609301628873,3.290603655296485,1.4360831751742777,0.2478510784447566,Iris-setosa
+90,6.632917717610645,1.8762481454217559,4.7851193626318365,1.5863266255768176,Iris-virginica
+91,6.311405216569681,3.3090868262637683,4.744204503831238,1.6647153818427527,Iris-versicolor
+92,6.639347206623249,3.0547799230595847,4.993864390646541,1.6448663070202392,Iris-versicolor
+93,4.928132072529309,2.9345926568885847,1.7530420356728564,0.26825525608874023,Iris-setosa
+94,7.267744072460593,3.2877160619783266,6.067240660434102,2.2051809393343067,Iris-virginica
+95,4.347976517926284,3.5195112420636985,1.2898844404796819,0.18059999117864206,Iris-setosa
+96,6.5879080100426215,3.2052946757707335,5.069345019073824,2.2903712361787645,Iris-virginica
+97,5.509917613483126,2.335522977029475,3.631748694211039,0.9658446251468303,Iris-versicolor
+98,7.215785967231096,2.8128224664294876,5.372450176718948,1.7343500681538142,Iris-virginica
+99,4.818938057414015,3.218088258574904,1.3414036151470567,0.21339598803274684,Iris-setosa
+100,5.865897682635429,2.861850533288259,5.113996501460331,2.0994799810274993,Iris-virginica
+101,4.440736311931378,3.1142052957593993,1.5208352829172034,0.1570517917686707,Iris-setosa
+102,5.977661194584249,3.014030280980102,4.844319195297537,1.7085884698867724,Iris-versicolor
+103,5.327417370474537,3.194963966173601,4.6577898091605485,1.1417839741210174,Iris-versicolor
+104,6.166848671078948,2.5193173143007987,4.577661221065095,1.82810747089352,Iris-versicolor
+105,6.280600934512475,3.248594597270029,4.291083200490146,1.391999010423733,Iris-versicolor
+106,7.172239766803084,3.018006596491006,4.738960079168414,1.717622632633996,Iris-versicolor
+107,4.7363603043044,2.8632992470499485,1.4946611277791069,0.14024200294091826,Iris-setosa
+108,6.415317928817494,2.553043307967768,5.324841769723653,1.7072072077879241,Iris-virginica
+109,5.640035574028273,3.0969015373239936,5.357228557098497,2.4513466532991286,Iris-virginica
+110,4.850248767231848,3.5069813592609393,1.6189357640056699,0.40334801721313207,Iris-setosa
+111,7.842212319021082,3.253694194162764,6.747189884773752,2.1200609634660266,Iris-virginica
+112,5.016855821069221,3.5880331257755373,1.1999102350775588,0.37632090215428426,Iris-setosa
+113,6.333327927328367,2.9930155881390643,5.034645110696365,1.9252321250412419,Iris-virginica
+114,7.370037812042786,3.4906065840264007,5.910555739953168,2.6206545379026713,Iris-virginica
+115,5.110547200233316,3.386508244201084,1.4238178428014292,0.26976839597132607,Iris-setosa
+116,4.853411902623462,2.9048670559439267,1.1870552584822591,0.17677645446677387,Iris-setosa
+117,6.585306196739434,2.5952778734918813,4.510785799162936,1.6411304327195635,Iris-versicolor
+118,6.358586451077451,2.9906801987350775,5.254785680591127,1.5602821860673919,Iris-versicolor
+119,6.481468416440356,2.8139968326786517,4.613134589157803,1.32090436716116,Iris-versicolor
diff --git a/iris/tvae/0/29/test.csv b/iris/tvae/0/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/29/train.csv b/iris/tvae/0/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/29/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
+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/0/29/val.csv b/iris/tvae/0/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/3/synth.csv b/iris/tvae/0/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..02b498540ebb32b7d7298e230ee6c8a99c649f68
--- /dev/null
+++ b/iris/tvae/0/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.402705903864874,3.1052131233092948,5.558060413628904,2.2688025391680786,Iris-virginica
+1,4.98688681124828,2.267778940977597,3.6659048649949586,1.1222800892747267,Iris-versicolor
+2,6.7685796731423435,2.9343339090002005,5.473112035145298,2.0074333900943504,Iris-virginica
+3,6.522368462985062,3.0510048622235417,6.120194261755723,2.265448246247535,Iris-virginica
+4,6.603994317971278,3.018323568312071,5.357708782516452,2.0195232553510603,Iris-virginica
+5,5.953030211776805,2.5513363461169734,4.8075390937727,1.3107919810548727,Iris-versicolor
+6,6.503253058944376,2.9404511197659646,5.000652318609265,1.895545269504412,Iris-virginica
+7,4.91091328108022,3.4305727123877627,1.8035078328622025,0.2977457369110768,Iris-setosa
+8,6.461991541571124,2.9224074268446185,5.064036388465111,1.8335817685990004,Iris-versicolor
+9,6.47367599659099,2.521893879906549,5.235705061163825,1.8202101936330823,Iris-virginica
+10,5.249929821486081,2.916225925388035,4.555506930809078,1.5834352953941113,Iris-versicolor
+11,6.796588081374395,3.340510251557437,4.051183115274541,1.4550111793140057,Iris-versicolor
+12,7.0396472199254285,3.059871932934153,5.379102853967163,2.3619180199206715,Iris-virginica
+13,5.484994121494839,3.30892181000669,1.6170792623408903,0.27912088771687565,Iris-setosa
+14,6.321134379864779,3.0785465567720762,4.176509863620561,1.4434372724907465,Iris-versicolor
+15,5.014204581170099,3.3089787203257486,1.6876988797481849,0.46889022269260916,Iris-setosa
+16,4.819453705454599,3.0041053604953314,1.422296953444472,0.2524640494069512,Iris-setosa
+17,6.088899823378213,3.021323040450575,4.068778873571828,1.569086725616944,Iris-versicolor
+18,6.189463358783743,2.5704158363562675,4.559595449997756,1.059275221760207,Iris-versicolor
+19,5.740458335030782,3.280678490643346,5.688744688245614,2.054337301477886,Iris-virginica
+20,5.242425624283402,2.9462517655070766,5.080178212548443,1.8926400626455109,Iris-virginica
+21,6.2124969937193555,2.9768501622286205,4.926426503874663,1.5222515960349017,Iris-versicolor
+22,5.664219261113854,3.8492760064802085,1.4293224225626708,0.12370352141461033,Iris-setosa
+23,5.132269802077193,3.501654652712099,1.6877588962160353,0.3431714046604364,Iris-setosa
+24,6.74362029703079,3.134821224341193,6.049547033708656,2.1266781163595225,Iris-virginica
+25,4.500491771377133,3.317260150900213,1.5959940425389874,0.1132883756246488,Iris-setosa
+26,6.846455144151866,3.302226390990227,5.342720170205835,2.32658566399418,Iris-virginica
+27,5.155422674289401,3.1712450438823323,5.290863525906243,0.41820794932085537,Iris-virginica
+28,6.478030481828527,3.052385037271737,5.096548386691858,1.8571400275121672,Iris-virginica
+29,6.472717502639574,2.993710824472986,4.681222753235354,1.7635775980020623,Iris-virginica
+30,6.238470925176601,2.5701592445256076,4.617223369326955,1.370883840874663,Iris-versicolor
+31,7.4010632513973285,3.1959041776559443,5.229018098457338,2.2826461299453094,Iris-virginica
+32,5.989499145765265,3.005423925327198,5.027942852050261,1.2820622860131705,Iris-versicolor
+33,6.2357047750793,3.0559706069146753,4.915761688713768,1.6182665988317322,Iris-versicolor
+34,6.482321404008634,2.9355175390979396,5.56758227378109,2.1775804435836514,Iris-virginica
+35,4.758190250941112,3.0897746109431345,4.980673650802629,1.9754535038454606,Iris-virginica
+36,4.46290510162491,3.012899474731991,1.5856758784103937,0.3064000474669439,Iris-setosa
+37,5.113570467037326,3.041010168269374,4.595194594373015,1.9711559900629796,Iris-virginica
+38,5.180002167921562,3.0479674785293884,1.375886875900041,0.10484109877667588,Iris-setosa
+39,6.077076149582127,2.8720348540603746,4.636365541511136,1.3544701599452194,Iris-versicolor
+40,5.590007967481126,2.721591375526684,4.249056898692902,1.2402472794571096,Iris-versicolor
+41,6.283654405512808,2.6516169258085336,3.950964459218319,1.2830847393114824,Iris-versicolor
+42,6.275035440386618,2.534863133308333,5.355785565785375,1.9890399173144446,Iris-virginica
+43,5.92927576232041,2.781661646124523,4.726095100158008,1.6093654452892014,Iris-virginica
+44,5.631175510444821,2.7178593375796725,4.529852134710825,1.2477712907921585,Iris-versicolor
+45,6.301995172771241,2.9626339813930804,5.430650230222852,1.888479893206014,Iris-virginica
+46,5.010022495951607,3.0022361424350303,1.5696672807915322,0.4584292678492121,Iris-setosa
+47,5.187046480285656,3.426787757972142,5.231318298692824,2.1572769461788432,Iris-virginica
+48,5.788722166542561,2.7265235294129395,5.153549829412612,1.80668966727198,Iris-virginica
+49,4.411022049740964,3.0442214037580078,1.4387974547990205,0.1229472188797198,Iris-setosa
+50,6.646408041659642,3.4027161620402997,5.757085601624768,2.1996408275994392,Iris-virginica
+51,5.8286048188173165,3.787618116932953,1.2073935080953564,0.10188205837515993,Iris-setosa
+52,6.161661974348536,2.484293102642735,3.6674878434509273,1.2895718676012708,Iris-versicolor
+53,6.751432928660532,2.5365358727364162,4.98796043896236,1.9535819529053273,Iris-virginica
+54,6.2479981233448685,3.8681679118731633,1.7528387559074878,0.48500507717405383,Iris-setosa
+55,4.7114669446943775,3.5351835316055924,1.170387886046695,0.26927166423654586,Iris-setosa
+56,6.0147723266666855,2.36359736946738,3.986844819481223,1.0813767474041818,Iris-versicolor
+57,5.94285427067519,3.595003089050004,5.613825730329477,2.3180794080540434,Iris-virginica
+58,6.5526417248673825,3.2384395981983456,5.8274641006120245,2.232762109100717,Iris-virginica
+59,4.667480924594807,3.4799237512652605,1.805655562458214,0.5029975601428338,Iris-setosa
+60,5.91572562743385,2.806935216123581,3.6199327731472204,1.383817357268112,Iris-versicolor
+61,5.63568473860562,3.2127534483259113,4.852622861615618,1.9503926160875156,Iris-virginica
+62,6.739902901260098,2.831886727245155,5.059754297660186,1.802534019654368,Iris-virginica
+63,7.26653200746904,3.1652768829941262,5.643261428732565,2.266687870738243,Iris-virginica
+64,4.841851745988026,3.3352809851173184,1.5565459465951768,0.3798935451500546,Iris-setosa
+65,6.088582313074968,3.0449798284014253,4.370200005311423,1.3715613963493434,Iris-versicolor
+66,5.131318395419802,3.0386946566845157,1.5553163345560461,0.25529460176373403,Iris-setosa
+67,5.872702905752546,2.9388745632357414,4.668556514199042,1.6455293281013128,Iris-versicolor
+68,5.455148815450147,2.111896605818058,3.1816097524465095,1.171100150120735,Iris-versicolor
+69,7.336540426683153,2.9500966069840486,5.665754589236487,2.1185388820695623,Iris-virginica
+70,6.188668881018607,2.7965182137089566,4.946476354333121,1.8481862138878378,Iris-virginica
+71,5.404090004116791,2.8738125847948996,1.4444561504642408,0.23600329111747992,Iris-setosa
+72,7.3532472936574145,3.6278800613371196,6.117679049935062,2.1715439783026222,Iris-virginica
+73,5.59003308548517,3.0455418014178925,1.39402597967947,0.12351185791709052,Iris-setosa
+74,6.494874020898365,2.6241633404726845,4.720365276043665,1.4711751116249983,Iris-versicolor
+75,7.412909979144949,3.4365386855250564,5.558388246672933,2.2766209739477645,Iris-virginica
+76,5.085415927880902,3.5062931023668114,1.5274948198636924,0.11781438400708763,Iris-setosa
+77,5.224053654782693,3.540444615587131,1.310612527972523,0.2607703707647527,Iris-setosa
+78,3.7545454469949093,3.240357580316346,1.1033977871300689,0.23214293660527296,Iris-setosa
+79,6.233584031837747,2.373374433624848,3.736912517285773,1.4575991736678464,Iris-versicolor
+80,4.322171190854614,3.250464275237829,1.6295304929372203,0.29588157463404535,Iris-setosa
+81,4.636659214736219,3.036530658268554,1.320724577699203,0.13722953669360333,Iris-setosa
+82,6.88037968235381,2.9004865451794233,5.0133610724124935,2.0179915496120615,Iris-virginica
+83,6.220936217357005,3.204613957486218,4.787986899689321,1.5404521000935252,Iris-versicolor
+84,6.43506051654532,2.5125847855893237,4.724855253639502,1.3659421416504236,Iris-virginica
+85,6.812846577417285,2.736343126534013,4.402099891537879,1.662332280386109,Iris-versicolor
+86,5.500426788770788,3.2481035526614943,5.058504919373985,2.0237044039222374,Iris-virginica
+87,6.780474204218246,3.015782489332976,6.235625256983831,2.278067628128842,Iris-virginica
+88,5.872880734464401,3.0532702604761943,5.1773884126218785,2.0748347070144617,Iris-virginica
+89,5.527792405190954,2.2857299666964885,4.44469370520686,1.4017002806697159,Iris-versicolor
+90,4.9152953265622354,3.0835430466670917,1.615101729315871,0.2753088028938476,Iris-setosa
+91,6.592175908048398,3.3004423180066267,5.294105785920877,2.1822927272699215,Iris-virginica
+92,5.420088726815081,3.6948639132204892,1.8198113943066336,0.5443235487386537,Iris-setosa
+93,5.317669103435426,3.427049510307759,1.8383722460461984,0.4083365255248795,Iris-setosa
+94,4.861922654515097,3.2908072146862595,1.5194406196098784,0.3049473530146237,Iris-setosa
+95,6.199272087891878,3.319318805574515,4.913752090332321,2.450314593332096,Iris-virginica
+96,5.535934607916246,3.88425354741681,1.2875092564045456,0.1275670308672138,Iris-setosa
+97,4.420794106279779,3.2076937979497693,1.3675789023010192,0.14062822807412828,Iris-setosa
+98,4.78078300534144,3.4990728357357117,1.4314481030275066,0.14791667169291095,Iris-setosa
+99,7.427779547906949,3.023457128812318,5.238007006799089,1.994266794656249,Iris-virginica
+100,6.359513885530555,2.855900839843028,4.324928272493608,1.2832234744323703,Iris-versicolor
+101,6.194887445961171,3.083752356963997,4.825565810484094,2.494131875979694,Iris-virginica
+102,6.2593388682540425,3.060104847700308,4.903825275741409,1.5187791658138254,Iris-versicolor
+103,5.034049053067307,3.4227719221689146,1.6874299696377917,0.22483078031969322,Iris-setosa
+104,6.033890822241614,2.9060494455556833,4.600100832953474,0.8911532675287929,Iris-versicolor
+105,6.217641307140807,2.631947424939739,4.582291764665506,1.4410857259467316,Iris-versicolor
+106,6.225474431015226,2.547448936405676,4.8751193633736065,1.795243653671205,Iris-versicolor
+107,5.716641328905098,2.6070021795108542,3.737121511853391,1.430775938080231,Iris-versicolor
+108,6.710282009927117,3.084668715624705,4.915665133359241,1.6896215541456163,Iris-virginica
+109,5.379685244195462,3.1645538071128394,5.197349359373036,2.0109927118123845,Iris-virginica
+110,4.880414441302026,3.5588690226679276,1.3214227634916706,0.16773644549835875,Iris-setosa
+111,4.928446080699333,3.5540702726998648,1.7713025470692585,0.43440683557174636,Iris-setosa
+112,7.473484511701393,2.7063024494189,6.606449107251061,2.147467305176731,Iris-virginica
+113,5.479497237684881,3.8393619718145793,1.5205722425045554,0.23183734867892247,Iris-setosa
+114,6.321088964741575,3.8016960349477658,5.72519259562936,2.370560567624913,Iris-virginica
+115,4.767720469571893,3.361256173447219,1.3873801534952894,0.21607895200379046,Iris-setosa
+116,5.10304294206655,3.483051237177693,1.4498022961458106,0.4828817638542117,Iris-setosa
+117,6.655874732562048,2.637989274667696,4.828038594465404,1.7369409748179352,Iris-virginica
+118,6.422014220314726,2.9947585660870715,4.88024412391281,1.6992022416462014,Iris-virginica
+119,5.034056771882235,3.1613704341156037,1.4653926360132734,0.1990456440732857,Iris-setosa
diff --git a/iris/tvae/0/3/test.csv b/iris/tvae/0/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/3/train.csv b/iris/tvae/0/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/3/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
+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/0/3/val.csv b/iris/tvae/0/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/4/synth.csv b/iris/tvae/0/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..df2258aee1d84cc9d3e1ede459ee12a38f391e66
--- /dev/null
+++ b/iris/tvae/0/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.467879175834362,3.081274915833265,1.5081837369830433,0.03206766329150895,Iris-setosa
+1,7.732761974426926,3.478210184203325,6.371183388226701,2.4739000423593964,Iris-virginica
+2,4.844105874317871,3.442051366949167,1.681031356711838,0.49013341100649976,Iris-setosa
+3,6.766884827009556,2.930271493418238,4.7753872445185355,1.4448438448978282,Iris-versicolor
+4,4.838758803390558,3.6368516890049825,1.4369632828307606,0.14328197243832058,Iris-setosa
+5,4.473784086708334,3.1944548174677116,1.2676673586836393,0.31115168200731735,Iris-setosa
+6,6.404188340774347,2.5445710505322423,5.521073845366542,1.8568304297694467,Iris-virginica
+7,6.451976206492691,3.2259251010075154,4.454091267990912,1.3236819329421998,Iris-versicolor
+8,6.5737413268049645,2.3223720156335874,5.1198415680715454,1.6880300341012189,Iris-virginica
+9,7.139980133932755,2.394092471568354,6.2835550444490575,2.306456147755865,Iris-virginica
+10,5.342873424226698,2.9301711857511785,4.200908879496318,1.29313579686818,Iris-versicolor
+11,6.258586312772314,3.1140007665095943,5.0761611641411495,1.6668785171310236,Iris-versicolor
+12,6.168674318779462,2.5189260097259467,4.26790081952909,1.5220303542750555,Iris-versicolor
+13,5.271799720198711,3.12350108791893,1.5799277315547904,0.4517248970663261,Iris-setosa
+14,5.18990270167045,3.3181539828435533,4.865862228588643,1.9516357634384283,Iris-virginica
+15,6.534622223032441,2.6509817175308426,5.221009480046388,1.763302397878941,Iris-virginica
+16,6.506349476630048,2.743620688376981,5.298261620757543,2.0880271640025434,Iris-virginica
+17,7.812142584049705,3.3777974522433167,6.063704176015591,2.4145327113887127,Iris-virginica
+18,6.541640107794838,2.938461142276932,4.765111122004953,1.520469768620456,Iris-versicolor
+19,7.595989743059644,3.466392039077339,6.2452358423760455,2.1639226491287236,Iris-virginica
+20,6.1820331493773395,3.1206296032442364,5.246641522841553,2.017793660141796,Iris-virginica
+21,6.526733306097285,2.171330746928745,5.363903169687295,1.8588086586346102,Iris-virginica
+22,6.447760112049388,2.406469547088345,5.434220177394271,1.740293463459338,Iris-virginica
+23,5.794312582171633,2.716806985956207,4.682486958959767,1.2046656233738293,Iris-versicolor
+24,7.069643364713588,3.4375556921174595,5.578932780682525,2.1930869246557037,Iris-virginica
+25,5.878030786706792,2.5508613405732796,4.352671393248299,1.263271035381147,Iris-versicolor
+26,7.154410057439924,2.8499714089009274,5.224899111128664,2.040535549590007,Iris-virginica
+27,6.04643140454959,3.530428612124232,5.5702228807187835,2.038336180642772,Iris-virginica
+28,6.6682004514031625,3.528420136966921,1.7056481854512033,0.4931030223901326,Iris-setosa
+29,6.325402561843838,2.947614101014735,5.543709962803136,1.9223541580058967,Iris-virginica
+30,6.082285311416541,3.0105166257505025,4.398534729865731,1.3448704071968711,Iris-versicolor
+31,5.816357508439311,3.1491819381255444,1.293334680385905,0.013586330846780736,Iris-setosa
+32,5.743835573701607,3.063995000945579,1.373734197703196,1.4072501160564364,Iris-setosa
+33,5.74386497712302,2.940458615397997,5.139641551809994,1.8149435980137478,Iris-virginica
+34,4.7960124706997,3.476189328680378,1.533526358992802,0.35284552288577276,Iris-setosa
+35,7.120783323782922,3.7918260543834497,6.010189453376995,2.0192461552492986,Iris-virginica
+36,5.267658856776124,3.1748780736338498,1.615478882922386,0.222362509039168,Iris-setosa
+37,5.293808023444874,3.0839880355068607,1.4074603395038001,0.3576917390281982,Iris-setosa
+38,5.9611728550894885,2.8536905521743523,4.341882001355122,1.3850267075167364,Iris-versicolor
+39,5.0791773816995835,3.6173965047394487,1.4328362690958925,0.17223561470201754,Iris-setosa
+40,4.837251017573778,3.756843034427183,1.6307210881070426,0.37062211825094465,Iris-setosa
+41,5.42303307582928,3.102775580641154,4.689378770093967,1.9377340577711948,Iris-virginica
+42,5.297410055690231,2.496960925630728,3.784572651590592,1.4010514108502785,Iris-versicolor
+43,6.44489590003567,2.6751267421660025,5.2146021876637905,1.6520731044398569,Iris-versicolor
+44,5.482141116152017,2.983313077753378,4.866153639242986,1.8676018764847058,Iris-virginica
+45,6.125330482619817,2.6348256388048195,4.159651501347994,1.198686254998482,Iris-versicolor
+46,6.259204931274528,2.8421533054620873,5.300385216074556,1.5763272335851626,Iris-versicolor
+47,6.662096128443213,2.9613897083602496,4.668206970542826,1.6661332374852265,Iris-versicolor
+48,6.567497403815108,2.613812196680305,4.93465746108924,2.062780628903514,Iris-virginica
+49,6.797562138152498,2.7742030719593185,5.4920385911827125,1.4140396543550153,Iris-versicolor
+50,6.6148421775020445,2.737454824878466,5.206685150171011,1.582256206496563,Iris-virginica
+51,5.112704381041973,2.6974467438324954,4.03169589053722,1.0299038541118795,Iris-versicolor
+52,6.382924131238547,3.1556965531835006,5.370298321668299,1.7193791511023557,Iris-versicolor
+53,6.4753254466244385,3.1560302651229657,4.739956624441833,1.78707782217374,Iris-versicolor
+54,4.91750125003523,3.5566984350795074,1.789415595062973,0.4383711220003079,Iris-setosa
+55,6.652018703461947,2.697827416545568,5.2257622560568855,1.9375596001307387,Iris-virginica
+56,5.345794106945875,2.9470658769377547,4.2263059727347745,1.2473203698662547,Iris-versicolor
+57,6.901396309236761,2.8895768940835627,5.35711429997956,2.1168114919502328,Iris-virginica
+58,6.781776264686993,2.777814340874736,5.426591134332619,1.945033292073543,Iris-virginica
+59,6.61939649760415,2.73607344065243,5.158237562927246,1.7364333730924952,Iris-virginica
+60,5.621258943900351,3.092817258503263,5.1578956086189,1.685347921388995,Iris-setosa
+61,6.62668780839527,2.9956637684939906,4.6927351634107906,1.8073487594437105,Iris-versicolor
+62,5.400467273243223,2.9753035546770623,5.02630006931084,2.061306937147828,Iris-virginica
+63,6.108010392735357,3.002869173820613,5.145073467085337,1.4456392718066555,Iris-versicolor
+64,7.214075963418612,2.885604295066732,6.072626581008093,2.1503640204372543,Iris-virginica
+65,5.527862132012894,3.0948212631774834,1.47014927079041,1.5081030768382995,Iris-setosa
+66,6.356908180118839,3.86721613147515,2.0758746965147523,0.5046110875975603,Iris-setosa
+67,4.9284817580761695,3.3440488482178234,1.7502760366405234,0.2566075180885266,Iris-setosa
+68,6.736640438560771,3.0518880341764727,5.431083989652764,1.8559090526248712,Iris-virginica
+69,6.738177522995598,2.562478078627576,4.281440108202114,1.323890117491633,Iris-versicolor
+70,5.15942762037415,3.2558918999039936,1.594696662453051,0.5139619594386275,Iris-setosa
+71,6.526184645034153,2.4746833956152585,5.438859028896973,1.6206608277042085,Iris-virginica
+72,6.990292893306688,3.036735079459604,5.102064935370643,1.6264349494088282,Iris-versicolor
+73,5.014885726617387,3.4871789707025314,1.4706419597921274,0.34447010662706323,Iris-setosa
+74,6.543389341772758,2.9070836337578125,4.5234605678623945,1.5301530698504158,Iris-versicolor
+75,6.545026158737557,2.633650630050147,5.123638406466099,1.759257005910269,Iris-virginica
+76,7.24242379423894,3.242907343145671,6.408759274063684,2.1986842525668973,Iris-virginica
+77,6.630167911511634,2.963952713023639,4.732796503170911,1.7088868226971519,Iris-virginica
+78,7.042869876836717,2.9952339185898382,6.193723020100798,2.237752159981404,Iris-virginica
+79,6.540966747024179,2.8319373029123573,5.047719204877433,1.9102791692493388,Iris-virginica
+80,6.699590844992087,2.8884839389453374,6.146778597436709,2.239253041538372,Iris-virginica
+81,7.501647280170034,3.424500167858467,6.838517039218706,2.338298233165481,Iris-virginica
+82,4.772985770275435,3.2345937036294714,5.148327615440011,0.26908221459231213,Iris-virginica
+83,5.50115793793134,2.290427932920469,4.110664216195106,1.15227090591855,Iris-versicolor
+84,5.950224241222281,3.084975123740098,4.648462350539841,1.5884429304523493,Iris-versicolor
+85,5.427325673238042,3.3577095614686523,1.4780153178376634,0.27478623924651985,Iris-setosa
+86,5.711942495105356,3.568330151101768,1.7681075453458241,0.4719258877448982,Iris-setosa
+87,5.9535832332605745,3.011976119197543,5.211148887034678,2.150044222140443,Iris-virginica
+88,5.212782532379655,3.3341034539719345,1.4677274712770272,0.1999426369750579,Iris-setosa
+89,4.899769325896886,3.364592101788231,1.3893235211420827,0.2456046090986632,Iris-setosa
+90,8.280749093383008,3.372361733840877,7.206378902012359,2.1879813731762185,Iris-virginica
+91,6.192207537753259,3.0659526522634835,4.9126508396233355,1.523152954869566,Iris-versicolor
+92,6.6370816141238755,2.8387339209270777,4.587419272904114,1.7963740172645315,Iris-virginica
+93,6.127806576689347,2.8714886168811717,4.7904071779409065,1.4125504162537426,Iris-versicolor
+94,6.348282843271663,2.649465961114796,3.9011563021024283,1.218169025592511,Iris-versicolor
+95,6.558556535369162,3.5712204885444327,5.765043082930127,2.6359743819673267,Iris-virginica
+96,5.463579752902102,2.4813283580825347,3.8126305633717754,1.189743602547116,Iris-versicolor
+97,6.2114439748840375,2.7007435131592374,4.600557922724821,1.7286880441931056,Iris-versicolor
+98,5.900099034700778,2.6124912934321984,5.130916630700815,1.49758431882959,Iris-virginica
+99,6.506100883562466,3.0156403548519966,5.261622334582236,1.8225973050333646,Iris-virginica
+100,5.324258444948183,3.2583416813702306,1.4320521950221488,0.3303385121139042,Iris-setosa
+101,5.401825145183162,3.764766169423929,1.4402788519592589,0.3376126234513156,Iris-setosa
+102,6.207418463105942,2.4402001420067014,4.319998601665361,1.5357734353673422,Iris-versicolor
+103,6.059993542234325,2.9597764482708007,4.630223532480964,1.5817329553376918,Iris-versicolor
+104,6.204365349119777,1.9573347572621038,3.774357734818321,1.1688374473010807,Iris-versicolor
+105,7.306382595107743,3.6543662910812693,6.311907334211068,2.400820256279793,Iris-virginica
+106,6.601876170957455,2.9656484828447174,5.532006035038913,1.8196557102532156,Iris-virginica
+107,5.071734376505268,3.536741077515981,1.6736356607341512,0.4047268298356614,Iris-setosa
+108,5.064828885578323,3.333593646980434,1.5327114960208577,0.4069587869687008,Iris-setosa
+109,6.366745454946093,2.8950123813769624,4.9228917277870385,1.4944583966673277,Iris-virginica
+110,5.545500381074711,2.6323205680450004,3.9425860599640243,1.2716152090347366,Iris-versicolor
+111,5.547811735389278,3.2907547367536005,1.447364182102856,0.06622284327662004,Iris-setosa
+112,7.029896802746425,3.0251542052233877,6.329400671095009,2.3312614108746947,Iris-virginica
+113,6.548210454272156,3.258980766145108,5.273341871062026,2.031195478065248,Iris-virginica
+114,4.344068802610253,3.015876188488519,1.5573421928032098,0.226348558958983,Iris-setosa
+115,6.801710309414709,2.8496759258733517,4.721338337939133,1.5516684864149721,Iris-versicolor
+116,8.021499457687465,3.0233084282616813,6.290216817420816,2.116721193733383,Iris-virginica
+117,5.980586516062661,2.7282380400353405,4.654035468149491,1.6429484540465533,Iris-versicolor
+118,7.98686133311872,3.082398305956011,6.7040914302309815,2.4725454838217384,Iris-virginica
+119,5.055055337455012,3.857618632466706,1.2961761181448352,0.1338418571902803,Iris-setosa
diff --git a/iris/tvae/0/4/test.csv b/iris/tvae/0/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/4/train.csv b/iris/tvae/0/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/4/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
+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/0/4/val.csv b/iris/tvae/0/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/5/synth.csv b/iris/tvae/0/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..21fc2a6006130d5b2faeefe78c40cfd78a5d56e4
--- /dev/null
+++ b/iris/tvae/0/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.6553615948916365,3.1319685529870855,4.670746551554432,1.7343587177990916,Iris-versicolor
+1,7.842671069573815,2.8918013043034665,6.908725118713884,2.0980821330997945,Iris-virginica
+2,7.486226784173745,2.9391613958011518,5.483091150742631,2.0587309716911997,Iris-virginica
+3,6.445603555904986,2.6986573008491006,4.94979997632218,1.9701122908977848,Iris-virginica
+4,6.40895886274093,2.833353702046245,4.581122148703895,1.5324501074052983,Iris-versicolor
+5,6.789739280788625,3.3987693918017077,5.374166025833436,2.688490182838794,Iris-virginica
+6,5.991297516353922,2.8409615258239995,4.37985886188981,1.5521302695618677,Iris-versicolor
+7,6.123016421472933,2.409099568669097,4.786617299279896,1.4993138858571067,Iris-versicolor
+8,6.151759975973437,2.764670086068381,4.331962387373096,1.3581109269574767,Iris-versicolor
+9,6.301332884921371,2.479242468303793,5.326041495237126,1.7836228377693943,Iris-virginica
+10,5.59074641668313,2.473362122027905,4.361120389151687,1.2255872783478676,Iris-versicolor
+11,5.516061164077548,2.8645203537000214,4.35260564271616,1.214424253213874,Iris-versicolor
+12,6.518210951068495,2.7676916459889007,5.3214156471838105,2.126987148025987,Iris-virginica
+13,5.3223446988861856,2.5043575704554533,3.954373428326414,1.1372974113032033,Iris-versicolor
+14,6.106082392683284,3.2212866800293587,5.734000618708116,2.4876653528723027,Iris-virginica
+15,5.245193125740447,4.033977581013816,1.4362926619660723,0.15121452355838105,Iris-setosa
+16,6.586179641791687,3.1129313418340976,4.199656154319299,1.2092069783067303,Iris-versicolor
+17,6.768596682006226,2.7812995213161193,4.187374674707077,1.4024662819634106,Iris-versicolor
+18,4.792685498189171,3.3189267683211745,1.4613330524348656,0.30636920899747505,Iris-setosa
+19,4.636561282329404,3.21076018907105,1.4128309928083043,-0.0307269749459112,Iris-setosa
+20,5.463192774638938,4.077307895302076,2.082720742309374,0.4565298398107933,Iris-setosa
+21,4.758647564439218,3.385454979225106,1.452654834556434,0.30034452164300834,Iris-setosa
+22,6.075532762712313,2.8257359465105316,5.121734743437454,1.6969141709819642,Iris-virginica
+23,6.48141472551464,3.2146945774414584,5.427794140911436,2.421558067969829,Iris-virginica
+24,5.294087851235573,3.2250293017305864,1.493254922932408,0.4268512981032213,Iris-setosa
+25,6.805036436052765,3.0912525115263545,5.048826561080159,1.8735181857885024,Iris-virginica
+26,6.125104269184501,2.3200777968045965,4.8534436383380255,1.485951041608363,Iris-versicolor
+27,5.284662780250214,3.200665255842774,5.537995044275932,2.1534561622142583,Iris-virginica
+28,6.141439350850383,2.8457165029827296,4.435350391424372,1.196305951081986,Iris-versicolor
+29,6.762226025895345,2.764500462424407,5.178779049394733,1.9529655022272887,Iris-virginica
+30,6.381892928396137,3.089454275991641,4.523951094224533,1.60831041508946,Iris-versicolor
+31,6.188585076769022,2.639375557058779,5.164096092769234,1.427234182818606,Iris-virginica
+32,6.169071209257121,2.4394112448059144,4.264318822334352,1.5411915991831224,Iris-versicolor
+33,6.145165435826282,2.9935275031098003,4.50421123001776,1.491063519038015,Iris-versicolor
+34,4.583786080218449,3.0987126773535096,1.629647599962794,0.11359363417649465,Iris-setosa
+35,4.69184087725436,3.163061000415151,1.3192483056263729,0.18173489465284176,Iris-setosa
+36,6.18222136224246,3.367978512705171,4.842070490773788,1.830834097361112,Iris-versicolor
+37,5.3829935788127,3.2917894392174403,1.597942451349007,0.37258175414823635,Iris-setosa
+38,6.5037049921961145,2.814137005372272,5.10636077429445,1.9614365667240823,Iris-virginica
+39,6.377008848949187,2.645538699057675,3.758507594009882,1.333616719074844,Iris-versicolor
+40,5.4945077781925,2.8755136153823484,4.385313083945568,1.0060801472899428,Iris-versicolor
+41,6.680671702408283,3.0868488755934447,5.230350069574895,2.350220262810957,Iris-virginica
+42,6.120297747255685,2.6032606068702973,4.421483919804363,1.4744398971221693,Iris-versicolor
+43,6.957619833544236,3.389238387259788,6.075192352453271,2.274237026625478,Iris-virginica
+44,6.605043449950827,2.603004102096604,4.914007413016458,2.0307462249178436,Iris-virginica
+45,5.4884999262043745,3.081642073543163,5.210292156708374,1.750131356204185,Iris-virginica
+46,6.719105976057786,2.7016255337844988,4.872229671342009,1.6474092273470071,Iris-virginica
+47,6.25851856709724,2.7415161804203265,4.008079265475327,1.1203576533113004,Iris-versicolor
+48,6.996104129940715,2.6037486627563062,5.497436043290043,2.1238688274200777,Iris-virginica
+49,5.38139370714748,2.94972913189475,4.7387761475908095,1.1510414562124887,Iris-versicolor
+50,6.735139722243572,2.8813969398955894,4.5085066255792094,1.3969845132445438,Iris-versicolor
+51,5.070602237093052,3.3552856748838087,1.6249711438676457,0.40175180690907475,Iris-setosa
+52,4.528031018558352,3.701037454906766,1.2007701620579274,0.10542120172706293,Iris-setosa
+53,6.197053047818128,2.788380611853062,4.810171723747422,1.5930481703570956,Iris-virginica
+54,5.445435595126655,2.9494159544574807,4.356849117180751,1.4719388320733442,Iris-versicolor
+55,5.194080487624323,3.387225022040207,1.3673390427689411,0.16819027798565134,Iris-setosa
+56,7.080236728684197,3.523451312320713,6.227342200597053,2.482879182687836,Iris-virginica
+57,7.796456488808385,2.7729396761049654,5.8027805878797265,2.2665951136155997,Iris-virginica
+58,6.644823816568136,2.828519716230459,5.075323956135139,1.7506515472686837,Iris-virginica
+59,4.982430171440914,3.054144958965169,1.4463070531520246,0.1713940221892847,Iris-setosa
+60,6.348925519135515,2.9378808490285024,5.09594985951738,2.0400852110894085,Iris-virginica
+61,5.4749763891229,3.8109987914982737,1.6824414422551421,0.13630393000270538,Iris-setosa
+62,5.095947399775811,2.421302176144901,3.6820507309456803,1.2294337699878641,Iris-versicolor
+63,5.452850123830029,2.2448611415373123,3.2860507275035395,1.45787485372803,Iris-versicolor
+64,6.452321347907193,2.930437381781545,4.426915598886761,1.458582064648387,Iris-versicolor
+65,6.433412206021701,2.9432282909292518,5.0804643390341555,1.6971721870302319,Iris-virginica
+66,6.764939627070463,3.4438633527182,5.845928898173221,2.2225696934589636,Iris-virginica
+67,4.501712178105884,2.9967865922523966,1.2385057141088796,0.17857892555951796,Iris-setosa
+68,5.448862556105497,2.767731309192185,4.56815572976462,1.9127653488611576,Iris-versicolor
+69,4.863946751104116,3.2884257428921506,1.6452747169877562,0.22668292401212178,Iris-setosa
+70,3.8838900791910578,3.0344060470913257,1.3540812674771217,0.0754784568455513,Iris-setosa
+71,5.2134373227785336,3.913143566730821,1.6590961744708337,0.37294455017305767,Iris-setosa
+72,4.96944494959835,3.4457793636065275,1.434523238537384,0.19639673803109242,Iris-setosa
+73,5.218010060280396,2.7648043462750134,4.322430998698309,1.1706816619574891,Iris-versicolor
+74,5.531704695277035,2.6861958463190594,4.256019200638753,1.2141245188769663,Iris-versicolor
+75,4.528535047237897,3.343680544445442,1.4051400109706298,0.35963812762754044,Iris-setosa
+76,6.974560406490085,3.092682518535257,5.93392022291738,2.0497208115326417,Iris-virginica
+77,6.454731402287005,2.6875007064929473,5.0653468459989694,1.9088919337845067,Iris-virginica
+78,4.946072503826872,3.2031911190622635,1.4067832445301935,0.21161225471384687,Iris-setosa
+79,5.354284537797523,3.191228751751541,5.072298873881939,2.0852148745305956,Iris-virginica
+80,6.786381508752044,2.998902564651713,4.379485153099491,1.369428633626502,Iris-versicolor
+81,4.9524134858386715,2.8875574668200925,1.3212251449815182,0.04946501083570079,Iris-setosa
+82,7.028012730327513,2.984670399646826,5.36788473844736,2.223536544776509,Iris-virginica
+83,5.318755231970936,3.388972395296156,1.482354382879371,0.3051316434292459,Iris-setosa
+84,5.241390490254628,3.1300181892461216,0.956850663191944,0.23731978259424452,Iris-setosa
+85,6.946485790504246,3.073806532342376,5.087019778988965,2.230711475751341,Iris-virginica
+86,5.3181164614178975,4.158723549076701,1.5176456298612127,0.20277043459288535,Iris-setosa
+87,6.034829970053453,2.9501594631783856,4.391904841315867,1.383305335875861,Iris-versicolor
+88,6.5242990322474395,2.6575641520976494,5.671535011573728,2.1647823759583735,Iris-virginica
+89,5.305675469391275,3.94874045474722,1.2912558134117698,0.2277254298654025,Iris-setosa
+90,7.489460464189321,3.061496143407608,6.3699805983348385,2.5698405184657354,Iris-virginica
+91,6.145801120197945,3.0165009941061425,4.525107311236628,1.4071208938357334,Iris-versicolor
+92,4.927881723416915,3.268434535887065,1.4130866784683338,0.31148548640287604,Iris-setosa
+93,6.227275178053743,2.8037230282198036,5.502385581048078,1.7090732681195122,Iris-virginica
+94,6.38318902624607,2.7759132033871996,4.954681427323213,1.747735545726897,Iris-virginica
+95,4.7249228538483745,3.195497824457872,1.474580922702669,0.10339161071420655,Iris-setosa
+96,6.255249880076837,3.025548855144432,4.635457923880321,1.5879981419342726,Iris-versicolor
+97,6.3025334129646735,3.034496278900438,4.794671839957131,1.5564918309002382,Iris-versicolor
+98,6.790096181011618,2.743397338706068,4.926037024685037,1.7413851841228554,Iris-virginica
+99,5.187581439471077,3.4087677370534335,1.4238862389177696,0.30104762647004485,Iris-setosa
+100,7.060264146167569,2.929884324022698,5.475325817993351,2.0995426793483207,Iris-virginica
+101,7.071394900775736,3.195574056246748,5.736390138974046,2.3317951369125525,Iris-virginica
+102,4.5974133671595085,3.0755010059222547,1.53504988089772,0.2791517835409826,Iris-setosa
+103,4.9005243324688195,3.2481030130144455,1.369305198679823,0.13922645629932956,Iris-setosa
+104,5.046458203040122,3.2192539851025788,1.435508689707175,0.28726596029476453,Iris-setosa
+105,5.333416764462762,3.681104605422604,1.5494959834821955,0.37778218224810345,Iris-setosa
+106,6.366178569413355,3.3047767457676027,5.339607618502016,2.487507940674617,Iris-virginica
+107,6.341333376114374,2.2432701920619587,3.7618344335005016,0.7720870521711721,Iris-versicolor
+108,4.796001588754519,3.4359251306167273,1.558603632340193,0.33845027890615553,Iris-setosa
+109,6.486527402529042,2.817718354726538,5.08770122562212,1.54071458293566,Iris-versicolor
+110,6.6772557076971975,3.039667200493086,5.3576488492620316,2.3647305996663,Iris-virginica
+111,6.313271862259508,2.9196588950650266,5.09797182737613,1.6421365164169368,Iris-virginica
+112,5.2281133941650655,3.3593548631868604,1.800920699671972,0.3775279886401651,Iris-setosa
+113,7.281285569554678,3.2625699349519675,6.298406985010805,2.1981582415671745,Iris-virginica
+114,4.629565958438793,2.365331081168407,3.3835252223168433,1.37755121352898,Iris-versicolor
+115,5.963757409569511,3.1066497313020007,4.886320714387733,1.788087439157202,Iris-versicolor
+116,6.2000847048530385,2.5791695087884636,4.429593306111847,1.2100704836380105,Iris-versicolor
+117,5.872751266847191,3.3174373537013753,5.195163707715159,2.430025774898316,Iris-virginica
+118,4.731964353831097,3.2608849519052754,1.7081235122848513,0.4380112554313872,Iris-setosa
+119,6.747659064632379,3.0557435771975188,5.410786610874922,2.2485432994161716,Iris-virginica
diff --git a/iris/tvae/0/5/test.csv b/iris/tvae/0/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/5/train.csv b/iris/tvae/0/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/5/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
+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/0/5/val.csv b/iris/tvae/0/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/6/synth.csv b/iris/tvae/0/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c853da711d833cf30894866e85f436cd15330ca2
--- /dev/null
+++ b/iris/tvae/0/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.257327331996055,2.5536396457637784,4.971194832350781,1.6413863556692836,Iris-virginica
+1,6.88343176506352,2.4169692707100707,5.193203565006761,1.7584701931277547,Iris-virginica
+2,6.791052961798122,2.887722721134139,5.16884818299595,2.2696387165116834,Iris-virginica
+3,6.370765147920828,2.558166287622272,5.534605460903997,2.1600160978777527,Iris-virginica
+4,6.210819692249424,2.605283980268544,5.940473276272259,1.7678753881047904,Iris-virginica
+5,5.282565110994539,3.648180703395345,1.595248602264667,0.4082409388654872,Iris-setosa
+6,5.6307407151633955,2.9177653307887725,4.788239428532595,1.8506024237620133,Iris-virginica
+7,4.478496168680729,3.075464992923773,1.3778022352613721,0.2816511862127828,Iris-setosa
+8,6.19462214770322,3.0916961645643775,1.559994928572076,1.4024147279128403,Iris-setosa
+9,5.527973530666858,3.60367150040608,1.3256454442184151,0.1600287104671258,Iris-setosa
+10,6.338700785541756,1.960518934861743,3.7617689503557523,1.0065522576812662,Iris-versicolor
+11,6.850837375961191,3.2085035949114458,5.499541814603534,2.463277463992042,Iris-virginica
+12,5.758969854608527,2.7097831664194714,4.72371804350669,1.1716218591895646,Iris-versicolor
+13,5.21849068695928,3.286134292302608,1.4528646152038915,0.2383766724684242,Iris-setosa
+14,6.824139059605039,2.9572368481785487,5.231006441691242,2.0391905391840175,Iris-virginica
+15,6.431338164862566,3.1345373576519067,4.627080392217005,1.8141244294416472,Iris-versicolor
+16,7.034226782253123,3.0888696985766857,6.060319947053612,2.4402570755461985,Iris-virginica
+17,5.853410591492162,2.8047848871303893,4.761716172757795,1.3048369325509308,Iris-versicolor
+18,5.15655757165658,3.132136856304549,1.7112130769469,0.21856249428174268,Iris-setosa
+19,5.213621450360331,3.1506198778989907,1.6067985476915385,0.2649483322843967,Iris-setosa
+20,5.17457483682317,3.4143764648214683,1.8318781099505248,0.4411999249992189,Iris-setosa
+21,7.013394158986514,3.095587072537183,4.545865071101255,1.5035700414993707,Iris-versicolor
+22,5.000164790242065,2.744289276126006,5.020346121181373,2.0504887002810346,Iris-virginica
+23,6.475621733153014,3.0432698775171185,4.864314246215983,1.730792018189934,Iris-virginica
+24,6.721629344365429,2.8543456280913833,4.988590066169557,1.5011332345098614,Iris-versicolor
+25,4.911956577276043,3.4205977098110996,1.8318379711829675,0.4244333794826529,Iris-setosa
+26,5.845180336347751,2.5777254431419903,3.9100345002128947,1.4595778188472188,Iris-versicolor
+27,5.435875380790998,3.131636368820316,5.24688795628263,1.821493523314784,Iris-virginica
+28,5.588119124949446,2.370214460771161,3.8528086001142015,1.2073070025236923,Iris-versicolor
+29,4.90445606266227,3.13537007902172,1.405237168031505,0.27897744859758955,Iris-setosa
+30,6.517129206211688,2.914822257837988,5.353742873227399,1.9433575920068824,Iris-virginica
+31,4.712046650270833,3.461822641410283,1.7343065064159393,0.18173071507993702,Iris-setosa
+32,5.628651565051796,3.1515563022400195,5.160364211007586,1.6910598986120717,Iris-virginica
+33,7.089058761656259,2.470686503588937,5.945632308938667,1.9845375100336078,Iris-virginica
+34,5.056960748261193,3.289303005315629,1.491741374739008,0.2249671529958875,Iris-setosa
+35,5.538397015635702,2.4087835422559376,3.8894122355505245,1.086027149242411,Iris-versicolor
+36,5.0534067424667475,2.440514077658144,4.013183370565752,1.1215829855122716,Iris-versicolor
+37,4.890895477909452,3.7962303455653914,1.7774308705719086,0.34494554437945063,Iris-setosa
+38,4.95431300813349,3.5947643594785004,1.4273482410757572,0.13650488282801052,Iris-setosa
+39,6.565703249067969,3.0549289927495304,4.6905338417842595,1.3645178141947516,Iris-versicolor
+40,6.690857982125821,2.72214947489836,4.554619749814664,1.4192806645041651,Iris-versicolor
+41,5.8936194754300635,2.7372987857361664,4.731882757443535,1.369137247035439,Iris-versicolor
+42,5.627220367328151,2.386560589815243,3.658358343100007,1.3653585459791282,Iris-versicolor
+43,6.056614055059363,3.1113178686699157,1.5556910553992058,0.13810846787639552,Iris-setosa
+44,4.5580998763370015,3.0344969144902367,1.6658701615652147,0.09611489334942233,Iris-setosa
+45,4.733033052698632,3.2715715928680638,1.5156155159729012,1.0313900293263907,Iris-setosa
+46,8.25703981496916,2.300751791340976,6.558869446892499,2.1927694197710217,Iris-virginica
+47,6.7632834485627455,2.955629540518164,6.467720931543556,2.1002549244591697,Iris-virginica
+48,4.758241663180018,3.2836416431649296,1.5146987314078326,0.13343152372168887,Iris-setosa
+49,5.982665728361944,2.934516340516279,4.474981076085732,1.3782982423119117,Iris-versicolor
+50,6.724182241021794,3.0547142855203644,5.572124381335028,2.316470150529849,Iris-virginica
+51,5.642893336257493,3.166612074140569,4.966158378916064,1.8287006145576425,Iris-virginica
+52,4.819799731836457,3.577935529783072,1.40807518417027,0.2610756291633626,Iris-setosa
+53,5.477952356001454,3.085073876116169,4.798459572272608,2.3396826285189505,Iris-virginica
+54,7.057303899220029,3.6136122464736697,6.089682934903946,2.3142569130782955,Iris-virginica
+55,6.906898689280039,2.680549637805238,4.601696745246342,1.23863094190355,Iris-versicolor
+56,5.476427129512962,2.6617863221904994,3.7442367693764806,1.6061870674349015,Iris-versicolor
+57,4.817127584576983,3.389090266555987,1.59062341411351,0.3416700840006796,Iris-setosa
+58,5.89001144797603,2.590200224775441,3.808641695533285,1.3065829677005125,Iris-versicolor
+59,6.828450641062646,2.8958626858033605,4.999566822668925,1.9506605788125146,Iris-virginica
+60,7.243439226918947,3.35220254234555,6.005073327528443,2.145413380070902,Iris-virginica
+61,5.9282911073915,2.606082610863741,5.166635368397369,1.6278973555863265,Iris-versicolor
+62,6.3189428982313816,2.803817116420041,5.079204335532792,1.8375695305147504,Iris-versicolor
+63,6.565578766624534,2.215729308038773,5.154691087349269,1.4988852443198342,Iris-virginica
+64,5.246728547649255,2.9294866607608165,4.461524139800773,1.4147165149098204,Iris-setosa
+65,8.00062859822983,3.355107711446975,6.956775028537331,2.1061227071494306,Iris-virginica
+66,6.9532451077771515,3.2776220381514047,5.743622349308766,2.5430922935721996,Iris-virginica
+67,6.320041893883361,2.714814496222875,5.091278932611594,1.828392019710369,Iris-virginica
+68,4.810434335472454,3.1678384714728165,5.326283042514211,2.317366611388167,Iris-virginica
+69,6.463689422311161,2.9547153527158745,4.815528075888553,1.4917467445672192,Iris-versicolor
+70,6.8257925556037495,2.955156346866551,4.721791737509133,1.6882323535591155,Iris-virginica
+71,6.925219333304699,3.2554649670920877,4.259787700666496,1.2471444441017518,Iris-versicolor
+72,6.8224657386177645,2.9132048174441474,4.938449563196783,1.5779358354008888,Iris-versicolor
+73,7.360157182610778,2.9570674927208147,5.396061616070653,2.1642780575768183,Iris-virginica
+74,7.009534442445151,3.4249843255281482,5.912173679114269,2.3456236693169723,Iris-virginica
+75,6.229204592658547,2.8001885193225062,5.086028271454361,1.501661675288291,Iris-versicolor
+76,5.026018054464422,2.213940391066401,3.581085421200499,1.0562371818939948,Iris-versicolor
+77,5.005554536731148,3.525569695736243,1.5219624287512228,0.21599406403682267,Iris-setosa
+78,6.37831673158552,2.6174279105986775,5.2485100902938635,1.6072701308392827,Iris-virginica
+79,6.199140694481951,2.7216151183764055,4.874927439920293,1.483844556221597,Iris-versicolor
+80,5.2083624727770745,3.231991987508249,1.6132539268693333,0.37799800209257667,Iris-setosa
+81,6.8138914977544776,2.9783357783391224,5.260505430253028,1.6929989300309682,Iris-versicolor
+82,5.1773867319634395,2.746989111284038,4.2752471914903065,1.6721702586429275,Iris-versicolor
+83,5.456371377439997,3.383874194135763,5.292648894248935,0.4095301400798042,Iris-virginica
+84,6.38009672603167,2.985477730782149,4.793792678321678,1.786425680086391,Iris-virginica
+85,5.265687430449462,3.3034332813093537,1.2760321867553617,-0.0975839985461549,Iris-setosa
+86,4.648182701783374,2.892643317019822,1.3523642575522243,0.12501783920404672,Iris-setosa
+87,6.159375021543563,2.8848554912378837,5.071745857257376,1.9701313568565209,Iris-virginica
+88,5.821510771699785,2.5966365345527818,3.7168732203329475,1.079500348926793,Iris-versicolor
+89,6.375478876568712,2.9537955111623364,5.518244939423923,2.1462030963084757,Iris-virginica
+90,6.620573718968811,2.4914515662835033,5.111269213026124,1.8987491568118942,Iris-virginica
+91,6.975109316146425,3.0953042217730404,5.879244044812278,2.1740830655890533,Iris-virginica
+92,4.604064830618705,3.3440451047062343,1.5236753657993602,0.2325999776120863,Iris-setosa
+93,6.098221672971653,3.073991652615595,4.646011908549383,1.667773394288749,Iris-versicolor
+94,5.862174640183186,2.8135843416491957,5.0585752336801795,2.0952485169691677,Iris-virginica
+95,6.338707476679832,2.800988622698236,5.032250922521735,1.241882683798122,Iris-versicolor
+96,6.523796415356765,3.1365651089750575,5.428817956853807,2.2428637070204824,Iris-virginica
+97,7.2731427864942875,3.163482276232024,5.497215224753697,1.909252917542545,Iris-virginica
+98,4.49473284711487,3.281915224225623,1.1721474611028686,0.19861547414899816,Iris-setosa
+99,4.887696509117319,3.702363163821906,1.5284337278551396,0.2012196014470913,Iris-setosa
+100,5.1098079270376875,3.9944784502141624,1.5736931061384958,0.17181550546916244,Iris-setosa
+101,5.077613882831081,2.8653488980730515,1.1397716108004374,0.18048456474715885,Iris-setosa
+102,6.466851471356702,2.6386506614116123,5.292536099191824,1.69619074957727,Iris-virginica
+103,5.1367009140436934,2.9057544192898876,5.070784619629946,1.742832877371821,Iris-virginica
+104,6.0724944653231,2.8244628911103353,5.270522521347503,1.813543897129247,Iris-virginica
+105,6.348907661423389,2.685795030614131,5.0696040784417,1.8746789953978493,Iris-virginica
+106,6.6909008638836776,2.562098693939825,5.699752450954132,1.9043029105732678,Iris-virginica
+107,6.463036666634082,3.190040169854079,5.7487322675104675,2.4374911959159737,Iris-virginica
+108,5.834235801238257,2.3854102160833732,4.706537455178945,1.242750737655849,Iris-versicolor
+109,4.496328476775146,3.1933778086469538,1.385965585506461,0.21427212931874176,Iris-setosa
+110,4.789877518871038,3.367689915166835,1.5033353644906113,0.22094099725628355,Iris-setosa
+111,7.127420999576324,2.777975182200848,4.924387271548246,1.9413434038477755,Iris-virginica
+112,6.24704549996934,2.5383802435707463,5.072726645896648,1.5610987795737856,Iris-versicolor
+113,6.111443146539367,2.577991547611728,4.661848669776754,2.129539582000664,Iris-virginica
+114,5.265070163629469,3.1931310280039273,1.6496649744307437,0.3781530661793741,Iris-setosa
+115,6.008181587795362,2.8838495786446963,4.242261644829345,1.0581740070218366,Iris-versicolor
+116,5.722760005814044,3.63642529390549,1.5688715958095814,0.31867266209925377,Iris-setosa
+117,4.683761852802784,3.2317189541015634,1.245541627896313,0.09010951941207154,Iris-setosa
+118,6.330587493076024,2.9477186072829697,4.6248346000300575,1.5688497255253664,Iris-versicolor
+119,5.794382311638271,2.5393294355253913,3.6476323359306293,1.0503182760127798,Iris-versicolor
diff --git a/iris/tvae/0/6/test.csv b/iris/tvae/0/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/6/train.csv b/iris/tvae/0/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/6/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
+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/0/6/val.csv b/iris/tvae/0/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/7/synth.csv b/iris/tvae/0/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8deb1927e369f3f20d9abb37ef71fb775b53317c
--- /dev/null
+++ b/iris/tvae/0/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.427506444383836,3.318720861579795,1.6095869256642763,0.4189171189197268,Iris-setosa
+1,6.1864665965059125,3.041590299702263,4.241477001702908,1.7736818890056427,Iris-versicolor
+2,6.217375649928376,3.2521974893285246,5.004198572123245,1.2762815016952274,Iris-versicolor
+3,6.660653621241346,4.393189286797597,1.4426583305706628,0.2810194527780335,Iris-setosa
+4,6.539410649216131,3.0662675279974496,5.590107079000896,2.1900260464506482,Iris-virginica
+5,6.860328458431091,3.034194460526647,5.138901647221055,2.1229249915866806,Iris-virginica
+6,6.511992412214197,2.791111368481521,5.258761182152788,1.748781964658012,Iris-virginica
+7,5.592744909401597,3.540629107750469,5.39209408703751,2.5220523142229396,Iris-virginica
+8,7.031430444554785,3.1248605435380443,5.3764111485258805,2.162614615866456,Iris-virginica
+9,5.307234298538031,3.3318354585171397,1.506835093995236,0.3243018790779732,Iris-setosa
+10,5.732730971527397,2.7322929331107773,4.171082488981269,1.3338445716182679,Iris-versicolor
+11,6.442384718862909,2.924573291458465,4.377281759453558,1.1867690656403447,Iris-versicolor
+12,6.409366824072087,2.993314726475977,4.787013656328948,1.752029793575819,Iris-virginica
+13,4.37389403967088,3.0745135218540467,1.403957255511634,0.1374880024728527,Iris-setosa
+14,6.345316846536237,2.8519201900789013,4.814578621463395,1.6598690893800137,Iris-versicolor
+15,5.573512912068301,2.5474050647042996,4.387648920437997,1.1362599417534447,Iris-versicolor
+16,6.804546774277063,3.0905238461059565,5.076287258741076,1.865793314823898,Iris-virginica
+17,4.8115028687683346,3.371765430561905,1.2364128549717117,0.2629466401061837,Iris-setosa
+18,6.1890267671313195,2.5790779403059103,4.399635954365752,1.3740652350071547,Iris-versicolor
+19,6.0959632882557315,3.02460849493758,5.454344631658963,2.1915469952070055,Iris-virginica
+20,6.258297632931042,3.0446447454165293,1.6266093392709042,0.24607518977986353,Iris-setosa
+21,6.649716546197497,2.9881828534845636,5.052497984924502,1.707539511216205,Iris-virginica
+22,6.359735781381521,2.906536616354276,4.506186966582507,1.7670265770033156,Iris-virginica
+23,5.486731724347289,3.243432102082922,1.726145920805731,0.3999671736443654,Iris-setosa
+24,5.9359179058305065,2.599911431461172,4.59878592449858,0.8392592749466821,Iris-versicolor
+25,6.299418160791859,2.940658091556752,5.582342928085442,2.009409539745764,Iris-virginica
+26,5.124334369996136,3.000422602265007,4.746383754428956,1.7352355191423723,Iris-virginica
+27,5.817167646144784,3.036459260109022,5.49251692232056,2.2022687283207256,Iris-virginica
+28,5.185984005636057,3.422985291035861,1.6877191828646714,0.5336110274633541,Iris-setosa
+29,5.0094767378775815,3.497960670760074,1.4202698052913594,0.19455033234095018,Iris-setosa
+30,6.312596275750309,3.0228656201133974,4.787463647349682,1.7557163069005517,Iris-versicolor
+31,7.081491983817194,2.759387171753352,5.508925589260054,2.123830616220274,Iris-virginica
+32,5.4197579854598645,2.743139901122729,4.128123340338498,1.1443572260687742,Iris-versicolor
+33,6.947131436010798,3.1825619839848023,5.383822998892802,2.1816694762853763,Iris-virginica
+34,4.644949829185333,3.471665844615936,1.579725740897795,0.18132285790204586,Iris-setosa
+35,5.98468064224448,2.6234436160322074,5.0778613050780415,1.6110497469799399,Iris-versicolor
+36,4.348289294130037,3.117796586097369,1.3208960725578398,0.20169247003959012,Iris-setosa
+37,5.008785812172328,3.2819927715339614,1.4014577154769587,0.2083425861404259,Iris-setosa
+38,6.9993209786951285,3.572794965160901,5.0357765525152915,2.4708641971438765,Iris-virginica
+39,6.595797411515118,2.6945902015388454,5.743399713653519,2.0571429497539837,Iris-virginica
+40,7.398660722995492,3.069996294991357,5.73588524595127,2.246016109082621,Iris-virginica
+41,5.141858270430143,3.140611395091841,1.3317930023083786,0.3671423828789171,Iris-setosa
+42,6.187416935507854,2.8390739670974616,3.5675648108344413,1.028052288028629,Iris-versicolor
+43,6.139407647360482,2.1904926473189885,5.237536172093815,1.754377064202418,Iris-virginica
+44,5.653950648406636,3.0867678081913175,4.7668424687852395,1.5707491926186552,Iris-versicolor
+45,4.933751222233811,3.147258131558256,4.908441492848705,1.605451846263435,Iris-virginica
+46,6.7767550697356,2.899536229036542,4.434287636963164,1.6321617976335772,Iris-versicolor
+47,5.83953247791911,3.2027301748316552,4.93926891129784,1.9450588875275143,Iris-virginica
+48,6.452748524171879,2.858486317714155,4.367180883676187,1.6790607089114036,Iris-versicolor
+49,5.417652968405469,2.3495383743661185,3.8651846386794966,1.0789549064337636,Iris-versicolor
+50,6.667166284162673,2.52546755679737,4.56426473260408,1.5011821324665107,Iris-versicolor
+51,6.5161050988036555,3.0268484426920077,4.394010326082361,1.6490319811112408,Iris-versicolor
+52,5.493653942634405,2.9262433171125797,5.340937787402811,1.825113854269953,Iris-virginica
+53,6.4894072435554815,3.1284126785621256,4.7529173618137746,1.618209877981064,Iris-virginica
+54,4.845073849833326,3.180096739876935,1.4014985729512923,0.20620989890855446,Iris-setosa
+55,4.999590054065625,3.084512656707882,1.6451381848542075,0.3330430774578693,Iris-setosa
+56,5.642552596789103,2.9804524907454515,4.954172561423308,1.4358902567505587,Iris-versicolor
+57,5.978264220256897,2.5383087833964275,4.201277582452892,1.1685243362860323,Iris-versicolor
+58,6.708450173388931,2.9383706667498295,5.865678938354594,2.3845513022704745,Iris-virginica
+59,5.710747427399247,2.607139705862495,3.5576188366053043,0.889146419478421,Iris-versicolor
+60,4.686078536018344,3.1235164138649054,1.5236648498111809,0.14553231730140548,Iris-setosa
+61,4.79045568585317,3.0793018732567825,4.911507166572762,1.5955492519351964,Iris-virginica
+62,4.611882034357355,3.213797331002721,1.2685621960293711,0.21280129418170568,Iris-setosa
+63,6.767892290993337,3.080264424740032,4.439826970165057,1.265107313821309,Iris-versicolor
+64,5.136222186009221,3.788745593319595,1.5227305898847199,0.15802466538268328,Iris-setosa
+65,6.427545346650129,2.8604188373474333,5.217946815841743,2.1154680669113137,Iris-virginica
+66,6.2042080830615305,2.731598040836306,5.068984914017485,1.7218678576499264,Iris-virginica
+67,5.731026744462657,2.243250673796819,4.9382967626225245,1.3374452146191649,Iris-versicolor
+68,4.867378117374218,3.1800158086674317,1.3541923232699562,0.1867889014446188,Iris-setosa
+69,5.369029846895251,3.0851330557271095,4.095461458873738,1.1230316632284258,Iris-versicolor
+70,4.826076593015964,3.0781066821199254,1.3734427858533957,0.09880935746112107,Iris-setosa
+71,4.724718578828595,3.5685726968143534,1.604172446025951,0.5686902227739553,Iris-setosa
+72,4.786265716244619,3.221013037576162,1.6446824094395747,0.19876822382052717,Iris-setosa
+73,4.920490371244867,3.097247693996641,1.459666245683578,0.2501549086109463,Iris-setosa
+74,8.37240945597035,3.6780099139953664,6.437245568571708,2.1937187354301955,Iris-virginica
+75,6.014007507145727,3.2287575821732375,4.304961759645766,1.28408882770419,Iris-versicolor
+76,6.76037479373366,2.260557917754254,6.3168284809223705,1.9694613749016974,Iris-virginica
+77,6.124892156889798,2.8675255113533145,4.045444035201098,1.3304266235040778,Iris-versicolor
+78,4.585048866653467,3.1643821422653895,1.3706643051818939,0.19815438445181555,Iris-setosa
+79,4.827749458311515,3.302611826193673,1.6795378493147937,0.397609949374061,Iris-setosa
+80,6.483483604908092,2.76992887996344,4.798537763730003,1.3812661978762417,Iris-versicolor
+81,6.547296013748878,3.525382556890069,5.5319215312947945,2.443763954476908,Iris-virginica
+82,6.645172656785862,3.021164617685021,5.101671235171725,2.5725649035085256,Iris-virginica
+83,5.178217962625246,3.9784397023621603,1.3140763913674016,0.1647886802701513,Iris-setosa
+84,4.901476203030158,3.6113893295917787,1.4587841747215842,0.21917062906755383,Iris-setosa
+85,4.763854974111993,3.593050202221245,1.6943616692019943,0.4566637275967199,Iris-setosa
+86,6.24379391973447,3.2210076328852915,4.145547609931905,1.5950207319741068,Iris-versicolor
+87,5.691925952194865,3.103466425527743,5.313741634525364,1.9988801932619324,Iris-virginica
+88,7.010573628245578,2.5587434685888275,5.670344142039394,2.025148630778256,Iris-virginica
+89,6.702542251926073,3.126172897847508,4.533866869485014,0.9853553143587579,Iris-versicolor
+90,6.170264003116333,2.6386201988994897,4.121355693986751,1.2196731558259608,Iris-versicolor
+91,6.865144501643146,2.522803283888531,5.674024962234644,1.840417680177477,Iris-virginica
+92,6.287494633009233,3.241165314183998,4.338733121495267,1.4998838250766513,Iris-versicolor
+93,6.624304713794652,3.1174164661314276,5.143345741771255,2.1324006763899366,Iris-virginica
+94,5.036045284016174,3.6480592275040493,1.5375737105680916,0.2618109108131275,Iris-setosa
+95,6.518610773849308,2.936491127390204,4.516163692919221,1.817419079692329,Iris-versicolor
+96,7.031896552926286,2.998893692448892,4.619619823698787,1.7716954902873068,Iris-versicolor
+97,5.16455788221044,3.390070855549194,1.4548015315201954,0.21423252271657428,Iris-setosa
+98,5.018477698112871,3.5370987961676192,1.411437927216146,0.1907183418859696,Iris-setosa
+99,6.584333548980085,3.3022184892374673,5.504180211298004,2.2531877573686643,Iris-virginica
+100,5.6942116002198,3.2101669539450675,5.122454216259352,1.4391179867841566,Iris-versicolor
+101,4.912023536210036,3.395567302319239,1.369768309136077,0.1891788638919517,Iris-setosa
+102,6.526919802488012,2.625371893115868,4.785012519009455,1.5270799404954623,Iris-virginica
+103,6.003358037886452,3.00637502281382,4.6099279984373265,1.508874123286427,Iris-versicolor
+104,4.781774593778412,3.060752983208811,1.32368966084431,0.2390911405163296,Iris-setosa
+105,5.2133706816751015,3.241851358754097,5.039070424416237,2.2711279214948705,Iris-virginica
+106,6.094892297509428,3.8811185371543444,1.7483323383996447,0.44893237323450225,Iris-setosa
+107,6.138571130526551,3.4347232954661773,1.8779575408429556,0.4865656853966295,Iris-setosa
+108,5.2970986817223995,3.1046942905345993,1.6857701879743254,0.25046883590456315,Iris-setosa
+109,6.284545174603777,2.877316883860875,4.878076721459867,1.761491618581628,Iris-virginica
+110,5.226657695137306,3.86931496884498,1.6854741674892668,0.2640770598063291,Iris-setosa
+111,5.766545808598459,3.086809881468714,1.7127902389568563,1.3754022498443348,Iris-setosa
+112,6.762345627006731,3.456293182886264,5.393931270386174,2.2025671024666047,Iris-virginica
+113,6.843962314495441,3.085355109544766,4.7815951717713405,2.2104593500868255,Iris-virginica
+114,5.6616368031980615,4.095107674973913,1.3995845933075808,0.06043312390654107,Iris-setosa
+115,4.9548530981541745,3.261120263909577,1.5354349179152993,0.30438734759979647,Iris-setosa
+116,4.535470708870353,3.2007797451478344,1.179157553836038,0.07113540968634105,Iris-setosa
+117,4.951088441991916,3.3099846892531453,1.4931684040463118,0.1575908084082596,Iris-setosa
+118,6.477938838834885,2.7450389191693274,5.261466606575325,2.113355013392918,Iris-virginica
+119,5.453616687963934,3.4455913163733793,1.3817467712658453,0.2077692202507186,Iris-setosa
diff --git a/iris/tvae/0/7/test.csv b/iris/tvae/0/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/7/train.csv b/iris/tvae/0/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/7/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
+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/0/7/val.csv b/iris/tvae/0/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/8/synth.csv b/iris/tvae/0/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dfe5814c2dd06e3e922f901a303c8266b4d2b347
--- /dev/null
+++ b/iris/tvae/0/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.207305703204117,2.1951476612322733,4.461722403030836,1.4456521809256573,Iris-versicolor
+1,5.121967421266089,3.2833290301742175,1.6086131660471508,0.17243940464034133,Iris-setosa
+2,4.375902088901459,3.3572401256506086,1.6199042356644509,0.20909388754664243,Iris-setosa
+3,5.594107648265754,3.1720227615646706,4.7205316091485034,1.5399929330638413,Iris-versicolor
+4,4.514466137196238,3.2347799715836976,1.5638613033990327,0.2943200563754099,Iris-setosa
+5,7.153309686043153,3.113227920044903,4.919679070109664,1.458501856507685,Iris-versicolor
+6,5.759832864160737,2.752856056700803,3.7506919415597624,1.187757458080862,Iris-versicolor
+7,7.208511993656137,2.839074108974907,4.492949427566311,2.0223201955353862,Iris-versicolor
+8,7.076465017458687,2.7761063290750476,5.627407976801871,2.1345701433754902,Iris-virginica
+9,6.56719523109031,3.0160280973161915,4.2969428832484455,1.1426008406689787,Iris-versicolor
+10,4.8430371779045585,3.739635216207789,1.4652567392261435,0.16647012027629465,Iris-setosa
+11,5.55967869519595,3.0468467327613,1.6806683607463118,0.48958160043142473,Iris-setosa
+12,5.827927263613175,2.920755273933863,4.29671499420499,1.7348291608129354,Iris-versicolor
+13,4.989940983179048,3.3434205411076636,1.730944475730975,0.3213127001480914,Iris-setosa
+14,4.331140924789777,2.8701017122080925,1.5728637742067821,0.19827427686861376,Iris-setosa
+15,4.75209525805422,3.142912570567577,1.2952663444883519,0.30274368019700115,Iris-setosa
+16,7.475214767657931,2.9120004028253437,6.358972756258372,1.9928640991322666,Iris-virginica
+17,5.263156610538067,2.9058585872703495,4.834268710044719,1.8471697439876227,Iris-virginica
+18,5.909804163774108,3.103562899550763,4.72450863773534,1.6236025918528882,Iris-versicolor
+19,6.730025643735051,3.418824017900094,5.677955211606684,2.530497142199387,Iris-virginica
+20,5.04209920829684,3.8165863699140212,1.8672049908767785,0.41192994357226953,Iris-setosa
+21,4.73436980588875,3.18635818419877,1.3950726173441492,0.2905077565130789,Iris-setosa
+22,6.191889694491384,3.0150990621103944,4.7407705113490195,1.3968191049552214,Iris-versicolor
+23,6.983378923410146,3.4715490143730467,6.033409770039005,2.6802193874815012,Iris-virginica
+24,4.809223669011968,3.0164941634870446,4.69084388112436,1.5948958172383454,Iris-setosa
+25,6.386543825997655,2.593435035210533,5.334872136123879,1.628201903277854,Iris-virginica
+26,6.296231311557621,2.7275915702910463,4.032794017591968,1.281627876355755,Iris-versicolor
+27,5.3207872531289455,3.4775367090898572,1.6854718573761396,0.3161521239275913,Iris-setosa
+28,7.699136412324449,3.0183458946770627,6.333237437608137,2.076485021486592,Iris-virginica
+29,5.788249754053032,2.5316771911127645,4.3378159582047315,1.3156174689911677,Iris-versicolor
+30,5.267494252554897,3.303970881967402,1.5194798046027655,0.28933420157118744,Iris-setosa
+31,5.389589332461601,3.1216678140560323,1.4229883331443438,0.11215920024003997,Iris-setosa
+32,6.161797260025817,2.47893623224705,4.828838897403051,1.3487510640104405,Iris-versicolor
+33,5.419504878681836,2.885058548663387,4.936133166738773,1.9785670309676737,Iris-virginica
+34,6.02663451922454,2.7435094793765753,4.310057245965901,1.436715180641364,Iris-versicolor
+35,4.936510310672989,3.660827281387422,1.6498037209695535,0.24259385662021757,Iris-setosa
+36,5.452220189692106,3.1400316789777407,5.415393747426542,2.034863976016502,Iris-virginica
+37,4.786166849638418,3.3018402097331045,1.1643216201253308,0.12038774998615087,Iris-setosa
+38,6.221778972023857,3.0907649990479285,4.869657822885688,1.6678595561318865,Iris-versicolor
+39,6.579791663131287,2.9414127559910264,5.28661060117157,2.0872962000818167,Iris-virginica
+40,6.259685653651661,2.768649390410293,5.060175558324135,2.0031009080990447,Iris-virginica
+41,4.705247493216195,3.117603837387775,1.3237985916252475,0.17021439146257258,Iris-setosa
+42,6.775389420566962,3.24349001802315,5.554943335966999,2.3224424004909126,Iris-virginica
+43,6.527260874001898,2.7925937191954704,5.443760077930696,1.670151795843718,Iris-virginica
+44,5.922046629911181,2.9222582103252077,3.9127875404387713,1.4188727910617829,Iris-versicolor
+45,5.044612510510239,3.4843612908366737,1.3658929919322138,0.23937172082759686,Iris-setosa
+46,6.9169193674708325,2.7941697133376233,4.989602135038348,1.372697867552264,Iris-versicolor
+47,6.627411013209897,2.8626705948776685,4.621120258976796,1.5270100924176129,Iris-versicolor
+48,5.301034851339811,2.715840796561453,3.414386894506218,0.913074350797394,Iris-versicolor
+49,5.220984733426843,3.4436204203851233,1.349346741958461,0.12998568542029396,Iris-setosa
+50,5.6476276436553805,3.3361405811903695,5.334417503290464,2.1906740571760785,Iris-virginica
+51,4.482837844426459,3.228249095310825,1.4788534512134266,0.276499812331744,Iris-setosa
+52,6.561807495783434,2.8554381093807044,4.937538574886762,1.8175475338662945,Iris-virginica
+53,6.059378711883336,2.8756138249821963,5.624863873048538,2.0019055712549347,Iris-virginica
+54,6.253069367898659,3.252420938744264,1.3174951675066584,1.506795532574117,Iris-setosa
+55,7.019361835791623,3.2461696529991495,5.524934418721224,2.189090560211572,Iris-virginica
+56,4.580120987508547,3.813429580598587,1.4644479169638027,0.1660321780860169,Iris-setosa
+57,5.5175553563533,3.334512208530506,4.782983030387441,1.482449152991785,Iris-versicolor
+58,6.246075335836193,2.915388834361493,4.17925206811266,1.715507666808297,Iris-versicolor
+59,5.5520685244076535,3.171076833944122,5.296667487299177,2.067498074338721,Iris-virginica
+60,5.274608215507448,3.655210844980701,1.4542031221305767,0.3329677443996339,Iris-setosa
+61,5.478097150104733,3.4569428176589123,1.1558211806071597,0.13230014047889668,Iris-setosa
+62,6.491306070300053,2.3939080832280757,5.310572600576402,1.6377643263125037,Iris-virginica
+63,6.466924427089332,2.616173086608444,4.956605181547479,1.4078613677030711,Iris-versicolor
+64,5.8229350745579875,2.480581566562659,4.125980907399309,1.4423225928187784,Iris-versicolor
+65,6.3002724126940235,2.759708649063488,4.21199888942363,1.2642415610600346,Iris-versicolor
+66,4.939399158448561,3.27949857625243,1.356488693488105,1.2417059376350945,Iris-setosa
+67,5.1558687498556495,2.572879208861506,3.4453332629646605,1.0987226518511484,Iris-versicolor
+68,7.187360138896234,3.0203914937894636,4.451458853397711,1.5231235015291824,Iris-versicolor
+69,7.079105149129738,3.201560252573906,6.001335847490006,2.1854064851412756,Iris-virginica
+70,5.063602500242126,3.5260684804010074,1.2580698778428983,0.34875072853736705,Iris-setosa
+71,5.6452009217822905,2.9275968673056534,4.984378305091095,1.9008516094095351,Iris-virginica
+72,6.67360468902932,3.0781338412823933,4.916653008642756,1.9824304643761117,Iris-virginica
+73,6.497394056491235,2.616420768416066,4.785546674816822,1.667181721329795,Iris-versicolor
+74,5.040426620483303,3.0034405213420814,1.724406944137609,0.15183685260277308,Iris-setosa
+75,7.358470276315152,3.628809663769043,6.451143343137616,1.7818320071525373,Iris-virginica
+76,6.161335576038568,3.3718230602390924,1.8548160910645024,0.5174245697900203,Iris-setosa
+77,5.127807678394665,3.4590616415938396,1.5921654893000863,0.20564828180804756,Iris-setosa
+78,4.766726062959148,2.97689061479028,1.5911126134101423,0.27429842668087506,Iris-setosa
+79,5.311676330167272,3.0986995002831987,1.5709326155191696,0.2455160132606673,Iris-setosa
+80,6.529292989245046,2.6837431903657483,4.918257707799974,1.5587603317986907,Iris-virginica
+81,6.033721539392361,2.572199477150728,5.414729337447306,1.986796262543032,Iris-virginica
+82,6.111985992162755,3.189646253845205,4.541813311014579,1.811776774995905,Iris-versicolor
+83,5.156395528932729,3.3484676720029958,1.578475190521106,0.4603184535019241,Iris-setosa
+84,6.220439685178499,3.051408157403048,4.9656316415746975,1.579285796289255,Iris-setosa
+85,6.0150986540909575,2.5012304808503414,4.155910509125495,1.3800654813205453,Iris-versicolor
+86,7.053963788793056,2.845080186689505,6.084849166114205,1.7806028529879372,Iris-virginica
+87,5.224965587942498,2.1934987313545573,3.8624552324444164,1.3762365143138133,Iris-versicolor
+88,6.6221723837935516,2.93388481146269,5.111739896366222,1.863493462179654,Iris-virginica
+89,6.27224998886965,2.969764505511325,4.940237399531608,1.6794269488596758,Iris-virginica
+90,5.505231703737432,3.171126704407292,4.632024990894706,1.9009467860004912,Iris-virginica
+91,6.98974676331397,3.194822126284054,6.679154039090147,2.125402927815276,Iris-virginica
+92,4.798664059002678,3.0626874948973764,5.160808585464457,1.9568645530423807,Iris-virginica
+93,6.503864800362131,3.0612037114012707,5.355737308309537,2.2012747675204625,Iris-virginica
+94,7.06795543622297,3.0118867706522163,4.651873670848626,1.6267359946555955,Iris-versicolor
+95,6.860285228831875,2.764172792409699,4.626934806363385,1.493408380860441,Iris-versicolor
+96,5.459061305654132,2.319381295058066,3.7274368369686517,1.1347056817242813,Iris-versicolor
+97,5.5420191292374215,3.5635030473827136,1.3924165615122748,0.2509078305543838,Iris-setosa
+98,5.7568447077736575,3.548056139630922,1.860526446079309,0.5522459604208765,Iris-setosa
+99,4.91346007505426,3.551051088477476,1.320550324340425,0.197133943945292,Iris-setosa
+100,5.35157740856527,3.224158938343283,1.8742197334372306,0.3096251336954314,Iris-setosa
+101,5.058663807771152,3.2044742131875643,1.5957036923141297,0.40601031050030306,Iris-setosa
+102,6.705384525351078,3.030089175720398,5.256722131549411,2.1621941170461065,Iris-virginica
+103,6.505975138570813,3.052283870731075,5.059245601215254,2.0939692564651917,Iris-virginica
+104,5.865648181292705,2.9850175002131953,1.6344512204857065,1.3651891329663286,Iris-setosa
+105,6.288047419750864,3.0311515644525873,4.8007079118653015,1.4006198461296568,Iris-versicolor
+106,7.082106582620906,2.71741540953307,6.316085432119342,2.2301940960905213,Iris-virginica
+107,6.044854716740338,3.137977549202185,4.598859074678009,1.6790610035119953,Iris-versicolor
+108,4.934841585704873,3.00734147325444,1.5757329332717558,0.2239456496836255,Iris-setosa
+109,7.558061050618729,2.7915723819675264,5.529346276007978,2.071235704309036,Iris-virginica
+110,5.606987168828537,3.1990432633184227,4.261930979295899,1.5621491033791257,Iris-versicolor
+111,5.071790038705629,3.3204884016904033,1.7266268234445041,0.2925536236771594,Iris-setosa
+112,7.039070403105514,2.6828280899317747,4.81419735748093,1.7524121397881136,Iris-virginica
+113,4.642366506391368,3.4961135529360146,1.4182186114089594,0.2269579764448147,Iris-setosa
+114,5.783233526661788,2.615524954719146,4.382768154507457,1.383449762322579,Iris-versicolor
+115,5.282880441180867,3.389273723989398,1.4870686141505418,0.4023143724477478,Iris-setosa
+116,5.253473620532599,3.015967057140994,5.00738655606942,2.2497960404949406,Iris-virginica
+117,4.673208430630925,3.1402063389208648,1.4629780714395446,0.27939868377009297,Iris-setosa
+118,5.716301124903463,3.119358764235495,4.914252121675718,1.3068654461591134,Iris-versicolor
+119,5.749299534600792,2.99794582948511,4.864468963482157,1.3850264388711908,Iris-versicolor
diff --git a/iris/tvae/0/8/test.csv b/iris/tvae/0/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/8/train.csv b/iris/tvae/0/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/8/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
+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/0/8/val.csv b/iris/tvae/0/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/9/synth.csv b/iris/tvae/0/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..723428d1890d50b72ed106e3d47024be24fdef44
--- /dev/null
+++ b/iris/tvae/0/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.661770314965118,2.930588488201419,4.489511960132992,1.1239939191715203,Iris-versicolor
+1,7.1291567298216,3.3639185155146967,5.983861406759043,2.1707314862919436,Iris-virginica
+2,6.151159371516734,2.3733851544191418,5.431060508369296,1.5873297789199021,Iris-virginica
+3,6.299545147229516,3.157646759979705,4.32483960437242,1.6104863605501423,Iris-versicolor
+4,5.09965013297826,3.070020397555802,1.3791961080194421,0.24878494338352192,Iris-setosa
+5,4.86661771528592,3.5442344104494543,1.306318772535888,0.20852919569622197,Iris-setosa
+6,4.400552395750239,3.1888949129370765,1.3417854332519954,0.10628854669048268,Iris-setosa
+7,4.392508966007993,3.3347917027064558,1.6401901120569544,0.14033875861698647,Iris-setosa
+8,6.532988616625696,2.4841662798030213,5.284781082559485,2.02730525393041,Iris-virginica
+9,4.70257875407775,3.326209673480434,1.5755906096780496,0.23180928187775887,Iris-setosa
+10,5.816853068206257,4.180114673221757,1.7546787032023152,0.31203259300829467,Iris-setosa
+11,5.263214448815786,2.9419435546297112,1.591099196568527,0.21033710382368304,Iris-setosa
+12,6.628253649517945,2.8352052609977836,5.364892080574583,1.8852268940042074,Iris-virginica
+13,5.541478821207347,3.2033129138869736,5.109457448085476,1.772428355010574,Iris-virginica
+14,6.751679406269029,2.9131544626545534,4.515930882950327,1.4555429360523584,Iris-versicolor
+15,4.898738662605931,3.0731666244142075,1.3834013378236631,0.21772600549947482,Iris-setosa
+16,7.265199379587715,3.296329091868248,5.586871593263415,2.1954895099799145,Iris-virginica
+17,5.1434241627039325,4.064043308062563,1.48650148004536,0.35414667554217977,Iris-setosa
+18,6.595026683400592,2.834814711295038,4.759486914251709,1.9610719809908739,Iris-virginica
+19,4.865582450500995,3.129249158223151,1.1812061733515526,0.183602683467256,Iris-setosa
+20,6.6036811507493995,3.067161205993212,4.834631641705985,1.5898559142900779,Iris-versicolor
+21,4.819155193109489,3.6006128718448607,1.3574389325020204,0.14764508529827405,Iris-setosa
+22,5.212562212221611,3.5618792029058977,1.6790756266617752,0.24020593973075857,Iris-setosa
+23,5.663708915230029,2.299021170540776,4.296145254718523,1.3689487278122896,Iris-versicolor
+24,5.167232104866171,3.0604662579344795,1.2418011984681838,0.22863001860269272,Iris-setosa
+25,5.806598364503155,2.570036972552707,3.989704211200406,1.2394230032427496,Iris-versicolor
+26,5.325413827444869,3.2187147374566525,5.277209126016258,2.024820253564187,Iris-virginica
+27,6.869281276538227,3.1643182979104516,5.495532049490186,2.1025060286136124,Iris-virginica
+28,5.785372879769751,3.069866542695371,4.425105970737243,1.4966218117884884,Iris-versicolor
+29,4.633025906344835,4.018647161226973,1.3470692134584037,0.12585021317065206,Iris-setosa
+30,6.2868280667629035,2.7971058056271616,4.878876199898001,1.6783605944654367,Iris-versicolor
+31,6.92219729183448,2.9542306776592158,4.370779394458747,1.4124005864586364,Iris-versicolor
+32,5.178857166549458,2.363516574591191,4.8017868959515155,1.382796410593569,Iris-versicolor
+33,6.182705392673913,2.6878456893249343,5.197459852610192,1.8408296537399291,Iris-virginica
+34,6.586819822142531,2.697094955363243,5.91566755635197,1.954712680409561,Iris-virginica
+35,6.512357259196938,2.959197478835214,5.235355946320499,1.4910972981875992,Iris-virginica
+36,4.899964129911001,3.4894260241927557,1.405446337917578,0.2840938602637674,Iris-setosa
+37,5.187563270647643,3.6494650714964583,1.3695278320017052,0.1792572449520718,Iris-setosa
+38,5.1956838307831275,3.218386161263936,1.4497026171371499,0.2638520771588348,Iris-setosa
+39,6.561770762123319,4.066153766267106,2.155463496760287,0.4464733313052047,Iris-setosa
+40,5.866589730527737,3.706357323167506,1.861476399599012,0.4512651908820333,Iris-setosa
+41,4.882926190859563,3.2522019726139724,1.5826581853995132,0.20132972243724687,Iris-setosa
+42,7.056407315608865,3.1539844751387873,6.097614992492256,2.3348914342325378,Iris-virginica
+43,5.301385340558276,3.5735851086561006,1.4977536918689276,0.32303314348758405,Iris-setosa
+44,4.645243555755635,3.2351014364130455,1.7177908659065606,0.10118564631055063,Iris-setosa
+45,6.297678255602558,3.074455775344415,5.485218654053755,2.2198981662749913,Iris-virginica
+46,7.261153010753953,2.7149831041274584,5.585074301623956,2.0437111822569514,Iris-virginica
+47,5.058675199814445,3.336571077913871,1.47771485168041,0.3230076442809627,Iris-setosa
+48,5.019966359460544,3.485177981348534,1.7342216629358511,0.5725657504649981,Iris-virginica
+49,4.865753012329386,3.235486235378672,1.3991940859806011,0.08744312722414357,Iris-setosa
+50,6.112926287371914,2.884130983863507,4.619916104851139,1.6873670630379987,Iris-versicolor
+51,5.770554366376419,2.379670665355244,3.569949716661924,1.150337914236005,Iris-versicolor
+52,4.842105068901332,3.3540044206574637,1.547686043912257,0.31686213925590173,Iris-setosa
+53,4.436384324687122,3.750305514724114,1.52919489850863,0.22872582746271566,Iris-setosa
+54,4.9205737300162635,2.991880318747746,4.1616039794444495,1.4004798973112917,Iris-versicolor
+55,6.887481955007139,3.2664016531468603,5.863142759639384,2.1985987802291587,Iris-virginica
+56,5.743478866583244,3.0631254821993683,4.565187685657118,1.51712424049615,Iris-versicolor
+57,5.919397369975541,2.6015922563571174,4.101671612522472,1.0557449886353583,Iris-versicolor
+58,6.389144296419267,3.064169590089511,4.896664078626586,1.6143697634125243,Iris-versicolor
+59,4.51287886290147,3.346691411152564,1.2412276885279054,0.15983640930464746,Iris-setosa
+60,7.074705106843719,2.96219155978168,4.466807907376106,1.7946169437752966,Iris-versicolor
+61,5.439137938562982,2.373761227627831,4.38630142020304,1.2574442048697894,Iris-versicolor
+62,6.7775606598248475,3.3313179419028662,6.400584484062602,2.1382766680195537,Iris-virginica
+63,4.457088894845099,3.305411284776237,1.4049687544298046,0.19803638259384132,Iris-setosa
+64,5.841770684709056,3.1668077768233296,1.537023194496147,1.412510537606824,Iris-setosa
+65,5.1119728847488135,3.151765524863246,1.5191701988293493,0.24793187350885473,Iris-setosa
+66,6.5665774333006,2.801998338823618,5.792826977807294,2.1501414156418512,Iris-virginica
+67,5.188554710031045,3.452627136468317,5.328569563797021,1.9522916202020664,Iris-virginica
+68,6.3957564687227375,2.703262440170776,5.007692575874495,1.6609675475866768,Iris-virginica
+69,7.7008867089316,3.0943713291040607,5.466905692992495,2.070313157579732,Iris-virginica
+70,4.451896255639775,3.36262887432977,1.5876871254123752,0.18524081587194707,Iris-setosa
+71,5.4772274335189115,3.1141150442292895,5.245917718798234,1.8147979504203124,Iris-virginica
+72,6.556594095725437,2.8050605844282037,4.687217810760642,1.8196610418360673,Iris-versicolor
+73,6.061238951545614,2.485530205008849,4.959887355578916,1.5503127345751617,Iris-virginica
+74,4.758829547019959,3.140637980837969,1.371373364412847,0.25559663443817715,Iris-setosa
+75,4.816956768633873,3.2456808563082413,1.5987519475515681,0.23373229068715962,Iris-setosa
+76,5.907908689639207,2.8410726405630395,4.451110393647939,1.2066419821411696,Iris-versicolor
+77,4.930648697149444,3.078303334527587,1.3334571809407596,0.20288658929782916,Iris-setosa
+78,6.529693888707132,3.284384244689156,4.225552650264626,1.447704223915514,Iris-versicolor
+79,6.747750339391053,3.1407072083844785,5.087162852065788,2.3330083451878236,Iris-virginica
+80,5.033496981440768,2.928942276112634,4.977385710693349,1.9651943877161882,Iris-setosa
+81,5.118991751181714,3.5236756008360324,1.5030078922959356,0.19478349359721905,Iris-setosa
+82,6.796730670146941,2.862971734722804,5.188996497328635,1.9999200665897952,Iris-virginica
+83,5.447736649784876,2.6342203788130156,3.9746893819270763,1.6736189039213547,Iris-versicolor
+84,7.462734438636273,3.1634806289566564,6.045213964548719,1.990013920687069,Iris-virginica
+85,6.714173234881942,2.6112697764710533,5.216767894297593,1.8529549999478914,Iris-virginica
+86,5.194326036630002,3.9028190082527603,1.494556984140454,0.1667456425176546,Iris-setosa
+87,4.954847725298364,3.3659563343778864,4.9228632591171735,2.171084418374653,Iris-virginica
+88,6.605850529811172,2.754120697622553,4.914313474202366,1.5215737424876115,Iris-virginica
+89,4.438473151562983,3.1688172425192915,1.4910771338527096,0.07254056952164573,Iris-setosa
+90,6.526738725672682,3.16242337917061,4.592214593550717,1.382438451657014,Iris-versicolor
+91,6.4581496048010365,2.8326862221627227,5.146015949061649,1.9954848585235312,Iris-virginica
+92,6.616604883458857,2.5742868599032076,5.231867838623753,1.5207239960298278,Iris-versicolor
+93,6.455988457872759,2.306069738207533,4.884554335863354,1.8397239747907594,Iris-virginica
+94,4.976789649697031,3.595196416583735,2.0325874834618993,0.3943337107880731,Iris-setosa
+95,6.178003711903684,2.534224295278989,5.476848129525292,1.9388267888722566,Iris-virginica
+96,6.327758416521303,3.3052492154011777,1.4182962743364382,1.6862876488241596,Iris-setosa
+97,4.726546938213194,3.3030362566797895,1.5293488755657054,0.3412115508678635,Iris-setosa
+98,6.90227407265087,3.5873878234177,5.809487292549244,2.4756578810819345,Iris-virginica
+99,7.180029450826554,2.996836602603405,5.2786933141481525,2.2413918245158224,Iris-virginica
+100,6.2562651982405075,3.1509313171866244,4.733241641305244,1.6173211716849645,Iris-versicolor
+101,5.952197017084697,2.470697258169523,3.994150456172107,1.1728234774092363,Iris-versicolor
+102,6.301319826610547,2.5992020620728664,4.801584267515574,1.7961574607068889,Iris-versicolor
+103,5.123660895588261,3.1793686155414145,1.5092177972816467,0.41215266324287136,Iris-setosa
+104,4.444259871385274,3.1596992556274763,1.377122202270012,0.094025373391569,Iris-setosa
+105,5.233559559195659,2.021664481018977,3.515054913446018,1.344777895858976,Iris-versicolor
+106,4.535699093306851,3.09733425135178,1.4564617963294473,0.12647254540702216,Iris-setosa
+107,6.875701010665457,3.0327915722801277,5.2324540295792,1.8215820044261708,Iris-virginica
+108,5.607114154572249,3.304155220278559,5.688138319869646,2.304287706034506,Iris-virginica
+109,6.881122487555004,2.9788009597559846,5.303188177837248,1.9124641523532389,Iris-virginica
+110,7.044168239216101,2.8584129711864135,4.556255235293077,1.529724026055888,Iris-versicolor
+111,5.437863098346762,2.1087129363971853,3.2068372277936463,1.4047269371539222,Iris-versicolor
+112,5.157316086464338,3.9635816744187826,1.6064962800274756,0.2581223990871803,Iris-setosa
+113,7.0902584761678344,2.991032080639127,4.821818893530094,1.778040321987569,Iris-virginica
+114,4.642620256146989,3.2036201462239347,1.3799527048249203,0.1272901183061607,Iris-setosa
+115,6.276409938395687,2.7756846999966127,5.2307162276777035,1.8864045098320732,Iris-virginica
+116,5.00218474957341,3.7013098792275256,1.8449623355225881,0.44026359896566947,Iris-setosa
+117,7.1198130844803655,3.173078120985717,5.836537070632248,2.1030723284780635,Iris-virginica
+118,4.470800423118862,3.2058624014656854,1.571302463434266,0.3575439271003436,Iris-setosa
+119,5.480614767392307,3.261531542931428,5.172944696008132,1.894113217998001,Iris-virginica
diff --git a/iris/tvae/0/9/test.csv b/iris/tvae/0/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/9/train.csv b/iris/tvae/0/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/9/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
+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/0/9/val.csv b/iris/tvae/0/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/0/mlu_log.csv b/iris/tvae/0/mlu_log.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c288c6e0e8811043d7fc4a18642179032d0045be
--- /dev/null
+++ b/iris/tvae/0/mlu_log.csv
@@ -0,0 +1,965 @@
+synthesizer_type,synthesizer_step,train_loss,mlu_step,global_step,sample_step,pre_loss,mlu_loss,post_loss
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diff --git a/iris/tvae/0/model.pt b/iris/tvae/0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bf439fdc8d3d502466d301b76ae15dd913e17006
--- /dev/null
+++ b/iris/tvae/0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:53f70ffa01636b54dd95f0d8e64c71defa8924814d650e19114ba08c2b1a8a41
+size 847554
diff --git a/iris/tvae/0/params.json b/iris/tvae/0/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..e914bc4a9dbe8454031ca6a1184a2cc4b7bcb2d0
--- /dev/null
+++ b/iris/tvae/0/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ee4a86cc116ea1fd6d62b1dbcba3ed6e607fa59379ced3f4169eb7346a3132a0
+size 284
diff --git a/iris/tvae/0/state.json b/iris/tvae/0/state.json
new file mode 100644
index 0000000000000000000000000000000000000000..8d9ed78de66c67599d186e0a2f5ead1e064f121d
--- /dev/null
+++ b/iris/tvae/0/state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d4c20734d054278db4ac9fdcb5564546337a41bd0e21c9efe6860af54dc102df
+size 768194
diff --git a/iris/tvae/0/tvae_eval.ipynb b/iris/tvae/0/tvae_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..bbd2971000a8d8d0394ddc14ca78de3b6c0e08cc
--- /dev/null
+++ b/iris/tvae/0/tvae_eval.ipynb
@@ -0,0 +1,2059 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "6fa76140",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:18:53.182241Z",
+     "iopub.status.busy": "2024-07-29T07:18:53.181878Z",
+     "iopub.status.idle": "2024-07-29T07:19:05.119388Z",
+     "shell.execute_reply": "2024-07-29T07:19:05.118406Z"
+    },
+    "executionInfo": {
+     "elapsed": 556,
+     "status": "ok",
+     "timestamp": 1697339009466,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 11.949405,
+     "end_time": "2024-07-29T07:19:05.121894",
+     "exception": false,
+     "start_time": "2024-07-29T07:18:53.172489",
+     "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",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 35%\r",
+      "\r",
+      "Reading package lists... 35%\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... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 49%\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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 99%\r",
+      "\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 91 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": "d0d0c44f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:19:05.144702Z",
+     "iopub.status.busy": "2024-07-29T07:19:05.144369Z",
+     "iopub.status.idle": "2024-07-29T07:19:05.152256Z",
+     "shell.execute_reply": "2024-07-29T07:19:05.151365Z"
+    },
+    "papermill": {
+     "duration": 0.021602,
+     "end_time": "2024-07-29T07:19:05.154151",
+     "exception": false,
+     "start_time": "2024-07-29T07:19:05.132549",
+     "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": "a2806789",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009504,
+     "end_time": "2024-07-29T07:19:05.173692",
+     "exception": false,
+     "start_time": "2024-07-29T07:19:05.164188",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "6159b58e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:19:05.194145Z",
+     "iopub.status.busy": "2024-07-29T07:19:05.193861Z",
+     "iopub.status.idle": "2024-07-29T07:19:05.200879Z",
+     "shell.execute_reply": "2024-07-29T07:19:05.200052Z"
+    },
+    "papermill": {
+     "duration": 0.01961,
+     "end_time": "2024-07-29T07:19:05.202934",
+     "exception": false,
+     "start_time": "2024-07-29T07:19:05.183324",
+     "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": "837cd04d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:19:05.223717Z",
+     "iopub.status.busy": "2024-07-29T07:19:05.223230Z",
+     "iopub.status.idle": "2024-07-29T07:19:05.228224Z",
+     "shell.execute_reply": "2024-07-29T07:19:05.227429Z"
+    },
+    "papermill": {
+     "duration": 0.017713,
+     "end_time": "2024-07-29T07:19:05.230079",
+     "exception": false,
+     "start_time": "2024-07-29T07:19:05.212366",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = True\n",
+    "gp_multiply = True\n",
+    "df_name = 0\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tvae/0\"\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"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "25d60e4c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:19:05.251551Z",
+     "iopub.status.busy": "2024-07-29T07:19:05.251233Z",
+     "iopub.status.idle": "2024-07-29T07:19:05.256607Z",
+     "shell.execute_reply": "2024-07-29T07:19:05.255844Z"
+    },
+    "papermill": {
+     "duration": 0.018383,
+     "end_time": "2024-07-29T07:19:05.258683",
+     "exception": false,
+     "start_time": "2024-07-29T07:19:05.240300",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_est_eval_5_gp_mul_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": "f054fad3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:19:05.279530Z",
+     "iopub.status.busy": "2024-07-29T07:19:05.279255Z",
+     "iopub.status.idle": "2024-07-29T07:19:06.303168Z",
+     "shell.execute_reply": "2024-07-29T07:19:06.302085Z"
+    },
+    "papermill": {
+     "duration": 1.037492,
+     "end_time": "2024-07-29T07:19:06.306110",
+     "exception": false,
+     "start_time": "2024-07-29T07:19:05.268618",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "fatal: destination path 'final' already exists and is not an empty directory.\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": "ba3a7cc9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:19:06.332280Z",
+     "iopub.status.busy": "2024-07-29T07:19:06.331812Z",
+     "iopub.status.idle": "2024-07-29T07:19:07.337614Z",
+     "shell.execute_reply": "2024-07-29T07:19:07.336682Z"
+    },
+    "papermill": {
+     "duration": 1.021467,
+     "end_time": "2024-07-29T07:19:07.339837",
+     "exception": false,
+     "start_time": "2024-07-29T07:19:06.318370",
+     "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": "d5e00903",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:19:07.361949Z",
+     "iopub.status.busy": "2024-07-29T07:19:07.361656Z",
+     "iopub.status.idle": "2024-07-29T07:19:07.370674Z",
+     "shell.execute_reply": "2024-07-29T07:19:07.369940Z"
+    },
+    "papermill": {
+     "duration": 0.022489,
+     "end_time": "2024-07-29T07:19:07.372657",
+     "exception": false,
+     "start_time": "2024-07-29T07:19:07.350168",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tvae/0\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": "e26fea52",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:19:07.397236Z",
+     "iopub.status.busy": "2024-07-29T07:19:07.396616Z",
+     "iopub.status.idle": "2024-07-29T07:19:07.759144Z",
+     "shell.execute_reply": "2024-07-29T07:19:07.758363Z"
+    },
+    "executionInfo": {
+     "elapsed": 573,
+     "status": "ok",
+     "timestamp": 1697340246093,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.378165,
+     "end_time": "2024-07-29T07:19:07.761861",
+     "exception": false,
+     "start_time": "2024-07-29T07:19:07.383696",
+     "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": "cd242900",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:19:07.784528Z",
+     "iopub.status.busy": "2024-07-29T07:19:07.784247Z",
+     "iopub.status.idle": "2024-07-29T07:19:09.400056Z",
+     "shell.execute_reply": "2024-07-29T07:19:09.399071Z"
+    },
+    "executionInfo": {
+     "elapsed": 17,
+     "status": "ok",
+     "timestamp": 1697340246097,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.630011,
+     "end_time": "2024-07-29T07:19:09.402531",
+     "exception": false,
+     "start_time": "2024-07-29T07:19:07.772520",
+     "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": "91d678b6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:19:09.427730Z",
+     "iopub.status.busy": "2024-07-29T07:19:09.427314Z",
+     "iopub.status.idle": "2024-07-29T07:19:09.435699Z",
+     "shell.execute_reply": "2024-07-29T07:19:09.434823Z"
+    },
+    "executionInfo": {
+     "elapsed": 365,
+     "status": "ok",
+     "timestamp": 1697343112569,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.023639,
+     "end_time": "2024-07-29T07:19:09.437688",
+     "exception": false,
+     "start_time": "2024-07-29T07:19:09.414049",
+     "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": "5d402ed0",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:19:09.460797Z",
+     "iopub.status.busy": "2024-07-29T07:19:09.460103Z",
+     "iopub.status.idle": "2024-07-29T07:19:09.464608Z",
+     "shell.execute_reply": "2024-07-29T07:19:09.463841Z"
+    },
+    "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": 0.018318,
+     "end_time": "2024-07-29T07:19:09.466624",
+     "exception": false,
+     "start_time": "2024-07-29T07:19:09.448306",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "f95608ce",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:19:09.489378Z",
+     "iopub.status.busy": "2024-07-29T07:19:09.488827Z",
+     "iopub.status.idle": "2024-07-29T07:19:09.984292Z",
+     "shell.execute_reply": "2024-07-29T07:19:09.983281Z"
+    },
+    "papermill": {
+     "duration": 0.509782,
+     "end_time": "2024-07-29T07:19:09.986739",
+     "exception": false,
+     "start_time": "2024-07-29T07:19:09.476957",
+     "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": "84b0f6d5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:19:10.011705Z",
+     "iopub.status.busy": "2024-07-29T07:19:10.011379Z",
+     "iopub.status.idle": "2024-07-29T07:19:22.693475Z",
+     "shell.execute_reply": "2024-07-29T07:19:22.692458Z"
+    },
+    "papermill": {
+     "duration": 12.697181,
+     "end_time": "2024-07-29T07:19:22.695560",
+     "exception": false,
+     "start_time": "2024-07-29T07:19:09.998379",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-29 07:19:14.084028: 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",
+      "2024-07-29 07:19:14.084123: 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",
+      "2024-07-29 07:19:14.216362: 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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_run True\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": "a592d609",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:19:22.721084Z",
+     "iopub.status.busy": "2024-07-29T07:19:22.719972Z",
+     "iopub.status.idle": "2024-07-29T07:19:22.731480Z",
+     "shell.execute_reply": "2024-07-29T07:19:22.730793Z"
+    },
+    "papermill": {
+     "duration": 0.026141,
+     "end_time": "2024-07-29T07:19:22.733398",
+     "exception": false,
+     "start_time": "2024-07-29T07:19:22.707257",
+     "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": "8a0c3ef2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:19:22.756654Z",
+     "iopub.status.busy": "2024-07-29T07:19:22.756367Z",
+     "iopub.status.idle": "2024-07-29T07:19:25.553696Z",
+     "shell.execute_reply": "2024-07-29T07:19:25.552749Z"
+    },
+    "papermill": {
+     "duration": 2.812077,
+     "end_time": "2024-07-29T07:19:25.556239",
+     "exception": false,
+     "start_time": "2024-07-29T07:19:22.744162",
+     "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": "50b00492",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:19:25.583298Z",
+     "iopub.status.busy": "2024-07-29T07:19:25.582941Z",
+     "iopub.status.idle": "2024-07-29T07:19:25.588799Z",
+     "shell.execute_reply": "2024-07-29T07:19:25.587919Z"
+    },
+    "papermill": {
+     "duration": 0.021858,
+     "end_time": "2024-07-29T07:19:25.590802",
+     "exception": false,
+     "start_time": "2024-07-29T07:19:25.568944",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'tvae': 24,\n",
+       " 'realtabformer': (31, 89, Embedding(89, 864), 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": "b17240f1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:19:25.615366Z",
+     "iopub.status.busy": "2024-07-29T07:19:25.614582Z",
+     "iopub.status.idle": "2024-07-29T07:19:26.141107Z",
+     "shell.execute_reply": "2024-07-29T07:19:26.140065Z"
+    },
+    "papermill": {
+     "duration": 0.541409,
+     "end_time": "2024-07-29T07:19:26.143646",
+     "exception": false,
+     "start_time": "2024-07-29T07:19:25.602237",
+     "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": "227ec962",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:19:26.169567Z",
+     "iopub.status.busy": "2024-07-29T07:19:26.169247Z",
+     "iopub.status.idle": "2024-07-29T07:19:26.188803Z",
+     "shell.execute_reply": "2024-07-29T07:19:26.187920Z"
+    },
+    "papermill": {
+     "duration": 0.034837,
+     "end_time": "2024-07-29T07:19:26.190691",
+     "exception": false,
+     "start_time": "2024-07-29T07:19:26.155854",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Creating model of type <class 'ml_utility_loss.loss_learning.estimator.model.models.TwinEncoder'>\n",
+      "[*] Embedding False True\n",
+      "['tvae'] 1\n"
+     ]
+    }
+   ],
+   "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": "69cf7bc1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:19:26.215485Z",
+     "iopub.status.busy": "2024-07-29T07:19:26.214799Z",
+     "iopub.status.idle": "2024-07-29T07:19:26.261424Z",
+     "shell.execute_reply": "2024-07-29T07:19:26.260571Z"
+    },
+    "papermill": {
+     "duration": 0.061532,
+     "end_time": "2024-07-29T07:19:26.263504",
+     "exception": false,
+     "start_time": "2024-07-29T07:19:26.201972",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'t_start': 0, 't_end': 884, 't_range': None, 'n_steps': 4, 'n_inner_steps': 8, 'n_inner_steps_2': 4, 'loss_mul': 1, 'div_batch': True, 'forgive_over': True, 'n_real': 16, 'n_samples': 256, 't_steps': 64, 'mlu_run': 4, 'target': None, 'lr': 0.0024691846729202292, 'loss_fn': <function mse_loss at 0x7bf7bcf9cd30>, 'Optim': <class 'torch.optim.adamw.AdamW'>}\n"
+     ]
+    }
+   ],
+   "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": "ebf1869f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:19:26.289949Z",
+     "iopub.status.busy": "2024-07-29T07:19:26.289568Z",
+     "iopub.status.idle": "2024-07-29T07:19:26.309403Z",
+     "shell.execute_reply": "2024-07-29T07:19:26.308538Z"
+    },
+    "papermill": {
+     "duration": 0.035655,
+     "end_time": "2024-07-29T07:19:26.311486",
+     "exception": false,
+     "start_time": "2024-07-29T07:19:26.275831",
+     "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": "de7dd677",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:19:26.336268Z",
+     "iopub.status.busy": "2024-07-29T07:19:26.335966Z",
+     "iopub.status.idle": "2024-07-29T07:19:26.339899Z",
+     "shell.execute_reply": "2024-07-29T07:19:26.339022Z"
+    },
+    "papermill": {
+     "duration": 0.018598,
+     "end_time": "2024-07-29T07:19:26.341855",
+     "exception": false,
+     "start_time": "2024-07-29T07:19:26.323257",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "3a41e9be",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:19:26.366736Z",
+     "iopub.status.busy": "2024-07-29T07:19:26.366212Z",
+     "iopub.status.idle": "2024-07-29T07:19:26.793446Z",
+     "shell.execute_reply": "2024-07-29T07:19:26.792642Z"
+    },
+    "papermill": {
+     "duration": 0.442414,
+     "end_time": "2024-07-29T07:19:26.795792",
+     "exception": false,
+     "start_time": "2024-07-29T07:19:26.353378",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Caching in ../../../../iris/_cache_inference/tvae/all inf False\n"
+     ]
+    }
+   ],
+   "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": "77e24329",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:19:26.822970Z",
+     "iopub.status.busy": "2024-07-29T07:19:26.822560Z",
+     "iopub.status.idle": "2024-07-29T07:19:26.833163Z",
+     "shell.execute_reply": "2024-07-29T07:19:26.832309Z"
+    },
+    "papermill": {
+     "duration": 0.026542,
+     "end_time": "2024-07-29T07:19:26.835160",
+     "exception": false,
+     "start_time": "2024-07-29T07:19:26.808618",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu step every 64 starting 0 until 884\n",
+      "mlu step times 4*8*4\n",
+      "mlu samples 120 / 120\n",
+      "mlu logging ./mlu_log.csv\n"
+     ]
+    }
+   ],
+   "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": "fbe61b15",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:19:26.861081Z",
+     "iopub.status.busy": "2024-07-29T07:19:26.860385Z",
+     "iopub.status.idle": "2024-07-29T07:19:26.867945Z",
+     "shell.execute_reply": "2024-07-29T07:19:26.867248Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697343113004,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.022694,
+     "end_time": "2024-07-29T07:19:26.869947",
+     "exception": false,
+     "start_time": "2024-07-29T07:19:26.847253",
+     "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": "6ce78cff",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:19:26.895338Z",
+     "iopub.status.busy": "2024-07-29T07:19:26.895063Z",
+     "iopub.status.idle": "2024-07-29T07:28:00.230994Z",
+     "shell.execute_reply": "2024-07-29T07:28:00.230081Z"
+    },
+    "executionInfo": {
+     "elapsed": 286822,
+     "status": "ok",
+     "timestamp": 1697343399823,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "wGsDQTlk8Zl1",
+    "papermill": {
+     "duration": 513.367179,
+     "end_time": "2024-07-29T07:28:00.249130",
+     "exception": false,
+     "start_time": "2024-07-29T07:19:26.881951",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.16354519128799438\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.14226645231246948\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.008095993660390377\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.1938653439283371\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0088243018835783\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.004128061700612307\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.001062296680174768\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.045973848551511765\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.02345958538353443\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 1.759331462380942e-05\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.00017308809037785977\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.044362861663103104\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0023172348737716675\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.01653570681810379\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 4.0563332731835544e-05\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.021459907293319702\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.014959163032472134\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.010783796198666096\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0009968617232516408\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0012836152454838157\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0046915700659155846\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.009353036992251873\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.000554413185454905\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.00018550167442299426\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.005934677552431822\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.00020574455265887082\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0018454325618222356\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.007598214782774448\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0002927578752860427\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0008483509882353246\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.004621295258402824\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.000604340573772788\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0004165559948887676\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.010169734247028828\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.00020552743808366358\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0002675750001799315\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.004444340709596872\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.00026525952853262424\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(-14.725486755371094, 3.897606611251831)"
+      ]
+     },
+     "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": "f5b69c9c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:28:00.285595Z",
+     "iopub.status.busy": "2024-07-29T07:28:00.284736Z",
+     "iopub.status.idle": "2024-07-29T07:28:00.314383Z",
+     "shell.execute_reply": "2024-07-29T07:28:00.313674Z"
+    },
+    "executionInfo": {
+     "elapsed": 403,
+     "status": "ok",
+     "timestamp": 1697343400203,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.050039,
+     "end_time": "2024-07-29T07:28:00.316260",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:00.266221",
+     "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": "8cd5c948",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 228
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:28:00.349591Z",
+     "iopub.status.busy": "2024-07-29T07:28:00.349308Z",
+     "iopub.status.idle": "2024-07-29T07:28:01.197001Z",
+     "shell.execute_reply": "2024-07-29T07:28:01.195990Z"
+    },
+    "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": 0.867085,
+     "end_time": "2024-07-29T07:28:01.199390",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:00.332305",
+     "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": "af034abd",
+   "metadata": {
+    "executionInfo": {
+     "elapsed": 10,
+     "status": "aborted",
+     "timestamp": 1697343400204,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "nB724X33v4Qd",
+    "papermill": {
+     "duration": 0.018036,
+     "end_time": "2024-07-29T07:28:01.234733",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:01.216697",
+     "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": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.13"
+  },
+  "papermill": {
+   "default_parameters": {},
+   "duration": 552.343218,
+   "end_time": "2024-07-29T07:28:04.064868",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tvae/0/tvae_eval.ipynb",
+   "output_path": "eval/iris/tvae/0/tvae_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 0,
+    "folder": "eval",
+    "gp": true,
+    "gp_multiply": true,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tvae/0",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": true,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-29T07:18:51.721650",
+   "version": "2.5.0"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
\ No newline at end of file