diff --git a/iris/tvae/1/0/synth.csv b/iris/tvae/1/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b14d3bd0756964c511442f102635c07f7c0914fa
--- /dev/null
+++ b/iris/tvae/1/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.105191440932945,3.5396364179521087,1.3739433265979075,0.21020655857299983,Iris-setosa
+1,6.7984716744381135,2.767623459451183,4.829885342813167,1.6369943357405037,Iris-versicolor
+2,7.314386586825751,2.8901338682939484,5.600650981120963,1.9035390959690615,Iris-virginica
+3,4.956472220717872,3.432784704062071,1.4607301781631987,0.24542033886345563,Iris-setosa
+4,5.242932245028431,3.4686752755434136,1.5086989384611813,0.20483996703959967,Iris-setosa
+5,5.324886396654204,4.203597775384262,1.1132451444426692,0.3548717786561808,Iris-setosa
+6,5.242309146784783,2.3331881840820126,4.0375102666202265,1.1039855362881548,Iris-versicolor
+7,5.498943372790829,4.391434469700004,2.251812066624889,0.5342335280863801,Iris-setosa
+8,5.49180047775563,3.8175809427018526,1.371169181209636,0.22387881440771173,Iris-setosa
+9,5.680102974714893,3.975404300142954,1.339872730753962,0.17098218048203018,Iris-setosa
+10,4.539050649652882,2.871657986950359,1.4785028107955505,0.20159263657952758,Iris-setosa
+11,4.701764015975807,3.6119575037387994,1.1343605235239476,0.14547588848531118,Iris-setosa
+12,6.5437268260942,2.683304701405372,5.283361495875688,1.761162888675806,Iris-virginica
+13,5.045842101013195,3.6296914919835923,1.4937095733107553,0.18691213867774287,Iris-setosa
+14,5.000313807433505,2.3267760926430796,3.543126790740957,1.0544711835500835,Iris-versicolor
+15,5.670709445063551,2.99539250386563,4.4173061950426105,1.5110195272367717,Iris-versicolor
+16,5.979427843015421,2.6596865587490814,3.8694292399380132,1.2018770982694955,Iris-versicolor
+17,4.995539626768757,3.2818617763952482,1.352574114746808,0.18138143933813827,Iris-setosa
+18,5.286314295508307,3.3625899100848597,1.3680322570630006,0.2717534396318497,Iris-setosa
+19,5.874226136540044,2.523674281223332,4.8864844835577035,1.7677251895511232,Iris-virginica
+20,5.113162778291761,2.599221509191279,4.078564469166418,1.2273453231180593,Iris-versicolor
+21,4.812690701230821,2.8979904394031415,4.319585781398508,1.6022352735817798,Iris-versicolor
+22,5.077450110119475,3.8065560030465226,1.4586349175910922,0.06412245862282076,Iris-setosa
+23,4.8230175139695515,3.613063754991917,1.434803925031775,0.1284901602418519,Iris-setosa
+24,6.823920104435404,3.2091077188280885,4.602782725632866,1.6185147242962012,Iris-virginica
+25,5.986810867905361,3.4368726775529606,5.246261234237848,1.9511765772725453,Iris-virginica
+26,6.067799394872666,2.5970012847347133,5.030734120348284,1.6346657525311634,Iris-virginica
+27,5.427201765347679,3.164265128199575,4.381340266917154,1.2420997567451906,Iris-versicolor
+28,6.471323431350499,2.5140071035753957,4.949945892359174,1.8885232383285289,Iris-virginica
+29,4.970925330673798,3.1963384602582012,1.329832058698078,0.20208767169049485,Iris-setosa
+30,6.715226341046911,2.859151346451922,5.241275546740614,1.6679049423813586,Iris-virginica
+31,5.733515586998484,3.2157505156322754,3.6531695549168166,1.21004880885182,Iris-versicolor
+32,4.669422847250552,3.2596725011899865,1.65339369324387,0.1898422267549172,Iris-setosa
+33,5.501363972857913,2.723505491982145,5.179253123598937,1.540713848408146,Iris-virginica
+34,4.593661721496948,3.24375811196227,1.3958047069755581,0.16616213935155755,Iris-setosa
+35,6.588910987805951,2.919836910024972,4.3139623267157,1.3195576505918505,Iris-versicolor
+36,6.149332533982571,2.9759152571020113,5.103929793068122,1.8730297970087073,Iris-virginica
+37,4.924296481104915,3.0452779662763025,1.400541965449032,0.2943070195794037,Iris-setosa
+38,5.2048296920911525,3.3354644817483754,1.1586970213809507,0.29338864065599785,Iris-setosa
+39,6.595828861329676,2.9553279661385923,5.777401421231681,2.081270869905009,Iris-virginica
+40,5.53189457446161,2.894049919245987,4.749069149986571,1.779659204354367,Iris-virginica
+41,6.626158654135633,3.6885630902102466,6.018030604161828,2.3609783102761144,Iris-virginica
+42,6.421085881242463,2.995327226546107,4.055493430826354,1.410368946211288,Iris-versicolor
+43,4.768686602952222,3.2155812058562985,1.6566766562678648,0.2348489199298662,Iris-setosa
+44,5.7057815397072496,2.690427701733422,4.456009010960952,1.3703355544824274,Iris-versicolor
+45,5.603915466218017,2.782933203867041,4.1471514745018,1.2035644719247873,Iris-versicolor
+46,6.342858838345215,2.8214770268988945,5.2547869921369115,1.961692718082079,Iris-virginica
+47,6.827636159272891,2.685699787647942,5.895656309052155,1.8710455002950894,Iris-virginica
+48,4.363370382405552,2.9149718086054,1.3470142183123104,0.20660908655327076,Iris-setosa
+49,6.492182455520981,3.4486050222522526,5.939659855923258,2.4345406184393137,Iris-virginica
+50,5.498121788382382,2.9985035049099737,4.845889123648254,1.54824653483805,Iris-virginica
+51,7.233101658442731,3.3639602590407134,5.847771046740422,2.297199688089766,Iris-virginica
+52,7.5778534789733545,3.28512235528533,6.641871728522277,2.187351872150441,Iris-virginica
+53,6.039615828027786,2.585175024425395,4.726755878673255,1.5718124124294555,Iris-virginica
+54,4.630576707150259,3.237267184518844,1.463225686622303,0.2876508065983337,Iris-setosa
+55,4.972727814450327,3.3891538788895557,1.4034858119751066,0.24311963664543082,Iris-setosa
+56,7.008366947744731,2.9181383734383703,5.663024020604777,2.032500290114265,Iris-virginica
+57,6.48677477325356,2.8489915800119925,5.49085376188689,1.9905222437691272,Iris-virginica
+58,4.922134959050246,3.531607448806981,1.5875132417470244,0.39957108036372857,Iris-setosa
+59,5.238584293062357,3.940554652724054,1.388082709327874,0.24451585518984298,Iris-setosa
+60,6.056222864617031,2.831602883912139,4.306883167023439,1.6276716506088007,Iris-versicolor
+61,6.388217380437136,2.7796551990952314,5.693554247608689,1.9364163051759251,Iris-virginica
+62,5.447927879455172,2.9170721905071826,4.233575109533,1.0455036819643284,Iris-versicolor
+63,5.300885969370455,2.1342599586944404,3.854225517116292,1.2683044792725149,Iris-versicolor
+64,4.768235019339146,3.2587816757550145,1.4963189268917447,0.20077093339969393,Iris-setosa
+65,6.390459518901666,2.608551147615139,5.171903184605097,1.8654732382278711,Iris-virginica
+66,5.7138000688735335,2.6839761611042405,4.51402062831539,1.8174671397075701,Iris-virginica
+67,6.0691992873505844,4.2745737234009535,1.4535811142845723,0.1846278319874055,Iris-setosa
+68,6.53858290097742,3.3566556284613975,5.8862473686608325,2.407454436937029,Iris-virginica
+69,6.497027242449245,3.5039587782502926,5.464526497093141,2.3313872898989394,Iris-virginica
+70,6.884775052031033,2.7432118682507607,5.444125165377593,1.6461416278615038,Iris-virginica
+71,6.6127592828668185,2.927052865552883,5.5658338078573895,1.7001144209387302,Iris-virginica
+72,6.1429820671916335,2.826479254801837,4.57857646137282,1.7428883016544636,Iris-virginica
+73,4.685013490097251,2.7799295206405366,1.280759667590586,0.26175944001975443,Iris-setosa
+74,5.890098000402637,3.042759061248508,4.658959351921427,1.6048666248186094,Iris-versicolor
+75,4.835912281872348,2.8475789365050486,4.594207829632556,1.7011082701583098,Iris-versicolor
+76,6.734223958178147,3.610147742602595,5.895350679700953,2.684296350661597,Iris-virginica
+77,6.1310454989720915,3.20318683724086,4.9786765834939635,2.0289282525146106,Iris-virginica
+78,4.716314070146519,3.773951075922345,1.394074195731522,0.24122714362999287,Iris-setosa
+79,5.573141791072407,3.277122169138064,4.4194732674619095,1.3235478803493959,Iris-versicolor
+80,5.942786494347462,2.790350010219124,4.520943986899577,1.5233298629441088,Iris-versicolor
+81,5.339176261393591,2.9218471563804433,1.2492532890699464,1.4068778208795487,Iris-setosa
+82,5.799058139956676,3.276155361921898,4.379430814195413,1.3784354332004543,Iris-versicolor
+83,4.906218630978618,2.9521447838170727,4.560222760249477,1.8028181004475665,Iris-virginica
+84,5.7479370831626175,3.053405190559393,4.461100146554746,1.729751748411744,Iris-versicolor
+85,6.775329816252665,2.6376396324821374,4.714218920747499,1.4921245129726783,Iris-versicolor
+86,6.139786496244183,3.1182477338088885,4.676975966716215,1.6081299106060272,Iris-versicolor
+87,4.232878099353245,2.8813943273449385,1.4164030819696194,0.07499682947055747,Iris-setosa
+88,5.642521036854294,3.101499774010462,4.474639444980901,1.52737147041272,Iris-versicolor
+89,5.955857004937508,3.033227223786365,4.803179684465077,1.6341551397632101,Iris-versicolor
+90,4.745123658575115,3.292354886320973,1.5076070682956015,0.18875205926865024,Iris-setosa
+91,6.834217791097265,3.034009541094831,4.432498073640085,1.5714709087929821,Iris-versicolor
+92,5.344588017786404,3.600491301640929,1.7429872620198954,0.3610915050544645,Iris-setosa
+93,5.283960840517391,3.6485995612980995,1.3481385676601398,0.1758404176686578,Iris-setosa
+94,5.736327886727646,2.9772945005794242,3.856132797033053,1.4477816397099132,Iris-versicolor
+95,6.284899433848112,3.29433051896819,5.402163388609595,2.318069595499667,Iris-virginica
+96,7.423058169368593,3.229506506920905,5.827087062848879,1.9938096109111612,Iris-virginica
+97,4.77221599583726,3.1805284177282833,1.535046815308446,0.11030788529040542,Iris-setosa
+98,4.416083881800629,3.356427757951132,1.2998481151840187,0.12499054901661058,Iris-setosa
+99,6.51891976674672,2.815070873319666,5.63058463495932,1.7030839356821619,Iris-virginica
+100,6.1228449219893495,2.24446069264315,3.921313173116955,0.9995962939784794,Iris-versicolor
+101,6.820891674089205,2.7795674684124956,5.0915451446020645,1.6182365228877715,Iris-virginica
+102,4.506542695046141,2.968825905106492,1.2219506002752785,0.06245013575250713,Iris-setosa
+103,6.344054676584834,2.6405786652813603,3.825111320273443,1.2174527004511266,Iris-versicolor
+104,6.3202217233614535,2.589596481211304,4.172231273005166,1.2420843360695142,Iris-versicolor
+105,4.83176225552975,3.3020403356449526,1.3351076613639936,0.0851995609878331,Iris-setosa
+106,6.082109087574538,2.728453766844618,5.009540209557755,1.5847929133869894,Iris-virginica
+107,5.7047072567397406,2.759609226120503,4.051840973854294,1.0991683865895334,Iris-versicolor
+108,4.884777288950561,3.2134146609024024,1.363111957807138,0.09488750127495305,Iris-setosa
+109,5.84910170616874,2.8297216885382395,4.814989435605079,1.777156510243707,Iris-virginica
+110,5.421809316779388,3.7697258147588895,1.2325444902418412,0.19835016028522667,Iris-setosa
+111,5.0552358476119945,3.4486379781003937,1.3829261917212001,0.12900509133127225,Iris-setosa
+112,5.982068683961524,2.956651954838012,5.275045633252962,1.9455877699431223,Iris-virginica
+113,6.88906720764817,3.0158813997202163,5.29582186679674,1.6806910843487266,Iris-virginica
+114,5.345915217854006,2.5687093382620674,4.058623866280607,1.5331004397786199,Iris-versicolor
+115,6.5500890394471964,2.7879182450897138,4.975812166830632,1.8079154046179302,Iris-virginica
+116,4.671669211022457,3.4818710703763784,1.3973493117211244,0.31662380752498537,Iris-setosa
+117,4.892797756439551,2.596894386514493,4.541918291907904,1.5832423670802307,Iris-virginica
+118,4.888520033619761,3.1410953540521405,1.3875843246571558,0.17170472433348108,Iris-setosa
+119,5.0464836908197075,2.4081093190928895,3.226943209888139,0.9755541926398289,Iris-versicolor
diff --git a/iris/tvae/1/0/test.csv b/iris/tvae/1/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/0/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/0/train.csv b/iris/tvae/1/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/0/val.csv b/iris/tvae/1/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/0/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/1/synth.csv b/iris/tvae/1/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1aaa2333ed5e12bd1d54f2c21dd572845f15cb0c
--- /dev/null
+++ b/iris/tvae/1/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.3517200102055185,3.7349740631235693,1.4298275200306656,0.1569502939944558,Iris-setosa
+1,5.886964292390932,2.864817759687932,5.008979973851029,2.218208371344554,Iris-virginica
+2,5.122381032208098,4.1503419939088175,1.2849849591939222,0.05704502300733705,Iris-setosa
+3,5.1700234471090685,2.725424649233845,3.852895211262446,1.0715166312178082,Iris-versicolor
+4,5.984686529083465,2.620933458721481,4.647541780615243,1.8209428367734197,Iris-virginica
+5,4.768067642332444,4.077838933088975,1.4180675358257537,0.21060217331361755,Iris-setosa
+6,6.893526409794757,3.124657143414359,4.975892595008211,1.6519730828001864,Iris-versicolor
+7,6.69159638159455,2.9155990506751506,5.1764254322387355,1.371960939068196,Iris-virginica
+8,6.789990384097861,2.6833598386225197,5.772678117545607,2.007033717873521,Iris-virginica
+9,5.5168096417742225,3.184409690489437,4.200046437653607,1.4293345078331843,Iris-versicolor
+10,4.583462642307861,2.9226522720746493,1.3414465985662172,0.16236896177222163,Iris-setosa
+11,5.406409358066747,2.7356377391925744,4.704983834467362,1.682707791686912,Iris-virginica
+12,5.615911160127826,2.1584168516617463,2.9488732663863755,0.9943237090455727,Iris-versicolor
+13,5.777879574557986,3.0709067277298634,5.238919575536203,1.5811052246104413,Iris-versicolor
+14,7.054767798219347,3.2304987545502373,4.691105453559991,1.689959118019337,Iris-versicolor
+15,6.752237041642053,2.7621837738064303,5.036913263513908,1.6905000208649932,Iris-virginica
+16,4.319494205724439,2.944622469446758,1.500897612867905,0.24000239033588042,Iris-setosa
+17,6.927598261984371,3.221864032170661,6.090061104605704,2.2435930976081027,Iris-virginica
+18,6.347095450521126,2.8976172612677265,5.281420449890364,1.713843896435022,Iris-virginica
+19,6.404819568611745,2.711960436092791,4.101280500388715,1.3570704884448106,Iris-versicolor
+20,4.494069192902662,2.0139260783333643,4.3684640090598625,0.9013394266988782,Iris-versicolor
+21,7.2112363446893655,3.151672898236468,5.483198285691526,2.1097172467390743,Iris-virginica
+22,5.93461510150985,3.239582148966302,4.777174555775534,1.430882896480069,Iris-versicolor
+23,4.9165406339543205,3.4014203760043435,1.2711107480116735,0.1681048613817833,Iris-setosa
+24,5.290569291898724,3.5172114647898343,1.314171624892408,0.2565288645787932,Iris-setosa
+25,4.9537666413712405,3.4271173042227008,1.7728422394716943,0.4257499343828307,Iris-setosa
+26,5.156381531912916,3.4334163145003522,1.7205292417358122,0.31751639314581653,Iris-setosa
+27,4.948965577461213,3.598077049082874,1.5705154347834618,0.2484809357114079,Iris-setosa
+28,6.533331480435443,2.907154651090295,5.471178403660677,1.5689076148040757,Iris-virginica
+29,5.035580565448575,3.7737610505176677,1.5767525464097802,0.26267697992141104,Iris-setosa
+30,4.900298440675046,3.018760828327022,1.4166088415454414,0.803516178087289,Iris-setosa
+31,4.783442250482325,2.7120189803654893,1.6690631777873828,0.2259058852542299,Iris-setosa
+32,5.082786248841689,3.8662505182671314,1.6613072902647976,0.22318105039969213,Iris-setosa
+33,6.241613370782981,3.029625538058927,4.269532943623171,1.3018690587493316,Iris-versicolor
+34,6.557771313523249,2.901699190633311,4.091562953159965,1.1867840099480844,Iris-versicolor
+35,4.998268467299685,3.251289808043127,1.4389063771148585,0.26660277376594443,Iris-setosa
+36,4.825455340914932,3.5195911840854928,1.3291743136216239,0.1093622335155984,Iris-setosa
+37,6.680282522577376,2.83658187612055,5.650904376660597,1.87972162983498,Iris-virginica
+38,4.948186417712695,2.902910170095521,4.530998710755044,1.6912340743672818,Iris-virginica
+39,6.3572866151481895,2.8669400751188405,4.58635947779345,1.5140414576487418,Iris-versicolor
+40,5.811162439098935,2.64892924381268,3.8919308910634487,1.1794975380739103,Iris-versicolor
+41,5.707786731353589,2.826430681833544,4.514992411639108,1.6578087220101363,Iris-versicolor
+42,4.834809788405939,3.596259382888336,1.3953580424314118,0.20072958352205947,Iris-setosa
+43,6.4658379625021825,2.8293152023920802,5.331770618909551,2.0711141425160067,Iris-virginica
+44,6.281870482721454,3.225764132902877,5.422067922274291,2.1481916581381926,Iris-virginica
+45,7.122895472329153,3.0630373145422793,6.004464991591019,1.9611532099796118,Iris-virginica
+46,4.661575234732774,3.318498841503758,1.4938159435248668,0.13163255988786723,Iris-setosa
+47,6.92773781094147,3.1763789345568885,4.5934241638215205,1.3683293810299135,Iris-versicolor
+48,4.546463361161754,3.490781751592226,1.209595718133588,0.19489297371767622,Iris-setosa
+49,6.017080926599561,2.673172202896612,4.616306228610831,1.6510834945161876,Iris-versicolor
+50,6.349921083832254,2.6817603631722857,4.899462711365296,1.5403722497567924,Iris-virginica
+51,5.009493644055746,3.149534711910771,1.3436186554150455,0.3021647872246185,Iris-setosa
+52,6.325931273258921,3.338051182964209,5.417532543663649,2.0654750661499146,Iris-virginica
+53,6.4285806327775585,2.824943745768964,4.7344450721722176,1.6124986465643012,Iris-versicolor
+54,6.672355944554327,2.9258373204989176,5.473723230444172,1.4824903648550742,Iris-virginica
+55,5.768408711135647,2.6090411557751634,5.123761691184476,1.6533008247354861,Iris-virginica
+56,4.65252877069554,3.4060741864614603,1.5635220153390343,0.15650323744516875,Iris-setosa
+57,6.136506045321882,2.966088683769662,4.524409289801415,1.4801401536725278,Iris-versicolor
+58,6.129027541508402,2.970309271234783,4.982438750641657,1.890585641238174,Iris-virginica
+59,5.152769165251488,3.446792234874922,1.521702139735756,0.07700221841000834,Iris-setosa
+60,6.573997175456205,2.63240080840161,5.382441120475613,1.581999092843514,Iris-versicolor
+61,5.006623225129545,3.3846409179745227,1.1422386540757705,0.2938767116276738,Iris-setosa
+62,5.10105685784531,2.463916051574862,3.19638690175389,1.034646484605282,Iris-versicolor
+63,4.405580248474123,3.1804961637812106,1.3056463670238345,0.11828250950789793,Iris-setosa
+64,6.046442548587217,2.815832244255853,5.0847623931651595,2.188667188758572,Iris-virginica
+65,6.992508645012796,2.97779723882818,5.991257875521184,2.060759731561535,Iris-virginica
+66,5.170013344602,4.162537432167259,1.3118899369266557,0.1263072523590593,Iris-setosa
+67,6.4202550689947575,2.9158886548621252,4.573305479229105,1.6262295489484373,Iris-versicolor
+68,4.90837607383138,3.1108806788830945,1.450077084234232,0.23239918665014217,Iris-setosa
+69,6.191548631748807,2.8554184998157677,4.65260473908965,1.4502889803347394,Iris-versicolor
+70,4.847543726423337,3.4342417363483335,1.5627939887031892,0.2518061451076241,Iris-setosa
+71,6.010757969517232,2.8205509596063494,5.016946981322178,1.823112236568623,Iris-virginica
+72,6.4742741395848915,3.1900020469125208,5.54500432905077,1.8179740143178347,Iris-virginica
+73,6.277114257885096,3.512860604279501,5.102300271226648,2.017524308800247,Iris-virginica
+74,4.3978637622857155,2.747967602066657,1.53882107060119,0.2092017586830366,Iris-setosa
+75,5.081682567325661,2.4032696124535637,4.448481295532532,1.1539448095402665,Iris-versicolor
+76,6.427480051851257,3.376147895121366,5.604607035023605,2.3630718098215375,Iris-virginica
+77,5.673976994310715,3.1070117555428074,4.4229037186438696,1.498602656584466,Iris-versicolor
+78,4.5742808073754295,3.379243469293473,1.3962969939035648,0.23876326592078434,Iris-setosa
+79,6.225218738276968,2.986192476965205,4.678299449900065,1.7733716430714217,Iris-versicolor
+80,6.274156941482907,2.8658533648858966,4.592784819967632,1.5131007824848832,Iris-versicolor
+81,5.218193270289607,3.1099718194099646,1.19680007778838,1.1922130521769259,Iris-versicolor
+82,4.905119941826572,2.719705566172375,4.649342493468653,1.5523224145374523,Iris-virginica
+83,6.23418945698493,3.1669440405353204,4.769259870709119,2.0297618901328547,Iris-virginica
+84,6.667187571666495,2.8553889070327574,5.507505611615625,2.004255945076677,Iris-virginica
+85,6.291586908637067,2.5286546421791876,5.3423666029064405,1.8220288558490334,Iris-virginica
+86,6.336717670979054,2.9126839777865996,5.230388048020793,2.080385239814462,Iris-virginica
+87,4.608182434742725,2.8381220481421314,1.4973580332316005,0.25097014663629735,Iris-setosa
+88,6.890442025456186,2.9661738289842576,4.575305326710107,1.4377697900534745,Iris-versicolor
+89,5.078330655956741,3.567560898356945,1.5399119888761674,0.3432926867393514,Iris-setosa
+90,5.022380647025843,3.4213942374771893,1.6018100137588547,0.2527476046978921,Iris-setosa
+91,6.992370296671358,2.8375350977865335,5.18383682687731,1.6104966600486939,Iris-versicolor
+92,4.566549960678903,3.1927046418071567,1.2839549704159468,0.20545814198074175,Iris-setosa
+93,4.907286568536126,3.2634225489912554,1.4361901374474864,0.1517462695989215,Iris-setosa
+94,5.665598233677033,2.945175034558308,4.870537184767883,1.6163783065422181,Iris-versicolor
+95,4.7978056035242185,3.435075221623707,1.354347301452626,0.15041400741359262,Iris-setosa
+96,4.628794769952411,3.120239384313802,1.1870383734058463,0.19579346330459813,Iris-setosa
+97,5.249794991680752,3.8735874854923975,1.4283239419257177,0.25100336088384434,Iris-setosa
+98,6.475210000127956,3.264081585182029,4.203612639894737,1.3791501558868178,Iris-versicolor
+99,5.865902476746988,3.0660870970440226,3.9087327916100034,1.303868335682051,Iris-versicolor
+100,6.209791062288912,3.1838634366606398,4.5192946601546575,1.4655382182515917,Iris-versicolor
+101,5.292000965209083,3.088522885627314,1.3692105502739789,1.0009002224189827,Iris-versicolor
+102,6.179606653420028,3.186891866664199,4.234767429493446,1.514599717357744,Iris-versicolor
+103,5.1623480788912754,3.0756712185582513,1.4266648634553971,0.18791123939776644,Iris-setosa
+104,5.7912728086623675,2.3251066638682296,5.126437181767257,2.058470013099697,Iris-virginica
+105,5.023322372063433,3.7516184666701093,1.5579340721257737,0.312483923504949,Iris-setosa
+106,4.9001531978616075,3.096148683438097,1.3928700346627365,0.23283702799859152,Iris-setosa
+107,6.093176175164485,2.910827474227957,5.06598633647706,2.0646350727462774,Iris-virginica
+108,5.332711700129888,2.8998719550894836,1.398234206176142,1.5939000792909386,Iris-setosa
+109,6.064981180231342,2.630317936720772,4.709473546619613,1.6261256546986973,Iris-virginica
+110,6.71555589408858,2.9926933285378814,5.264651799676238,1.6942749012479872,Iris-versicolor
+111,6.657641779809404,3.0647227462558977,4.534944021943748,1.3844630060505299,Iris-versicolor
+112,5.244200641484901,3.751933248869028,1.4276265931282184,0.14503168353385903,Iris-setosa
+113,5.016226219020782,3.470574877051811,1.5178583366924392,0.350904170168598,Iris-setosa
+114,6.733664063698949,3.247596071130202,5.454967357812692,2.359869449519182,Iris-virginica
+115,4.777776261542562,3.120912298683321,1.389387569058328,0.1789664458158628,Iris-setosa
+116,4.725802231627023,3.5763553905678958,1.2152524573716117,0.1668458401415729,Iris-setosa
+117,5.739128973461386,3.083117036508075,4.371527964412608,1.286918512181242,Iris-versicolor
+118,5.373256740460977,2.7732710793645166,1.33392557711521,0.2541367061606394,Iris-setosa
+119,5.965717476448532,3.121361448245972,4.579726762222928,1.5717785739438643,Iris-versicolor
diff --git a/iris/tvae/1/1/test.csv b/iris/tvae/1/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/1/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/1/train.csv b/iris/tvae/1/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/1/val.csv b/iris/tvae/1/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/1/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/10/synth.csv b/iris/tvae/1/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9c55ce51a8916fb37cbea8f34db63d6aa134412e
--- /dev/null
+++ b/iris/tvae/1/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.497239054956607,3.0323285731698917,5.678763260135227,2.2317489504088,Iris-virginica
+1,6.062503748125375,2.7022339809171,4.738534850560321,1.5922549758986329,Iris-versicolor
+2,5.850456969520401,3.119146050105008,4.686337779832634,2.0154250498038464,Iris-virginica
+3,5.227877392678229,3.724430314270076,1.4074180929292008,1.8036408055412525,Iris-setosa
+4,5.734660601053526,3.1909750866279634,4.610815686071052,1.6664855166604762,Iris-virginica
+5,5.202199503904738,3.152340228474045,4.363920978569879,0.9946094463614034,Iris-versicolor
+6,6.907659680912994,3.362516174532763,4.714539913446154,1.4483739579768593,Iris-versicolor
+7,4.92827792861831,3.8451924094378014,1.2935628346327963,0.16043502824459904,Iris-setosa
+8,6.835906408472218,3.1265495614248393,5.4201438882538735,1.5840636812314488,Iris-versicolor
+9,4.769203154315346,3.2684102695075277,1.569378906620059,0.3664197786740622,Iris-setosa
+10,5.734632882922034,2.751603848408423,5.431803372074321,1.8646274706278683,Iris-virginica
+11,5.549065496473773,2.836971848986204,4.3838925865027925,1.1634831807873662,Iris-versicolor
+12,5.926864486967734,2.6006758517705215,3.9674058337403104,1.2813312183566363,Iris-versicolor
+13,6.023216308578208,3.1419661038696862,4.749933816413635,1.3304669612050628,Iris-versicolor
+14,5.778894479011749,2.791407751399604,4.240636165637414,1.3739275121391332,Iris-versicolor
+15,7.035041530850662,3.4064295807933194,6.077061062977455,2.4664017900160884,Iris-virginica
+16,5.194564052327223,3.882805010657278,1.323005819796655,0.2308824517255991,Iris-setosa
+17,5.280497537580471,2.2806830972359835,4.112937071087311,0.8607258932284169,Iris-versicolor
+18,6.791938711872111,3.189247211559266,5.3669905935307405,1.5690881216879857,Iris-virginica
+19,5.601540936361782,3.093896558244034,4.955180203014772,1.7197358608624636,Iris-versicolor
+20,5.84328973433571,2.8594508895869883,5.089355350675285,1.4972722429758587,Iris-versicolor
+21,5.23891814232647,3.3541787099190756,1.8278437110331647,0.4425102021765198,Iris-setosa
+22,5.419078239755126,2.339944638574204,2.8657239047498093,0.9239839610399402,Iris-versicolor
+23,4.7387675458286225,2.971448987349237,1.3001115043234388,0.17253243549728048,Iris-setosa
+24,5.204524214318245,3.263896584124778,4.886753163093071,1.982117781127267,Iris-virginica
+25,5.199875200114672,4.045387745442332,1.625691833004808,0.2206536659690673,Iris-setosa
+26,6.330262974281483,2.9791410084997976,5.122703838872848,2.1054706442130393,Iris-virginica
+27,6.735695077255847,2.8849953837903066,4.44347553209628,1.350553486991505,Iris-versicolor
+28,4.62563758067533,3.8303900176761863,1.2990423617283504,0.28131087714089653,Iris-setosa
+29,5.474933949352939,4.053258982861878,1.1636870663099466,0.22596668339312148,Iris-setosa
+30,4.791635941897002,3.0995065445363266,1.4372145381370378,0.0926506771693002,Iris-setosa
+31,7.38537185362841,3.1392820157583037,6.084244087520631,2.0582633247299578,Iris-virginica
+32,4.8748411999365295,3.4562629555059923,1.3754369515998577,0.2513742566394751,Iris-setosa
+33,4.947345664912961,3.63969630777869,1.3120716770227316,0.21117073756579582,Iris-setosa
+34,5.946323615808348,3.955620697270939,1.4034166727844923,0.32135847352636787,Iris-setosa
+35,4.9183236081437,3.0817289862038297,1.423773905905143,0.1558425912888389,Iris-setosa
+36,5.001651853657954,3.3557752209860525,1.548007138184028,0.1326315354582833,Iris-setosa
+37,4.789294070886712,3.695333847836289,1.3871788789054853,0.10429818932744167,Iris-setosa
+38,6.710407423099329,3.4557399394678865,5.819510789631992,2.3206589091935763,Iris-virginica
+39,5.566799387610776,2.4165636740324796,4.144258306827909,1.1670774567093,Iris-versicolor
+40,6.1901492353327505,3.32508710000384,5.00382115567736,2.2491610406161096,Iris-virginica
+41,6.070290083104228,2.787556537656843,4.963685270769795,1.4406606781412774,Iris-virginica
+42,5.448692647430483,2.7260741640154738,4.109413610681507,1.090401521041878,Iris-versicolor
+43,6.140356397782011,3.2560061269319496,5.428363526407042,2.218371192793943,Iris-virginica
+44,6.0272225071472345,2.377104075323296,5.3386270700520875,1.425918891418702,Iris-virginica
+45,6.2058954571293885,2.6221908193207915,5.071902133023914,1.9208134088515099,Iris-virginica
+46,6.205830047190592,2.9085981699356376,5.3233956301095695,2.0216812542998026,Iris-virginica
+47,5.2424500962708205,2.890285012081584,4.216189920573029,1.0011113924441812,Iris-versicolor
+48,6.082291331836908,2.8651263902136024,5.12221946303702,1.704043451161788,Iris-virginica
+49,6.95572750603329,2.962514462474358,5.386417093178819,1.6122787628646589,Iris-virginica
+50,6.117607768993706,2.5185342730819875,4.74592008817441,1.833057309310521,Iris-virginica
+51,6.332931243369095,2.8874547763592697,4.828529102419794,1.475045229679949,Iris-versicolor
+52,6.030465568716452,3.226161085013056,4.421135024159102,0.9431581617094454,Iris-versicolor
+53,5.938000848809969,2.9876582945053642,4.856899235898058,1.9493134080582684,Iris-virginica
+54,6.357936549132073,2.659812654430152,5.297009035324682,1.5313300831741854,Iris-virginica
+55,6.6854451173146066,3.1707190043189897,5.5757882928262505,2.2006422544418798,Iris-virginica
+56,6.453372852904042,3.109271706554962,4.6375851578564875,1.5907462034131763,Iris-versicolor
+57,7.073616234861234,3.611429675932458,5.967589765927721,2.710531015098989,Iris-virginica
+58,4.951158312934622,3.5162075986884362,1.5424068757138993,0.2782924483947203,Iris-setosa
+59,5.085585517646255,3.1014780141320926,5.139530047119731,1.9018494592927935,Iris-virginica
+60,6.0887615485420845,2.728782153468346,4.743157418255583,1.550711321943901,Iris-versicolor
+61,6.225091705691055,2.5207677534918314,4.126690039807634,1.204126020767943,Iris-versicolor
+62,4.919337905729324,3.5959832331438917,1.2307411924099376,0.22075775188148722,Iris-setosa
+63,4.656472681254018,3.2504890357704292,1.314327265677004,0.18502769271129754,Iris-setosa
+64,5.874084742462653,3.1918899067462716,4.053721432676972,1.319683405968228,Iris-versicolor
+65,6.604561059852166,3.2947660331113027,5.528449831968339,2.2271650877546874,Iris-virginica
+66,6.454618025663191,3.004246955160888,4.81920868541827,1.31198320432055,Iris-versicolor
+67,5.062374436574807,3.2109864522544767,1.5256826662585885,0.3198733291068726,Iris-setosa
+68,5.771020313818497,2.973551725147972,4.805771656882739,1.7576412001816746,Iris-versicolor
+69,6.891882568750841,3.233494050905767,5.313486165709743,2.08890000727549,Iris-virginica
+70,5.206855277162891,2.4932641342564117,3.9458596462684117,1.0519238443866248,Iris-versicolor
+71,4.968724536226319,3.105873976189369,1.3012100085595122,0.3061851629887552,Iris-setosa
+72,5.8051475267426085,2.9749686408560736,5.317318640198834,1.9817829786962637,Iris-virginica
+73,5.402646340038611,2.6407639276709554,3.9654110522091015,1.1532502420445012,Iris-versicolor
+74,4.999445278820589,3.6057781626722014,1.5236125194047376,0.19943402144175673,Iris-setosa
+75,6.488428097392805,3.106972929923869,4.611743630081482,1.775866475769905,Iris-versicolor
+76,4.892629786081792,3.170875139328359,4.828189147504179,1.910086061314078,Iris-virginica
+77,6.399316321298804,2.9782171631694667,5.277783603724898,2.1501808755959693,Iris-virginica
+78,4.503415617437922,3.1577882024765844,1.2480501231359296,0.17420610975612538,Iris-setosa
+79,4.917581180367073,3.3320198518580937,1.4741010041731426,0.21957952010045484,Iris-setosa
+80,6.293365752635859,2.989407166737523,5.052467875445133,1.3912550023586605,Iris-versicolor
+81,5.972473944854711,4.352991490686739,1.287422587658563,0.29806256364205863,Iris-setosa
+82,6.935604684395178,2.7735586391778515,5.830273224659827,1.8159345551776715,Iris-virginica
+83,6.536050470717553,2.78167501749004,5.307644150971381,1.661813634869947,Iris-virginica
+84,6.694027735285894,2.6349612762117913,4.944107433336716,1.665459863934324,Iris-virginica
+85,4.965381672975144,2.764164806950266,1.4675040711857963,0.25821866259545634,Iris-setosa
+86,6.870041526264747,3.1383883109954973,5.37995294844413,1.8201165766724998,Iris-virginica
+87,6.148374288159718,2.8230826058072815,4.770145640085355,1.7770257387942807,Iris-virginica
+88,4.760411672036947,3.16092383282871,1.5633544717950782,0.20553534506624185,Iris-setosa
+89,6.102149517679355,2.4825572165627547,4.73600791062145,1.5715239156625014,Iris-virginica
+90,6.194712141981701,2.6826370773594954,4.6422569171736034,1.5265042489462741,Iris-virginica
+91,6.060579484903872,3.1509211283030067,4.884820578581002,1.99801603091452,Iris-virginica
+92,5.881397772656024,2.8799644873096724,5.010634777195238,1.8514673852826962,Iris-virginica
+93,4.91500479722018,3.0388498161965107,4.743237172512792,1.921732062897922,Iris-virginica
+94,5.223382405291838,3.8725175794163955,1.7747353953212246,0.21067827726631294,Iris-setosa
+95,6.657973697694514,2.8645772893112786,5.481552546309906,2.0595314111947025,Iris-virginica
+96,6.641990341712228,2.8187112668055248,5.507814047245044,1.84503543514647,Iris-virginica
+97,5.012833684222438,3.29511288889851,5.08270208393491,1.9453987255743685,Iris-virginica
+98,4.513245141786474,3.2061293064821403,1.6445477685050487,0.1357379582305463,Iris-setosa
+99,5.701070900958359,2.638171027715738,3.534651782333422,1.103551521350636,Iris-versicolor
+100,5.177389132022633,3.0232295045915074,1.5757401598541219,0.23736260149731803,Iris-setosa
+101,5.361667896055471,2.8921436181082454,4.226904738056858,1.3173733157811454,Iris-versicolor
+102,5.917514954172069,2.913880802783325,4.794978038648995,1.8046074828481888,Iris-virginica
+103,6.36558314594416,2.7442934830235433,4.667208281057848,1.3752631048468285,Iris-versicolor
+104,5.633285915688289,2.867779289915454,4.742598471112252,1.5291158396340485,Iris-virginica
+105,5.577293352088079,3.031844964479085,4.762397803550965,1.7050246945097045,Iris-versicolor
+106,4.963763244345475,3.0006144392758736,1.5688124161635095,0.2764927982168781,Iris-setosa
+107,5.224736656041207,3.500418648024671,1.4717113090122835,0.12165177635763866,Iris-setosa
+108,6.344392877397085,3.0691610353327334,5.362774215464511,2.1112149414929076,Iris-virginica
+109,6.324057739012525,3.0471589936845556,5.184771115668583,2.1409458248247377,Iris-virginica
+110,4.807134187133319,2.8492581685754446,1.2257524153657555,0.23253966712141372,Iris-setosa
+111,5.324505101759361,2.7373897222009527,4.061435260194408,1.3961745914964405,Iris-versicolor
+112,6.405348661653615,2.8624125902406647,4.956680182526503,2.013337554653744,Iris-virginica
+113,5.228155350178897,2.746934855208913,3.8775731087771588,1.2404587754621121,Iris-versicolor
+114,5.887356560311034,3.0476229608122636,4.161944738576144,1.536316706838766,Iris-versicolor
+115,6.766879105677043,3.050752245524655,4.804462014165538,1.309451468176139,Iris-versicolor
+116,7.009523100520554,3.1232863554305568,6.08561460323877,1.8418748657501656,Iris-virginica
+117,5.061573971367465,3.007798058951758,1.5452384561696983,0.12954257780427464,Iris-setosa
+118,5.708215011526067,2.948929089685032,4.746375131026456,1.801618698297992,Iris-versicolor
+119,5.85261834126409,3.1685870332782278,4.228094425304342,1.1635547341922337,Iris-versicolor
diff --git a/iris/tvae/1/10/test.csv b/iris/tvae/1/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/10/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/10/train.csv b/iris/tvae/1/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/10/val.csv b/iris/tvae/1/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/10/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/11/synth.csv b/iris/tvae/1/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..065db0180c53a2a7627b48bb1d5e07ac8a4c9bc3
--- /dev/null
+++ b/iris/tvae/1/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.02134323349722,2.7624549272574233,1.51420335550124,0.12687497427936897,Iris-setosa
+1,6.789712857157893,2.931129127247948,5.242371069668724,1.7588672085402597,Iris-virginica
+2,5.7666153252333885,2.8266904284714096,5.010150296334065,1.5567906118024282,Iris-versicolor
+3,5.311438144335358,3.4319808565858416,4.473183503337037,1.71401122745878,Iris-versicolor
+4,5.209649209021611,3.3107321791395314,1.6013259610089354,0.3639935828280099,Iris-setosa
+5,6.620152659007573,2.9655045851827078,4.769114974477412,1.5395655955769518,Iris-versicolor
+6,7.050898988444883,3.268606680303377,5.747614084791103,2.142712124919654,Iris-virginica
+7,5.495937477490591,2.782219006716246,4.2611898314335726,1.2620585741519903,Iris-versicolor
+8,4.683314668683835,3.5254135207451065,1.360329659702486,0.12557283229096672,Iris-setosa
+9,5.259187360533394,2.3387718226060956,3.8233805472463063,0.9527018118517093,Iris-versicolor
+10,5.477483652982714,2.847811750228327,4.459653482471926,1.5978619609519775,Iris-versicolor
+11,6.368201091970129,2.9380029206353253,5.296807456308204,1.7440045054288515,Iris-virginica
+12,4.948017998001145,3.3423031788057815,1.348249235065102,0.06729816038350178,Iris-setosa
+13,6.030692455964817,2.6151854599651982,4.531639012273231,1.3613865712516469,Iris-versicolor
+14,5.792506216475069,3.173482563445627,4.7106449034373155,1.4582747753034973,Iris-versicolor
+15,5.021153671198915,4.155123263040057,1.3200495402019397,0.20550542710580277,Iris-setosa
+16,7.100606878237494,3.1453698179016536,5.648439474769157,1.9306619473465627,Iris-virginica
+17,7.049263618395354,2.910448870442266,5.471034820356554,1.8198158809329632,Iris-virginica
+18,6.537162987733925,2.998488209160329,4.43610596802382,1.4275742140926317,Iris-versicolor
+19,4.901890773562134,2.7241907992141683,4.94655411536054,1.7304017965317817,Iris-virginica
+20,6.472903214977064,2.7634592295382947,5.418245379165765,2.2633044872284804,Iris-virginica
+21,6.565751671237849,3.6420617625883525,5.713601016823905,2.3949658265643032,Iris-virginica
+22,4.215819809249676,3.0642996370756888,1.3948589389440254,0.023593840025777635,Iris-setosa
+23,4.671157896418794,3.1473657735459053,1.3652771133342292,0.1019414041249137,Iris-setosa
+24,5.436160697516957,3.4821300525742336,1.4183615629127586,0.2712798274315185,Iris-setosa
+25,6.110314164441921,2.5961399159150074,4.982939030859285,1.4665182538381492,Iris-virginica
+26,4.885559745768516,3.481656610776124,1.572271869181091,0.2365726581328825,Iris-setosa
+27,4.970623948517876,2.4510174400527354,2.7348749884694668,0.8122650382623349,Iris-versicolor
+28,4.980603220359811,3.044878107833139,1.493860033469065,0.3089501532802712,Iris-setosa
+29,5.087520985060934,3.6454612978995913,1.908080395749622,0.4232763765248837,Iris-setosa
+30,5.424576969214766,2.934496065128289,4.3366361257379715,1.3274956447607291,Iris-versicolor
+31,4.806223751153367,2.796209874196097,4.654879164860497,1.688987660510382,Iris-versicolor
+32,5.038640084135086,2.150573129161375,3.148578139792158,1.0096452703877694,Iris-versicolor
+33,5.070031377639825,3.3345494710342396,1.343766300113033,0.2534452196025288,Iris-setosa
+34,5.918552272328351,2.7909894045570987,4.9063934034751036,1.6238359982292672,Iris-versicolor
+35,5.209729790410164,3.278908567571975,1.5058764793629134,0.288124108382633,Iris-setosa
+36,4.414622927489915,2.9093574782398983,1.1750398625420688,0.16375737231012705,Iris-setosa
+37,5.307030781215626,2.4548120052078737,3.8495071490722577,1.2018794426045276,Iris-versicolor
+38,5.557360930271242,3.9637033626429385,1.4289426515166048,0.32871986563948485,Iris-setosa
+39,5.17170404322474,2.5736151879210674,4.375164573560348,1.8601021975968948,Iris-virginica
+40,6.636994293600374,2.874178708323084,5.019053015873193,1.7557492744755523,Iris-virginica
+41,6.4573686976228615,3.479119008687376,1.7396918613162504,0.4361405717329617,Iris-setosa
+42,4.4727948292671,2.9215671478323935,1.304225219356294,0.1796392657089394,Iris-setosa
+43,4.581592241052383,3.080594538834887,1.4320326196578947,0.13383869744557653,Iris-setosa
+44,5.184895609580674,4.159136013342001,1.4226529394428573,0.2100991993160467,Iris-setosa
+45,5.953966499928212,3.1388163318948643,4.941160165003767,1.70537139314469,Iris-virginica
+46,5.029080903706752,3.3521890095796385,1.5537623911808331,0.2421057150035431,Iris-setosa
+47,5.802654856421994,4.170277395845454,1.4241051770098194,0.2408422839532887,Iris-setosa
+48,5.434003158670972,2.7093082609590424,4.082224256556848,1.2405922614967055,Iris-versicolor
+49,5.957214423853904,3.114905955967347,5.521878652307826,1.882187779541718,Iris-virginica
+50,5.726648741327203,2.370997751304451,3.399195720035942,0.8362475223800333,Iris-versicolor
+51,6.1430633727435735,3.0325349348897483,4.597851322860439,1.193395713964636,Iris-versicolor
+52,5.290548761332713,2.447269886770223,3.8939093325045926,1.3712517339859112,Iris-versicolor
+53,6.096501317792409,2.7295340347105785,4.826732678625298,1.581260876333861,Iris-virginica
+54,7.368589003501378,2.7736637073771986,5.789761045538502,1.792189566168764,Iris-virginica
+55,4.967351019250471,3.393773179711405,1.3939184370707718,0.1523186007318838,Iris-setosa
+56,4.450843012865214,2.7605381724823714,0.9651098823303933,0.09436048316921641,Iris-setosa
+57,5.335624709556379,4.11116076653736,1.7427969820272036,0.0032039244430637215,Iris-setosa
+58,6.840870064762807,2.8257958433593253,5.468435058034442,1.965940689780947,Iris-virginica
+59,5.651189453107028,2.9413763142274783,4.457966747587013,1.633192309146426,Iris-virginica
+60,4.7511121177560485,3.5620350485007806,1.4505873200177013,0.21278726911254764,Iris-setosa
+61,5.699235888840677,3.960659555023351,1.2430477358258054,0.13773111265524182,Iris-setosa
+62,6.9077362498424275,2.8274769423088952,5.601161285815168,1.6267296164409497,Iris-virginica
+63,4.997128376881665,2.3799123509214843,2.9511512150738417,1.0684793164372697,Iris-versicolor
+64,5.138221663375911,2.7880334065319916,4.333208982740451,1.621753933045525,Iris-virginica
+65,6.183839804172567,2.6996857019818346,5.531912941215894,1.9893884193749725,Iris-virginica
+66,5.677450421041743,2.449383751914911,3.8826174157618922,1.4922874912655206,Iris-versicolor
+67,6.601280661686544,2.708461684270983,5.2258219586108074,1.9510787177900633,Iris-virginica
+68,6.039760124508852,3.3763088304693842,5.349861304025883,1.9761677507022537,Iris-virginica
+69,4.9169504374821456,3.054792197203827,1.6066327041674349,0.2629074423008829,Iris-setosa
+70,5.208788396926609,3.260126674348113,1.4623058631658865,0.13315437095921842,Iris-setosa
+71,6.151603770765021,2.845194454614797,4.279662887464076,1.281421398226771,Iris-versicolor
+72,7.613494011464472,3.3239065512037937,6.285950795001728,1.8959139535761986,Iris-virginica
+73,6.11084768256201,2.55503308507451,4.17547719327793,1.3165750818208553,Iris-versicolor
+74,5.223546651562516,3.553880799783978,1.684486536191998,0.4064076689401323,Iris-setosa
+75,5.021028642865312,3.6482496318469475,1.4822834151915163,0.19193799157487562,Iris-setosa
+76,5.22991014508549,3.61281443250954,1.3386817561115765,0.20022516632069745,Iris-setosa
+77,6.105384139677832,3.3928499438771174,5.235045374820425,2.1841333460046584,Iris-virginica
+78,6.211574781023771,2.8049561859722165,4.200886568437817,1.458355439264422,Iris-versicolor
+79,5.267321390264644,3.9037622096149254,2.1143105087621454,0.3294991966560685,Iris-setosa
+80,5.723162030854836,4.142978721822853,2.097242340245562,0.2970457563079829,Iris-setosa
+81,5.596763810914081,3.180100571904107,4.579392943504102,1.9983259782090559,Iris-virginica
+82,5.508277630969726,2.5875024452047795,4.275649855893099,1.3345581426546744,Iris-versicolor
+83,4.776320640288638,3.4455876812611597,1.0978280397863163,0.13899183904322343,Iris-setosa
+84,4.765737492504113,3.3071151047081395,1.4485189376074579,0.2921774599484914,Iris-setosa
+85,5.940387055698952,2.498577710119811,4.944481593404791,1.869424206633346,Iris-virginica
+86,6.302126165771758,2.847591730576781,4.758756807090758,1.5955419612107542,Iris-versicolor
+87,6.656662492174508,2.7658383882880377,4.65095154449002,1.4128176728527588,Iris-versicolor
+88,5.847478089002923,2.4111567417992283,4.140739245310758,1.1785071344064402,Iris-versicolor
+89,7.1366631813951775,2.9840179218109926,5.751661698138891,2.066598294238096,Iris-virginica
+90,6.0640725817266805,2.834773608705672,4.34384275586257,1.5699851997426388,Iris-virginica
+91,4.860894120861784,3.4881499401915397,1.310665854330829,0.2731878690437352,Iris-setosa
+92,6.457926734462306,3.040479684334908,4.965873505574503,1.558521084619354,Iris-virginica
+93,6.781237015644917,3.2879983712235967,5.517438609650602,2.1558533572591294,Iris-virginica
+94,6.46120353764855,2.5980837118981226,4.369004794309201,1.238096655779354,Iris-versicolor
+95,5.35492933932511,2.4632600698487703,4.2279894206886395,1.3031261672892869,Iris-versicolor
+96,6.575137136924727,2.8713823702699983,4.772119264152958,1.68622947801432,Iris-versicolor
+97,6.226973990710839,3.013966328838303,4.988558219224187,1.4586873424997662,Iris-versicolor
+98,5.304085382376939,3.94986264577153,1.6050920616142694,0.31367951397611543,Iris-setosa
+99,6.524024456981697,2.5074267406314297,5.4974600748418885,1.7205729226069586,Iris-virginica
+100,6.174611803019378,2.8928991044751333,4.8517979684686345,1.830449992518136,Iris-virginica
+101,5.306592280641364,2.7977567415796463,1.4865109068928415,0.17254051913286977,Iris-setosa
+102,5.882116615625958,3.010105107457195,4.203907086855667,1.5323366750700547,Iris-versicolor
+103,5.880595952446738,2.8590792931857862,4.719687571161398,1.6558894455715933,Iris-virginica
+104,5.193344615554187,3.0676501025806835,1.503672501607306,1.1197097113235812,Iris-setosa
+105,6.260175213872606,2.8213800634509787,3.715121524501109,1.1378406488058066,Iris-versicolor
+106,6.244285238720113,2.3313122004048865,5.002916109748196,1.5879912156522125,Iris-virginica
+107,5.210824731661539,3.7835259638142333,1.4401707319368684,0.3081388920667026,Iris-setosa
+108,6.199691989652756,2.7112630385883856,3.966414883468845,1.1383230038346246,Iris-versicolor
+109,7.392232631882537,2.701398971976886,5.393106690990274,1.8412091825008225,Iris-virginica
+110,6.893719030898429,3.119360851668455,4.902277390219519,1.5410626042624112,Iris-versicolor
+111,6.8715669920993765,2.7296535777821562,5.78207557653847,1.8088371722339414,Iris-virginica
+112,6.659649629037864,3.398815036991476,5.977739193626861,2.3074694652358967,Iris-virginica
+113,5.61146102013142,2.695468013839754,4.047757184577346,0.9291483014055776,Iris-versicolor
+114,7.063834974985678,2.790343296223809,5.633941477850492,1.806468739385006,Iris-virginica
+115,5.046520641076335,2.952710930275217,1.389237867456607,0.3007011431208293,Iris-setosa
+116,4.797487938917875,3.46233313839383,1.668510018777979,0.22237334837465933,Iris-setosa
+117,5.2167920733667295,3.4037216251965297,1.411255888704452,0.2502942735048878,Iris-setosa
+118,4.597705941113954,3.502335367071966,1.4449417516739864,0.13160203031466147,Iris-setosa
+119,4.768207296408422,3.270705210591411,1.53518774901925,0.241105436920735,Iris-setosa
diff --git a/iris/tvae/1/11/test.csv b/iris/tvae/1/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/11/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/11/train.csv b/iris/tvae/1/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/11/val.csv b/iris/tvae/1/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/11/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/12/synth.csv b/iris/tvae/1/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dd9753559ea4cd96c29ce813ed8b61f8ab9d8cd1
--- /dev/null
+++ b/iris/tvae/1/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.194494148689976,3.2549794234935345,4.591048028460164,1.390691949718438,Iris-versicolor
+1,5.471875663847144,3.2669388974706526,4.19276019721783,1.5693396440996634,Iris-versicolor
+2,6.105787039113725,4.284427738971903,1.1560635877198686,0.24197520780088252,Iris-setosa
+3,4.89943219299688,3.7250379642954092,1.3006321505641099,0.2439992072044525,Iris-setosa
+4,6.411946677318589,2.707362927586594,5.2974231158731655,1.684569809301703,Iris-virginica
+5,4.662824621413131,3.210460150679205,1.2835250510700729,0.06817361359392685,Iris-setosa
+6,6.049826164970412,2.6295308047173593,4.395648902951529,1.3301350956801905,Iris-versicolor
+7,5.22368457205481,2.6341539095939033,1.2449883827944355,1.2823909440894896,Iris-versicolor
+8,6.670104704553842,2.8274439753539293,5.418094939967246,1.7029940608011855,Iris-virginica
+9,6.8496476193598,3.0204264602377173,5.196112120749538,1.803304624108585,Iris-virginica
+10,4.680940358327648,3.0365187312925395,1.6695167273066072,0.22621426208651021,Iris-setosa
+11,5.197018669625809,2.974172771742778,1.5005174540302924,0.2673193817846705,Iris-setosa
+12,5.764841957735944,4.226864887454113,1.1702596820907596,0.2394018389227971,Iris-setosa
+13,6.413248618702573,3.1871206491339312,5.32228872702252,1.775082679703989,Iris-virginica
+14,5.861552601650212,2.8510156479446924,4.09093033942729,1.3591573272711004,Iris-versicolor
+15,5.5069481442871515,2.9869889935802947,4.171813406644791,1.3994928969013798,Iris-versicolor
+16,5.35772124841204,3.8013793531445046,1.5254671878042976,0.2389447868791109,Iris-setosa
+17,5.887097636579106,2.5959345566520025,4.73053959596352,1.5562702600587408,Iris-virginica
+18,5.114427168851305,3.798342718704205,1.4245628952381153,0.27465823367384634,Iris-setosa
+19,7.371933688737369,3.3208916962518615,5.58304642796455,2.079124950205553,Iris-virginica
+20,4.701447016329535,3.382081645847263,1.5470715353147937,0.20590800202787468,Iris-setosa
+21,7.002096521526532,3.0453353930388114,5.733789593386257,1.6309272143687112,Iris-virginica
+22,6.0557284645969345,2.63773416741385,4.256061002648808,1.491548807991757,Iris-versicolor
+23,5.010885405097418,2.9189580375018416,4.662290537478753,1.624170711562495,Iris-virginica
+24,4.887500428626818,4.167164507685217,1.401107298622033,0.4366427648261173,Iris-setosa
+25,5.419423670217723,2.9732223430415012,4.212747113355986,1.1812576468485712,Iris-versicolor
+26,5.8759917153646235,2.9037910190080254,5.155733837484519,1.797911605540031,Iris-virginica
+27,4.781105002625745,3.829041433579265,1.6380903370755053,0.308680497886013,Iris-setosa
+28,5.911763202517383,2.8294125314885648,4.544327827279711,1.656012416210778,Iris-versicolor
+29,4.5481497127090815,3.100806722953866,1.3404936184728757,-0.13948517658887566,Iris-setosa
+30,5.064377097844217,2.1230789380021964,4.334054534327537,1.2661966915262244,Iris-versicolor
+31,5.03376205604571,4.029223877311948,1.3087848859446463,0.1294215819487932,Iris-setosa
+32,5.064799477899582,3.350739406890952,1.3899586388964227,0.3466507445815186,Iris-setosa
+33,4.716123066457505,3.175860552220821,1.454258390275068,0.2368548446439661,Iris-setosa
+34,5.245373355282685,3.510093355436861,1.529653492574065,0.193920751271006,Iris-setosa
+35,5.057414865070131,3.1348226499546685,1.6506383918169623,0.24690564257826048,Iris-setosa
+36,7.278703485115664,3.966299650094584,6.322647699459379,2.579778139162719,Iris-virginica
+37,6.372844940707733,3.0397908801543987,5.243304535714953,1.9071584397624148,Iris-virginica
+38,4.60719386281055,2.865123547282713,1.4954328552766296,0.18724875107261968,Iris-setosa
+39,5.836043111101583,2.677320061196382,3.9278955727080507,1.1083157965505992,Iris-versicolor
+40,5.829755255654262,2.7264664901529594,4.014197540149174,1.2515689809974697,Iris-versicolor
+41,6.81838553231723,2.8764482207763384,5.948455529296417,2.3137938731356953,Iris-virginica
+42,6.166810238285203,3.042696432469265,4.6160744187060505,1.6725362486356676,Iris-versicolor
+43,4.576931544349649,2.9832407135202392,1.704764047275361,0.24058274875215835,Iris-setosa
+44,6.939874946854833,2.8015020307592104,5.482914187264513,1.658817186485357,Iris-virginica
+45,6.415442492420779,3.060456129398164,5.041248392269121,1.8081177819219427,Iris-virginica
+46,6.405375064377546,2.872799941808699,4.956040250174691,1.921468632167957,Iris-virginica
+47,6.822152419761439,3.020794214459369,5.4326236247143305,2.298812430032515,Iris-virginica
+48,6.69322187417291,2.7198896505350447,5.578995597324009,2.043530964510178,Iris-virginica
+49,4.486515704627008,3.193139772455339,1.3539862212068685,0.1573854501903607,Iris-setosa
+50,5.406722870751281,2.7160425012397256,4.140273296187592,1.361762948284152,Iris-versicolor
+51,5.174988939492209,2.423505505069599,3.646579774399892,1.1618900826067584,Iris-versicolor
+52,5.14543599687342,4.018263418336455,1.7646341655284603,0.2570360542082355,Iris-setosa
+53,6.607575944028258,3.3883915491559318,5.217461777167848,2.1858315880177543,Iris-virginica
+54,5.226034953538424,2.2412270470431666,3.637424652219485,0.8813735205294636,Iris-versicolor
+55,6.05012806998775,2.743570187348214,4.315335733741479,1.3915092942788747,Iris-versicolor
+56,6.634435363634281,2.8468746540567116,5.129047178376838,1.6322961997600376,Iris-virginica
+57,4.845121445322768,3.1889559063687365,1.4474106521931798,0.19116782026543142,Iris-setosa
+58,6.688170529792172,2.8583884975865845,5.000382078222424,1.3337979106383133,Iris-versicolor
+59,6.209150243427772,2.6359467787823836,4.418321973267372,1.3207990120371556,Iris-versicolor
+60,6.283216321570577,2.7618663161067074,4.83263675465974,1.4122103400766397,Iris-versicolor
+61,4.650861464270104,3.6134955025129245,1.7777660180295964,0.29178671742625495,Iris-setosa
+62,6.581711470209564,3.4150385830726613,5.597493060314601,2.572340883944416,Iris-virginica
+63,7.473359640052772,2.816332816950281,5.977513708801858,1.8010633880381484,Iris-virginica
+64,5.9673395478932925,2.3183759587637196,3.966113335391571,0.9753298432115665,Iris-versicolor
+65,5.698855086474912,2.6407579593401733,4.0486970404965055,0.9303367740719894,Iris-versicolor
+66,6.670298588501206,3.0930642548792004,5.73419302038844,1.6661625777600289,Iris-virginica
+67,5.70565581485413,2.8365134941443366,5.608432348024747,1.8701194349154164,Iris-virginica
+68,5.734662644972264,2.9762759742415237,5.216260289988334,1.8851541230797477,Iris-virginica
+69,5.374331597272523,2.6415291884828083,3.877230478442379,1.038434263285728,Iris-versicolor
+70,4.881385778831424,3.381004453021699,1.5504242351253317,0.2748101335363301,Iris-setosa
+71,5.322009719361063,2.306047411884369,4.0342942281773615,1.3176806198321809,Iris-versicolor
+72,6.853677535296825,2.760839325793253,5.31297862403386,1.9544360433547054,Iris-virginica
+73,5.455826389058233,2.9445016810552147,4.912752274119768,2.11818977102983,Iris-virginica
+74,7.026385012250821,3.186747915217161,5.614697327215925,2.3491435897171726,Iris-virginica
+75,6.610257467827116,2.782358088378112,5.175453150060481,1.798647083398643,Iris-virginica
+76,4.952593127267195,3.137665814042086,1.7023062650191574,0.4044400523890772,Iris-setosa
+77,4.42607303412327,3.100822234758024,1.5101599842313356,0.14283977708057433,Iris-setosa
+78,6.949879953046448,2.8076087353917263,5.914891204923377,2.0220351070381697,Iris-virginica
+79,6.978715975278728,2.623000368421877,5.316722739634927,1.6027102170669891,Iris-virginica
+80,6.075653592108722,3.3308947767637562,5.288448656911551,2.2533441917809114,Iris-virginica
+81,4.490378988786855,3.504358052080508,1.2374776389190982,0.11904436937300347,Iris-setosa
+82,4.475760522890548,2.9398844238341715,1.256503164840049,0.21009100009959703,Iris-setosa
+83,5.077507922334192,3.3848472363127526,1.71877806850741,0.292744811132388,Iris-setosa
+84,7.056666221546875,3.087073441165838,5.866550147727676,1.7053778476651407,Iris-virginica
+85,5.860609139117059,2.193306077405662,3.5909158450273857,1.2096069101209996,Iris-versicolor
+86,6.083877803991515,2.5734049988424568,4.3111928051923245,1.3176925644489044,Iris-versicolor
+87,5.981487612321299,3.0754508811703825,4.475306698681903,1.4127935092036366,Iris-versicolor
+88,4.720335857092292,3.181339172827757,4.381042108282558,0.25630474932360475,Iris-setosa
+89,4.452303032091841,2.806128265272945,1.4466588572703953,0.1809760050971398,Iris-setosa
+90,5.9100731978544285,3.3891251636934494,4.30036308543685,1.5181723317438585,Iris-versicolor
+91,5.61983614768985,3.200544394406389,4.145274951720289,1.4069251990642548,Iris-versicolor
+92,5.26422327962537,2.629665468619809,4.131111352588382,0.9335829231464707,Iris-versicolor
+93,6.490214528114984,3.0252719914470343,5.137510337331514,2.16727532420575,Iris-virginica
+94,4.5994937407817655,2.562257230334353,1.369127077614042,0.1263278504153023,Iris-setosa
+95,4.964604189498685,3.1879429511476856,1.4624537629198053,0.23727994853855683,Iris-setosa
+96,7.5569671051202345,2.931572065892418,6.401089082311847,1.9746906048274526,Iris-virginica
+97,5.708995158239618,3.1696754731658685,4.715467208370566,1.534831011930713,Iris-versicolor
+98,6.033379072230483,2.8675208675314705,5.108962052410743,1.8080752766070138,Iris-virginica
+99,5.503582695629019,2.2607664617222567,3.6450824342425596,1.0772618236226386,Iris-versicolor
+100,5.564618037635641,3.0967281779116833,4.5890422665061,1.410090110260468,Iris-versicolor
+101,4.458392203191272,2.8303055472597154,1.5027227016874996,0.13262553915881942,Iris-setosa
+102,4.517578900366434,3.1369022906520487,1.5009034471975424,0.1433302627345496,Iris-setosa
+103,6.2879299885992115,2.6708582991367065,5.265616095963253,1.8835698039420612,Iris-virginica
+104,5.217166427217496,4.426015008104118,1.6090743072192415,0.14156753083264698,Iris-setosa
+105,5.9797271210677625,2.7715344187314654,5.370854320404989,1.8402430931942004,Iris-virginica
+106,5.136096944269037,2.8045913003049168,4.40785459498291,1.3628118146968824,Iris-versicolor
+107,5.762994052494588,2.983386162117721,4.50280448869965,1.3046247892035532,Iris-versicolor
+108,5.92425317239563,2.471037763359722,4.211874718007972,0.9174159158439513,Iris-versicolor
+109,5.327509878172638,4.125233259175717,1.416262338063498,0.3578268107181309,Iris-setosa
+110,5.503601127310459,2.7814512021914437,1.27124162775323,1.3976430356235998,Iris-setosa
+111,6.579289223079621,3.6355029202729066,5.6161865765827255,2.4096884093070248,Iris-virginica
+112,6.426561822027405,3.1739829203018908,4.584967242453621,1.4363370648632143,Iris-versicolor
+113,5.526649527740583,2.3736768789222755,3.892098623911318,1.217284249916136,Iris-versicolor
+114,6.88168269390619,3.1347310953043297,4.844180369223348,1.465309515929597,Iris-versicolor
+115,4.816847152991962,3.0831203910073124,1.2280479496127634,1.1558395610467538,Iris-setosa
+116,5.97083109504999,3.1849815005448354,4.7934487933221375,1.3272478711362203,Iris-versicolor
+117,5.053768848245578,3.3216728459545575,1.5808015292780826,1.9045726697237793,Iris-setosa
+118,4.632076182719481,3.453421651398803,1.2762702769967516,0.18321648039912597,Iris-setosa
+119,5.952393619522101,2.8807287408192916,4.9772833736217,2.105276717977741,Iris-virginica
diff --git a/iris/tvae/1/12/test.csv b/iris/tvae/1/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/12/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/12/train.csv b/iris/tvae/1/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/12/val.csv b/iris/tvae/1/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/12/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/13/synth.csv b/iris/tvae/1/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c8eded7b63e766d3dfb9a785550d8a60cf80a57
--- /dev/null
+++ b/iris/tvae/1/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.091938624336616,2.8320450315222114,5.029943694051174,1.677226664856782,Iris-virginica
+1,5.140297221534206,2.5859489367078288,2.1105976243900977,0.9717688768584942,Iris-versicolor
+2,6.028570796949046,2.8242258962813733,4.66447324622371,1.779221882836678,Iris-virginica
+3,4.834704192364445,2.780968121171513,4.6291548784474905,0.31906105568106163,Iris-setosa
+4,7.087821630138604,2.74570474339434,5.331382305765459,1.3624152309843247,Iris-virginica
+5,6.163504224606525,2.6669599158926207,4.6618883638140005,1.8106973123983114,Iris-virginica
+6,7.01961191230539,3.1757965695685173,5.69994471904517,2.030108479275514,Iris-virginica
+7,5.972278535828665,2.8496429723989434,4.155962063475412,1.1638648658518478,Iris-versicolor
+8,6.394895630129478,2.9521628031920595,4.608120859069559,1.5728376391795544,Iris-versicolor
+9,5.8535890926758105,2.3440192732120977,3.8119251514478436,1.104993077167395,Iris-versicolor
+10,5.379840149821409,2.362088647561621,4.014599651514324,1.2121679458247185,Iris-versicolor
+11,4.408100280748089,2.738745197400664,1.398142375430685,0.21213431323461576,Iris-setosa
+12,6.692032518924865,2.995453270937445,4.591294726425873,1.4443157314505235,Iris-versicolor
+13,5.694193060212004,3.0725980673731903,4.565685965049316,1.5858614940763267,Iris-versicolor
+14,5.355825381901326,3.807727729888653,1.3098173045949983,0.20000815274484116,Iris-setosa
+15,5.032492159861071,2.9887201329164315,1.4891449696149919,0.3219275712729934,Iris-setosa
+16,5.6060230289201325,2.239308293520624,3.7036193065526573,0.894989717069765,Iris-versicolor
+17,6.377077391966421,2.712734500883597,4.534002163722702,1.348385539594252,Iris-versicolor
+18,4.836825188235875,4.043879656831193,1.5976239276601323,0.3185718057989929,Iris-setosa
+19,4.361692527909316,2.53362851816597,1.2972337114439414,1.1495885420606147,Iris-setosa
+20,6.420156197987685,3.282273435190759,5.547745399277252,2.4597400811042203,Iris-virginica
+21,5.093145051202531,3.650732630020355,1.3784735086779618,0.24265332930325687,Iris-setosa
+22,4.9922609402850116,3.0718632444506464,1.3085476214088159,0.12480129256379738,Iris-setosa
+23,4.897620375873455,3.1140465638198624,1.3097775045435485,0.17465670793724586,Iris-setosa
+24,4.741194497735476,2.680966964946281,1.4792850310937666,0.2622029500262128,Iris-setosa
+25,7.640099749943648,2.899000769738488,6.093623231150389,1.8336335143864635,Iris-virginica
+26,4.463224585931131,3.6947237551015464,1.332302809458066,0.14160539165931788,Iris-setosa
+27,6.255340067643001,2.723629852578295,4.255543785493179,1.3624432496494496,Iris-versicolor
+28,6.498057847020102,3.0347611794457054,4.449917409434753,1.4987741390926757,Iris-versicolor
+29,6.068422379096615,3.116895518476525,4.733955504108944,1.2880259712631434,Iris-versicolor
+30,4.666526513708302,3.3138899892494607,1.5551112238656184,0.18243535104517383,Iris-setosa
+31,6.91920320521111,2.7283624227321797,4.824287850587445,1.9267807550972198,Iris-virginica
+32,6.3241885766042,2.9240375263695246,5.481884295156633,1.830475036772148,Iris-virginica
+33,4.985976600684779,2.9218720768990236,1.507487263962363,0.13573548127377721,Iris-setosa
+34,5.968660314486668,2.7664973948529106,4.3283464930229005,1.893989914085839,Iris-virginica
+35,5.8198017119657734,3.3434414596194397,4.712319664076555,1.4679925839602894,Iris-versicolor
+36,5.202495234771502,2.348624758923646,4.3966884771564345,1.0443428610190657,Iris-versicolor
+37,5.9335628873057535,2.855962806990008,4.65317547931049,1.6088197874090389,Iris-versicolor
+38,5.3269927297295085,3.11758925491604,1.586000785656008,0.3785120188000898,Iris-setosa
+39,6.310877887828896,2.6901556249260326,4.882196335881068,1.6447043313806708,Iris-virginica
+40,6.1400833133923065,3.0922441010288497,4.476468449952454,1.4728562332063266,Iris-versicolor
+41,6.334354431381136,2.6693665257280417,4.82563282604841,1.6636859304704854,Iris-virginica
+42,5.119717263522309,2.945076987145557,1.4469883849814136,0.17304122140472344,Iris-setosa
+43,5.78998067883524,2.773149629024816,5.100720144911346,1.6952334913377058,Iris-versicolor
+44,5.524448082461323,2.3285257145058074,3.30313785761786,0.9042109930237693,Iris-versicolor
+45,6.48200370849885,2.928189197294899,4.09119201209718,1.3896820971105979,Iris-versicolor
+46,4.657885541135615,3.4545092336624115,1.742499818655872,0.11518102490139898,Iris-setosa
+47,6.115447132879312,2.862288565166446,4.357568063550312,1.4792535535883344,Iris-versicolor
+48,6.084403137656407,2.799854476165952,4.991139608246433,1.6869820576238614,Iris-virginica
+49,5.317749672501435,2.6556869811722223,4.246646438467552,1.20844833213074,Iris-versicolor
+50,5.266109908982061,2.875122105953199,1.2346682902091928,1.2213110275138954,Iris-versicolor
+51,5.473078092668874,2.5959420226105667,3.810486523033461,1.0367463072798788,Iris-versicolor
+52,6.519205824403486,2.729481916727424,4.942503556104684,1.6192609603178143,Iris-versicolor
+53,6.304366625016281,3.151899637537205,5.199674102809482,2.103751932898067,Iris-virginica
+54,5.785348390640522,2.9464301254365366,4.848462015797613,1.7538836423771096,Iris-virginica
+55,6.752419351265473,2.618349309373103,5.408611174009201,1.7572132442875537,Iris-virginica
+56,6.7714454256921774,3.2313383195622296,5.316635986243219,1.9227947345529521,Iris-virginica
+57,4.849068245420559,3.021057524456069,1.2617133777633363,0.3480488507924355,Iris-setosa
+58,4.872231745346658,3.590086210281266,1.5673569394723337,0.256895815749666,Iris-setosa
+59,5.457105760435112,3.185504118922966,4.73604908753052,1.577041293085904,Iris-versicolor
+60,5.479312876525925,3.103535233541679,4.4319174016140765,1.4718537842551782,Iris-versicolor
+61,4.83668533075246,3.6611662649522954,1.5464719007171082,0.21980642033791353,Iris-setosa
+62,7.111262748993669,3.1721891836737734,6.316851677803912,2.2885440713629372,Iris-virginica
+63,6.0949945840692346,2.7474040554710446,5.160706472000042,1.9869470978725343,Iris-virginica
+64,4.912530482673488,3.2496848543701717,1.4648151457055705,0.15487228849250328,Iris-setosa
+65,6.40160951995291,2.692052889763772,5.242331253088852,1.8805978817129185,Iris-virginica
+66,5.592990910274228,2.527626649101889,3.1557429836613156,0.8326428524735637,Iris-versicolor
+67,6.122332796044818,2.7668986390332453,5.123643506153948,1.9321585024843013,Iris-virginica
+68,6.458198671186922,2.917931458720369,5.215553588090633,1.8770713278021802,Iris-virginica
+69,6.213760313547804,2.761264013463482,5.05619782633541,1.7878706397978368,Iris-virginica
+70,5.4639194670352085,2.853093544393512,4.064108829695026,1.1779765804908031,Iris-versicolor
+71,6.260356272023385,2.7101954194794082,5.241914050187961,1.439346717981272,Iris-virginica
+72,5.916128971738903,2.9876959089500836,4.941851862867396,1.5469727077023046,Iris-virginica
+73,6.4490011956060975,2.7748815294884754,5.615245576317997,1.5774731864570908,Iris-virginica
+74,4.993474181204206,2.762649189509959,1.4839138542200079,0.1784869799387614,Iris-setosa
+75,5.079349454832889,2.8809490567350102,4.531153476728309,1.8824959467295983,Iris-virginica
+76,6.720054178074471,2.82741706157217,5.322217117384857,1.5997228678941586,Iris-virginica
+77,6.8001114622152246,3.1289923332444545,4.888183006768634,1.5574150202783739,Iris-versicolor
+78,5.4366591456444056,2.8717963085346767,4.2354248684894555,1.4637560192031298,Iris-versicolor
+79,6.651776026921489,3.022774055243598,5.286604439243305,1.5790544917648706,Iris-virginica
+80,6.4013407072519914,3.4076590138756244,5.569672292365977,2.0515244106037622,Iris-virginica
+81,4.875781853123447,3.3132387332723447,1.555220550235955,0.23015469448891038,Iris-setosa
+82,5.2780143332576195,2.961442618639452,4.74426584027507,1.7012561356144176,Iris-versicolor
+83,5.039693157414228,3.6276533396640094,1.4109105734789416,0.12288455881101906,Iris-setosa
+84,4.675767345432063,3.0077891800274847,1.542990055752888,0.13086153738089726,Iris-setosa
+85,4.56900838370707,3.8527073299334766,1.2933497520518924,0.16536432962449124,Iris-setosa
+86,5.733873906652967,3.2633317625781353,5.286478520287504,2.1880207952452992,Iris-virginica
+87,4.939679248243768,3.181477020118878,1.4853137874377584,0.20982515190107373,Iris-setosa
+88,6.849405720120054,3.176457992837134,5.6788334580776745,2.4539877194472783,Iris-virginica
+89,6.009240787410684,3.132738415988603,5.0538881810988014,1.8797499786652196,Iris-virginica
+90,5.159988636472074,3.578372799080602,1.5658985407378536,0.21021331749464647,Iris-setosa
+91,6.318538926661565,2.5206682964867246,4.674679176645438,1.585795423348917,Iris-virginica
+92,5.92729744489248,2.6755269478047468,4.2893102724521,1.2313529465106647,Iris-versicolor
+93,6.161826223547681,3.1580166177162177,5.1393537882405385,2.071141445761555,Iris-virginica
+94,6.297728405330785,2.6396071360118234,5.171493856701492,1.6571089528613312,Iris-virginica
+95,6.118379193294315,3.0914402051760423,4.931021273164328,2.034477271596592,Iris-virginica
+96,6.996239881126842,2.8538713256959913,5.171979937439326,1.6724858192705934,Iris-virginica
+97,4.908351594460952,3.240709936043375,4.9406151991686,0.2938053832570106,Iris-setosa
+98,5.0075651696069805,1.8679766252239054,4.171655455386231,0.7111571273432309,Iris-versicolor
+99,6.335756336424052,2.9171402147780974,4.770254622898689,1.6508823816162825,Iris-versicolor
+100,4.542285138354039,3.249626160280029,1.4062947616418213,0.21455870795357018,Iris-setosa
+101,6.498376365172886,2.7447877596122034,4.822234396882151,1.7206206586194148,Iris-versicolor
+102,4.808815978052915,2.643661603453086,3.3018718680845285,1.1173955394375077,Iris-versicolor
+103,6.273877681218116,2.406509249429549,4.155059139330097,1.3458257529788924,Iris-versicolor
+104,5.620936518643062,3.0808779871877925,4.490411100282609,1.6940886164611986,Iris-versicolor
+105,6.254241202131386,2.9624797542942,5.328978476732488,1.7910769347711804,Iris-virginica
+106,4.896519045901235,3.7991232538499213,1.39132266902998,0.20177475234880654,Iris-setosa
+107,4.876662717423766,2.117464665618116,3.189941407845642,0.8693605896141924,Iris-versicolor
+108,6.352059336214835,2.84939989760051,4.768773728368511,1.8578915347466183,Iris-virginica
+109,6.829162008677546,3.2445315740791445,5.84045618704223,1.9466174377383971,Iris-virginica
+110,6.917694351379914,2.9151193996257185,5.40847600232021,1.8597941057880059,Iris-virginica
+111,5.024684629006325,3.559290030928638,1.5630223654309725,0.35376767829595923,Iris-setosa
+112,5.916192514006367,2.7105442708714245,3.9147565599446286,1.2145628967511901,Iris-versicolor
+113,6.4582080181076025,2.486348559184969,5.184866084546951,1.6758776720311517,Iris-virginica
+114,4.960551608058557,2.972800354527938,1.320308558391742,0.286005298900031,Iris-setosa
+115,6.206959150345915,2.664824088209536,4.65210058177073,1.3816600754314208,Iris-versicolor
+116,5.745804615796965,2.554603308965828,3.6884079871755757,1.0119791168516588,Iris-versicolor
+117,5.143347429508965,3.2111193439571455,1.359596941845094,1.128534499720201,Iris-versicolor
+118,5.735819679684749,2.6966993432563178,4.591276091611819,1.5698620200575721,Iris-versicolor
+119,5.009879162631501,3.0947998086203854,4.497789851893466,1.9466557959931678,Iris-virginica
diff --git a/iris/tvae/1/13/test.csv b/iris/tvae/1/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/13/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/13/train.csv b/iris/tvae/1/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/13/val.csv b/iris/tvae/1/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/13/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/14/synth.csv b/iris/tvae/1/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9893c1e0f99beb5f6d4e8553642bd35a372bf5de
--- /dev/null
+++ b/iris/tvae/1/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.98217896762611,2.7341525574667593,4.210473879552971,1.4245299424560753,Iris-versicolor
+1,4.90423906541923,2.9038480457889735,1.2457625010775717,1.0405736991062051,Iris-setosa
+2,6.407619156169992,2.9797768002222655,5.213735020420167,1.9577438807197107,Iris-virginica
+3,5.020386869662294,3.1474298192362715,1.2683815343848708,0.14358657841474992,Iris-setosa
+4,4.234854816681344,2.6637896491060467,1.4153731101014602,0.09043221596772438,Iris-setosa
+5,6.607563647943529,2.785309086885707,4.609286796012882,1.26460891828004,Iris-versicolor
+6,5.905749243726109,2.820943537696476,4.301920763348895,1.1007159744255157,Iris-versicolor
+7,7.037602301337827,2.9648868042517886,5.8246369514338845,1.911560401647649,Iris-virginica
+8,5.9169627069711135,2.7187615931985016,4.586898734105551,1.6176181907215421,Iris-virginica
+9,6.926571460251774,3.23375427745448,5.357129673340881,2.027659781895604,Iris-virginica
+10,5.374398719026393,2.353490643079825,3.8777546544404395,1.075815086324189,Iris-versicolor
+11,4.863425137766594,3.115013220121508,1.6100405430873834,0.10725285226797968,Iris-setosa
+12,4.53499968063832,3.3217691370228275,1.6957668715246008,0.2951388795644684,Iris-setosa
+13,4.877252038882744,3.9344425239883014,1.7200667448580447,0.2477397293186218,Iris-setosa
+14,5.011755507433915,3.379712666863092,1.3466518522230906,0.2083594943257088,Iris-setosa
+15,6.423332994617565,2.9694795942038943,5.183227783099118,1.893612824597818,Iris-virginica
+16,4.755765028442255,3.8958985472871155,1.310197999310662,0.24579510680904254,Iris-setosa
+17,5.508042185617075,3.057321225576535,1.3679759514296213,1.5408813535015895,Iris-versicolor
+18,4.857574677981596,2.7858223316733732,4.66697923892821,1.9201606943905265,Iris-virginica
+19,5.728269957088317,2.8523878565685883,3.686229233360605,1.101385637365548,Iris-versicolor
+20,4.980563256778932,4.235602850723318,1.360860807142985,0.1393430230369596,Iris-setosa
+21,5.0586949486244945,3.4564831265435787,1.334491041296423,0.7662750906806444,Iris-setosa
+22,5.99540080030578,2.5919361245077894,4.2575771783833485,1.0952829037062477,Iris-versicolor
+23,6.940400700079246,2.9962625039035267,5.854465831789325,1.876820716360665,Iris-virginica
+24,5.274780325446861,2.363330571547379,3.746121367723208,1.111758178191867,Iris-versicolor
+25,5.207730414132141,2.8619862008739485,4.302414318082426,1.0055302476181667,Iris-versicolor
+26,4.9250780610106615,2.7513961593725726,1.2785080273425506,0.4117169526680106,Iris-setosa
+27,5.744558464844642,3.050215741041076,5.5723635453771685,1.7782709925066555,Iris-virginica
+28,4.953312873428523,2.4285071274759362,3.5489465818214825,1.144963817003159,Iris-versicolor
+29,6.188685760242832,3.192777967217418,4.830785839756182,1.977766273870528,Iris-virginica
+30,5.140483286552138,3.260908036044632,1.6974555343453672,0.25286399781684893,Iris-setosa
+31,4.767462664046936,3.0982182839833894,1.3761393584901678,0.27957865925314085,Iris-setosa
+32,6.310861232187394,2.742942031756981,4.940999354725797,1.6273157577127664,Iris-virginica
+33,5.0072890317440555,3.5388394329841293,1.363731324518022,0.12058819123626888,Iris-setosa
+34,5.1388238647255085,3.726422813771843,1.527348860382627,0.17313187772582303,Iris-setosa
+35,5.365618437538621,4.033969210702645,1.349968207431828,0.17703311604965344,Iris-setosa
+36,5.987156427457887,3.4184403122290474,5.140900111122746,2.27260691040617,Iris-virginica
+37,5.069946669202767,3.3888141597076005,1.6235355271330227,0.2925745304365512,Iris-setosa
+38,4.826291691801827,3.143208984426057,1.5003060524710077,0.1537506618738495,Iris-setosa
+39,5.7040664988443135,2.7143083704375854,4.107843652113979,1.2050692371837046,Iris-versicolor
+40,4.478282411048879,2.8743399269866514,1.3072280478986171,0.19801525229170225,Iris-setosa
+41,4.669559787925236,2.915357444918573,1.2303637997106565,0.2351106283380048,Iris-setosa
+42,5.17733757309446,3.1834056735152294,1.2576342753949017,0.2673296999163126,Iris-setosa
+43,5.3197723309204905,4.023231981368686,1.2953490806876033,0.07347886925578023,Iris-setosa
+44,5.739072857469759,2.8455306184763876,4.352612591357541,1.316116422828302,Iris-versicolor
+45,6.352158477363754,2.711985961662716,4.81317116715416,1.700664768040361,Iris-versicolor
+46,5.6206878913459155,2.587842344266919,3.9260355491400114,1.4083041578995763,Iris-versicolor
+47,5.401639056515876,2.6299753518698825,4.784399766487237,1.6775546348923236,Iris-virginica
+48,6.209975451467345,2.721639154018605,5.447238073994141,1.6806181819451524,Iris-virginica
+49,4.626472387326444,3.103887697485779,1.3968175685228927,0.3469247880237634,Iris-setosa
+50,6.249454580046974,2.863545432531469,4.700543292690175,1.5500854511606714,Iris-versicolor
+51,5.7136944139559525,3.20429972330197,5.2194011230917186,1.4465393139452867,Iris-versicolor
+52,6.119360539177436,2.948627436248665,4.559849549768379,1.48048913904901,Iris-versicolor
+53,5.570397483781981,2.776026581513854,3.9039399945008095,1.2002558580894709,Iris-versicolor
+54,4.811230811907226,2.8347183876179813,1.6369498693120303,0.2728359702655668,Iris-setosa
+55,5.7447731894522835,2.9115674111048513,3.948748896318649,1.2073430282685758,Iris-versicolor
+56,6.5502522987426675,2.6951534422079404,4.901785723400398,1.7435091326114946,Iris-virginica
+57,5.255275926195613,2.670807135587642,3.979838302323127,1.1806757407760706,Iris-versicolor
+58,4.954251969258552,3.5105912240705988,1.5741976122882215,0.1506785587072421,Iris-setosa
+59,6.540556678492956,2.9808841391242065,4.4668478195237125,1.4568360039938422,Iris-versicolor
+60,5.709344380589026,3.0460713463836666,4.309738217532533,1.2859161467251101,Iris-versicolor
+61,6.6622513984433684,2.9174345433758124,5.536923953539006,1.8003604165769573,Iris-virginica
+62,4.919910987318257,3.7772720978722276,1.148563536735546,0.26616962734498234,Iris-setosa
+63,5.169408899790908,2.3973222985195006,4.056460845260923,0.7129160507185279,Iris-versicolor
+64,6.26342472830621,3.164935553588218,4.736511705502325,1.5138496880085088,Iris-versicolor
+65,6.368590337806105,2.612215456533659,4.94400839412583,1.4153926836694732,Iris-versicolor
+66,4.954826891697221,3.2990553610032216,1.456240429709665,0.28704781294835047,Iris-setosa
+67,4.969815368662731,3.384790124863742,1.4438877385352966,0.22651452036189565,Iris-setosa
+68,7.0437881485582965,3.0691860360998495,4.613188609682457,1.4781332467544197,Iris-versicolor
+69,4.827946869179451,2.7130356283585613,3.641789474399979,1.272423696620996,Iris-versicolor
+70,6.70053414920677,2.511682442686701,5.8517559030644755,1.7325955043927392,Iris-virginica
+71,6.1649597700628265,2.5352930733301604,5.163701277330962,1.9221104775183888,Iris-virginica
+72,5.811008848472743,3.030888933995715,4.773463226818267,1.3735560360157444,Iris-versicolor
+73,5.623350204582069,2.793061288188029,4.414653851919278,1.4228361559590377,Iris-versicolor
+74,6.2944836989485005,2.8985850025747117,5.364265916769651,1.8613298714311448,Iris-virginica
+75,5.87961126986385,2.823858021635404,6.058628045626079,1.8765511583496335,Iris-virginica
+76,6.974881781549708,2.7929606584510305,5.632711047691339,1.955328347618297,Iris-virginica
+77,5.082480331226193,3.5314250914494925,1.5281241422737721,0.03606467666630511,Iris-setosa
+78,6.231077756468636,2.7067594859645183,5.114278770150645,1.6020627815668291,Iris-virginica
+79,4.415475008536739,2.845491497285022,1.2971279038430188,0.16008821040102145,Iris-setosa
+80,5.247488669357639,3.2346663301297167,1.2620678622364525,1.2302851470521914,Iris-versicolor
+81,6.367854758382613,2.8002534964507992,4.968275441989149,1.737858609889892,Iris-virginica
+82,4.784597158546944,3.8618024139137144,1.2251183177243674,0.17182603018367423,Iris-setosa
+83,4.9727124343400675,3.1752356395769326,1.5202538076059247,0.24931722273549806,Iris-setosa
+84,6.265925776382392,3.2296715230764903,5.341351645075538,2.393058221439398,Iris-virginica
+85,5.045071104443722,2.5190557418726773,4.081386068394145,1.3277214942889228,Iris-versicolor
+86,5.384768864416385,2.801442035809163,4.439279385261589,1.5319552610209624,Iris-versicolor
+87,7.424810913778734,3.1345944901549396,5.518619318880566,1.5585198660747526,Iris-virginica
+88,4.74001966086963,3.8694302693558025,1.5748609048748743,0.268869167040926,Iris-setosa
+89,5.828883827989249,3.0984406792345904,4.195966408748141,1.09588215600218,Iris-versicolor
+90,5.473841842641865,3.00771085878715,4.438622228782676,1.5057660791466616,Iris-setosa
+91,6.247115520275981,2.960118657800333,5.065340985834936,1.6579521962338355,Iris-virginica
+92,5.2992113239283345,3.09284698755304,1.4180182577964096,1.181736760486538,Iris-versicolor
+93,5.553901618772032,3.0393022019994147,4.373231706102334,1.230962015147227,Iris-versicolor
+94,5.254391762916125,2.4172240682932515,4.0266319503210735,1.105062964357149,Iris-versicolor
+95,5.7424746553961175,2.8838187232639734,4.641164448156052,1.622636740178072,Iris-versicolor
+96,6.956812439868516,3.2774888077633215,5.482294037858243,2.1783826791253222,Iris-virginica
+97,6.160587411190452,2.729642733323382,4.349215976136991,1.4218549371163403,Iris-versicolor
+98,5.606880741431011,2.361555224442012,4.974188892939859,1.7505512719323673,Iris-versicolor
+99,4.391754653039286,2.818855143003863,1.3997606925747015,0.1940522762221058,Iris-setosa
+100,5.756302117460202,2.761974182694309,4.302837535500569,1.3943768031881192,Iris-versicolor
+101,5.038611540476456,2.784219968969049,4.186171421953629,0.6192827706209365,Iris-versicolor
+102,4.9833960950173175,3.007723873372368,1.3938085143802315,0.331043265326071,Iris-setosa
+103,6.360140412212995,2.982768114298063,4.532099299407111,1.6544022438593313,Iris-versicolor
+104,5.042292367867638,3.1256821480763337,1.5246473012516863,0.23997926576525686,Iris-setosa
+105,4.7753229545481375,2.725612264327338,4.429052865750046,0.1337321703613364,Iris-virginica
+106,6.925319201075996,3.222560946690411,5.475493621333653,1.974596464178403,Iris-virginica
+107,6.153767517844791,2.9325844110610753,5.279998836135959,1.8976939090773666,Iris-virginica
+108,7.117079664801864,3.379260693789708,5.91513661025971,2.228259005479017,Iris-virginica
+109,6.361286044698278,2.7849741588304306,3.991374930257948,1.1985600218574683,Iris-versicolor
+110,5.791580695014679,3.087001565661564,4.798296923564652,1.7041294175287467,Iris-versicolor
+111,6.064339451916846,2.970885213886646,4.712139932792302,1.3720082544475491,Iris-versicolor
+112,4.436488452109062,3.372607440173619,1.1600910483545852,0.16905306743598086,Iris-setosa
+113,5.937412357107988,2.920634089248249,4.38011723294996,1.5261984054005484,Iris-versicolor
+114,5.238126188833212,3.2965974543841154,3.849798772744931,0.9717876746003489,Iris-versicolor
+115,6.941579713211393,2.740405431633989,5.697082910128302,1.6401241137318905,Iris-virginica
+116,5.5122108814335045,2.8107933163111047,4.943239628078,1.7195524285482953,Iris-virginica
+117,6.588542812272333,3.325478077252927,5.767998414879762,2.2352463656658554,Iris-virginica
+118,5.974091962370144,2.8545723286654656,3.8000424567906608,1.1914110880106026,Iris-versicolor
+119,5.67638909544178,2.9801632252011103,4.2520236576739965,1.424933105048102,Iris-versicolor
diff --git a/iris/tvae/1/14/test.csv b/iris/tvae/1/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/14/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/14/train.csv b/iris/tvae/1/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/14/val.csv b/iris/tvae/1/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/14/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/15/synth.csv b/iris/tvae/1/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1e6fd0085026747cb2653d67dd3913b9272d1cd1
--- /dev/null
+++ b/iris/tvae/1/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.87790800653476,2.910740529658766,4.848965545823386,1.4590808966446243,Iris-versicolor
+1,6.566037717457098,3.036047428362953,4.499322119263392,1.4636877554203476,Iris-versicolor
+2,5.0161964872028335,2.9825133933078964,1.403001341926859,0.23239182588413185,Iris-setosa
+3,4.575661642257459,2.947865599377906,1.4193127383749204,0.2071764704570843,Iris-setosa
+4,6.872762456986359,2.7676035918021937,5.177707496608865,1.5762417824664916,Iris-virginica
+5,6.999123535929864,2.8103062256175217,5.4688954335065105,1.6036642546778115,Iris-virginica
+6,5.804735869352449,3.0141391097807526,4.694251631285775,1.3579924681014277,Iris-versicolor
+7,4.854885880246616,3.394518299248815,1.4238581891297857,0.1264234838130422,Iris-setosa
+8,6.39420979835856,2.542876504270132,4.960562558019524,1.5652573921347543,Iris-virginica
+9,6.518129881397727,3.1677760471201637,5.194870603582198,2.058868850254356,Iris-virginica
+10,5.809481237885487,3.2202644007631758,4.054067766763977,1.6640389876044788,Iris-versicolor
+11,5.70298408985025,2.4930625232137675,4.737296460012762,1.7064276191093335,Iris-virginica
+12,5.395165861828956,2.491624597907398,3.7657331581469116,1.3987785351177269,Iris-versicolor
+13,5.429764168514303,2.9810745805482157,4.48479798369155,1.576498193888557,Iris-versicolor
+14,5.795443747579435,2.8884422885074708,5.030131070070137,1.7555321515443996,Iris-virginica
+15,6.880097781483057,3.1968203882606825,5.68374302567687,2.024119351927722,Iris-virginica
+16,6.229098637007549,2.8146205375942412,5.145015505398294,1.9540517392236763,Iris-virginica
+17,6.230648542746246,2.676568314989121,4.947048995873795,1.869411918375389,Iris-virginica
+18,5.156684398465275,3.6179993101237384,1.4767228332454747,0.038544189786230504,Iris-setosa
+19,5.178151604267858,3.6546092156236423,1.5169474025436571,0.2038133163724524,Iris-setosa
+20,4.982515435621249,3.5028828335250677,1.3431167315804455,0.18192074693150495,Iris-setosa
+21,5.887146395230573,2.700587338166103,3.994046275187954,1.2992296456608925,Iris-versicolor
+22,6.498366944915614,3.152397281963467,5.357244888022615,2.2687224177562584,Iris-virginica
+23,6.716342930478705,3.0320042933411493,4.764882646936037,1.7775884814202632,Iris-versicolor
+24,6.261919467181649,2.7969716448424746,5.581005381970609,1.5419670606060067,Iris-virginica
+25,4.939883823335702,3.6747340170891922,1.304697979804406,0.2786354382067352,Iris-setosa
+26,6.303714120686843,2.6847624756031934,5.232758288028873,1.7123679328485812,Iris-virginica
+27,5.18738264771864,3.3657176881871753,1.6113820883914716,0.2086263657915957,Iris-setosa
+28,5.298686111468913,3.2902745406195586,1.5526347659959623,0.19721078466784714,Iris-setosa
+29,4.910390570768977,3.123076005802075,4.3451920397839405,1.524118137348613,Iris-versicolor
+30,4.983999413519452,3.7901082797908874,1.4082315998940131,0.2708568438333673,Iris-setosa
+31,4.884513918178808,3.1893564241856063,1.80703872860004,0.20722545471280598,Iris-setosa
+32,4.52292623737968,3.312768419148867,1.5264985246533973,0.15087074198871112,Iris-setosa
+33,7.449997115347515,2.950216306945354,6.548101357723067,1.9690595261791786,Iris-virginica
+34,5.984983983565506,3.0563444026448083,4.8680953763303085,1.40301553085338,Iris-versicolor
+35,6.982456297789324,3.770714703525963,5.659983779112943,2.4062499985489603,Iris-virginica
+36,6.1895052765849154,3.159642192150695,4.331069565215112,1.2816188888046653,Iris-versicolor
+37,5.965307862217773,2.8424791398667097,4.1346580977140475,1.2376183404115195,Iris-versicolor
+38,5.2819231810122895,2.9572065684202933,4.328557128458972,1.3183750630571018,Iris-versicolor
+39,5.135407375432547,3.4442644804667686,1.477017047099237,0.17529955639134498,Iris-setosa
+40,5.467681831258226,2.878980539519999,4.131690017702464,1.4781565588116374,Iris-versicolor
+41,6.309131193339278,2.5798490153409244,4.096484574127687,1.1468309620177348,Iris-versicolor
+42,6.134132836507465,2.5573010998369132,4.987768288897076,2.0022148059097535,Iris-virginica
+43,5.64999325008318,2.257996744611943,4.609348552452223,1.3388445265273243,Iris-versicolor
+44,4.704137353202764,3.186042240883307,1.4526386002575606,0.2428542056735749,Iris-setosa
+45,5.196291046502595,3.2623749019088315,1.4476412164602885,0.3346594215359121,Iris-setosa
+46,5.9680944302524725,3.0343448041067154,5.241906103624133,2.1860660494330766,Iris-virginica
+47,6.427314051634791,3.8417970410990594,5.686590622702389,2.2069414823941025,Iris-virginica
+48,6.30332348516588,2.931219000835856,4.889842775113702,1.6287443352030029,Iris-versicolor
+49,4.921631087026606,3.351955931749317,1.3346044500565593,0.3093580908636825,Iris-setosa
+50,4.744353336801961,3.0261781697471806,1.2803634797287986,0.1354836795241028,Iris-setosa
+51,6.179031923352465,2.8565431325117894,4.862023046382629,1.5458016048385022,Iris-virginica
+52,5.9590506174829585,2.8193022570546438,5.126634140500704,1.867645766675385,Iris-versicolor
+53,5.217105905129364,2.1310554696986976,3.8873059921580886,1.0903371229155587,Iris-versicolor
+54,6.455497578344734,2.79735336409292,5.504706440633008,1.9518713895172715,Iris-virginica
+55,6.186010678870336,2.842585198629708,4.976906248707454,1.7331071641662275,Iris-virginica
+56,4.516191532094914,3.3360990078504758,1.119510333800989,0.09751435484338197,Iris-setosa
+57,6.509295072689759,3.3812985542887177,5.114866894671689,2.151549565731343,Iris-virginica
+58,5.176852655476484,3.3641754218759563,1.3032152113713984,0.2253939529615066,Iris-setosa
+59,5.01077788058275,2.1711037723199147,2.9983560750612397,0.6868094903368509,Iris-versicolor
+60,6.805510464724044,2.6145789357529217,5.873276182725815,1.7522512920115694,Iris-virginica
+61,6.05628551177626,3.1422116612808813,5.281112198837316,2.100521832156597,Iris-virginica
+62,5.877082533665652,3.0547574806410496,4.607091868953881,1.4943472228025185,Iris-virginica
+63,4.6063331721613965,3.1942261144616975,1.5137268736144507,0.015629816262621915,Iris-setosa
+64,4.620302670233196,2.96533230905523,1.3945180353116917,0.2884536010049942,Iris-setosa
+65,5.032958593986828,3.1010856515806897,1.5864363827239825,0.2398572994867853,Iris-setosa
+66,5.928829677487397,2.9027552745617666,4.714490082615542,1.6712978412215898,Iris-virginica
+67,5.259818425529344,2.739212158821676,1.08214285869383,1.4827219786358103,Iris-versicolor
+68,5.335581358038618,2.387818898513473,3.565181163634139,0.8890427440343995,Iris-versicolor
+69,4.575176765590035,3.18229361677323,1.4606160607829073,0.21916810618300478,Iris-setosa
+70,6.200436909753708,3.043993905628473,4.662383118547356,1.7575773658699625,Iris-versicolor
+71,4.445193699799016,3.197898642991416,1.3136914520016614,0.2600601613957709,Iris-setosa
+72,5.3541610873621295,3.9344654357411972,1.741851566388453,0.1678551319701111,Iris-setosa
+73,6.2878659651982804,3.204001782266968,5.023828537486539,2.179203935942167,Iris-virginica
+74,5.130601214895615,3.3002384094913517,5.076466269604705,1.9888021127061883,Iris-virginica
+75,5.679607495824649,3.242238434644593,4.55098655904921,1.709465341050406,Iris-versicolor
+76,4.6758126841011265,2.8950149540565797,1.4302209808910054,0.12207976545383953,Iris-setosa
+77,5.040180430539507,3.5551180464134378,1.3366831739760023,0.1711875355749915,Iris-setosa
+78,6.254375906575352,2.6332890127124715,3.904812378218407,1.273018268336774,Iris-versicolor
+79,5.803527292167106,3.1016353704720365,4.681952525350381,1.7306453049939872,Iris-virginica
+80,4.945719974418252,3.5019664740555,1.5107281308804623,0.17118066028061557,Iris-setosa
+81,6.595127319324396,2.991174721042923,5.425586192435584,2.0720038126621305,Iris-virginica
+82,5.914557715059723,2.6792034850134403,4.963462428021912,1.7724852316537507,Iris-virginica
+83,5.490685084003384,2.7125412280439383,4.663962597786472,1.5195085024207045,Iris-versicolor
+84,5.3510780684808505,3.9915535589743367,1.8722786137340925,0.3257582031695005,Iris-setosa
+85,4.744604606510714,3.220842313710172,1.1771099632250528,0.07714112215537491,Iris-setosa
+86,5.514424373545456,2.9146275089009563,4.069203774785967,1.4555137975898824,Iris-versicolor
+87,4.483500173818552,3.2844356753499824,1.6013367277700952,0.2516818383134629,Iris-setosa
+88,6.123737385427746,2.9747046408754434,4.970414678103294,1.7332807685779568,Iris-virginica
+89,6.292376037481234,3.0338545306377878,5.1879134114168295,2.1977531054082156,Iris-virginica
+90,5.159786260252049,4.092339270716408,1.3148107157417526,0.38751607044344083,Iris-setosa
+91,5.481019877384605,3.0017841110927,4.055210910594372,1.432899267438394,Iris-versicolor
+92,5.574347976990461,4.193767752829313,1.5415119835679474,0.286663969505768,Iris-setosa
+93,6.521501445148911,3.3532143368150837,5.34018179373633,2.3617668925128856,Iris-virginica
+94,5.337139128089576,2.94105692715344,3.9685290375199926,1.352031291192926,Iris-versicolor
+95,6.411872875550943,2.743735840515425,4.601439768196637,1.5850363873845952,Iris-virginica
+96,6.065857723192763,3.1584694419665467,4.85931428304074,1.5556485846174855,Iris-versicolor
+97,6.172629727471256,2.7370596072198317,5.1011207506135055,1.6968001062552243,Iris-virginica
+98,6.242006320879483,3.0291913626387204,5.386063617822592,2.0490912513942985,Iris-virginica
+99,5.1746935713717095,3.598630575343894,1.5958124970162446,0.2337033357586211,Iris-setosa
+100,4.568022100859595,3.2801483435765104,1.2420761725350955,0.28186636005308274,Iris-setosa
+101,4.80225341446593,3.3447014588853183,1.5015838630555365,0.24210103988397225,Iris-setosa
+102,5.8042629298641,2.875668760204834,4.196244895913414,1.319212228993154,Iris-versicolor
+103,5.602284934786797,2.6363471079566705,4.074858102413189,1.422261087491603,Iris-versicolor
+104,4.9626113302225505,3.065182804193655,1.3805285360025243,1.0423375264262293,Iris-setosa
+105,6.07846132521904,2.8591685894414076,4.728799844518899,1.6812835211472221,Iris-virginica
+106,4.76123128613082,4.076655948808673,1.2946447591863899,0.17118718400085753,Iris-setosa
+107,6.734077156317453,2.9097470162498777,4.849963350107403,1.438227973831158,Iris-versicolor
+108,4.879651953859841,3.0252213177600176,1.4004390096019053,0.14198387753556496,Iris-setosa
+109,4.811428601307102,3.9682802875658347,1.0845407105386538,0.21593923354231728,Iris-setosa
+110,4.812529100266211,3.182736785366009,1.4368752156007367,0.9889655560155598,Iris-setosa
+111,5.6829408271286335,3.083187284725296,4.583794843884186,0.2705657291358598,Iris-setosa
+112,6.505627511856016,2.8539953429520653,5.086679849004061,2.0563854322693453,Iris-virginica
+113,6.0860856748566725,2.989398998132633,4.743667274744979,1.7687374208590918,Iris-virginica
+114,6.137759684788155,2.6049668168379863,4.970260088966116,1.3962838890354279,Iris-versicolor
+115,4.626765167339833,3.239649411242379,1.1934535529902428,0.20323996812046677,Iris-setosa
+116,5.1684257352725576,2.981491456389563,1.5622743911007075,0.2721756944952394,Iris-setosa
+117,4.862318280318303,3.363036624288323,1.6749773201540514,0.1563126325747145,Iris-setosa
+118,5.199858281916992,2.248788351503194,3.87320632186627,1.1584131304089982,Iris-versicolor
+119,6.472694936843884,2.9693130009588384,5.3467265847543946,1.8857868368672945,Iris-virginica
diff --git a/iris/tvae/1/15/test.csv b/iris/tvae/1/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/15/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/15/train.csv b/iris/tvae/1/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/15/val.csv b/iris/tvae/1/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/15/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/16/synth.csv b/iris/tvae/1/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..badc2fa82cdf67b9145bfc906d094956abd8ced9
--- /dev/null
+++ b/iris/tvae/1/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.6790813129984,2.7484543031897757,4.438669560439448,1.598615636099503,Iris-setosa
+1,6.348903193059397,2.8403667676619277,5.301169215960072,1.445417769562688,Iris-virginica
+2,6.328132870218102,2.832272791007668,4.896481577853243,1.4876754378821369,Iris-virginica
+3,5.11403466942789,3.235669009320443,1.4748906880292554,0.17315488375102972,Iris-setosa
+4,6.996512647300561,2.9815413676066247,5.773273950663252,1.896764577749585,Iris-virginica
+5,6.365339826340563,2.6503723445108744,4.919082491810951,1.5624507077473984,Iris-virginica
+6,5.905931894700805,3.2967879132466376,4.969685841937247,1.4712360741954542,Iris-versicolor
+7,5.385718174677892,3.3821115451730956,1.3622532234456406,0.16408701538771714,Iris-setosa
+8,6.453541349972157,2.7468979708973307,5.00954795600744,1.6801146174221582,Iris-virginica
+9,6.186143504906405,2.943723889256387,4.853644785888893,2.141720984752684,Iris-virginica
+10,6.189653513706266,3.2008764342857385,5.0632980098518905,1.6779694071051545,Iris-virginica
+11,6.875150293390503,3.2600604475362145,4.724037830412007,1.516419355817143,Iris-versicolor
+12,6.453733337486728,3.501972795837424,5.816087587516979,2.554032157756201,Iris-virginica
+13,5.9702655029514355,3.134708573641909,5.17305934365719,1.9758271039613564,Iris-virginica
+14,7.305146056536197,2.8039513449324103,6.316978305278562,2.0205426271150144,Iris-virginica
+15,5.2720959496596445,3.299133434671783,1.4412488754225277,0.2692756292229205,Iris-setosa
+16,5.533768916653509,3.3501399385275743,4.654703247024571,1.5794714703589285,Iris-versicolor
+17,4.83628217488987,2.7809039430375537,1.3808737768755595,0.3297744909822812,Iris-setosa
+18,6.185114821493552,3.205672459566448,5.32805172022157,2.2127623047666214,Iris-virginica
+19,6.139516014599188,2.7608412005876195,4.677100954639203,1.688092984602571,Iris-versicolor
+20,7.288757805428268,3.293106133610725,6.148387894559074,1.7403523817994986,Iris-virginica
+21,5.792860660253284,2.5435717859556988,4.042009377994121,1.240618687991606,Iris-versicolor
+22,6.1573635989595275,2.6968698071784396,4.71190115631805,2.1048986128750498,Iris-virginica
+23,5.863764359097136,3.089435656064727,4.339977227582853,1.3065869987205057,Iris-versicolor
+24,5.251323902344364,3.5004448477372008,1.491109758538396,0.2860233272887253,Iris-setosa
+25,7.126227724805201,3.1049862412196467,5.922961965449185,1.874353296807427,Iris-virginica
+26,5.006930709419868,3.8368051649357304,1.7429433093315787,0.23432997546308443,Iris-setosa
+27,5.031143947990379,2.23256131274407,4.033241986558756,1.1910716539467021,Iris-versicolor
+28,6.038883592282168,2.967131029466024,4.798050778551584,2.0952085743162367,Iris-virginica
+29,6.136317126888915,2.795837291903234,4.2399416710530335,1.229880324790291,Iris-versicolor
+30,4.926107631266989,3.3997004421283306,1.7847703660713905,0.3424209248294449,Iris-setosa
+31,5.49730900686921,2.5288553033425734,3.7283537203178154,1.0206349955101874,Iris-versicolor
+32,4.489704230238171,3.306229252275269,1.4975158465404819,0.12791112512046315,Iris-setosa
+33,6.590871123941945,3.1126552061921484,5.37105710295968,2.2505879410011826,Iris-virginica
+34,4.943743405887731,3.704028208670668,1.1950950417158934,0.16706337338260766,Iris-setosa
+35,5.886812379330581,2.8525795783740304,5.1569035961562975,1.8086695792486118,Iris-virginica
+36,5.631598165229034,3.9503864379618916,1.4119504665410127,0.19040155182970625,Iris-setosa
+37,6.210978019762936,2.9915926902505263,5.146929114365518,1.9545902308509653,Iris-virginica
+38,6.219064525136191,2.9908097619726375,4.845743047562711,1.737656569000116,Iris-virginica
+39,5.268810444233341,2.4010108356670705,3.557819432783015,1.082795603166363,Iris-versicolor
+40,5.583527533637042,2.7079674251784973,4.588475252919817,1.3165743477341911,Iris-versicolor
+41,4.891596040663959,3.5355343045014904,1.4199356268189423,0.20845725115786343,Iris-setosa
+42,4.376440655362073,3.302922133175628,1.2623352294968961,0.18211424823672884,Iris-setosa
+43,5.931702669245423,3.178507837389134,4.397586118430386,1.2419662553443689,Iris-versicolor
+44,4.69116925071116,3.135685047289457,1.3736905223409328,0.1903128834486693,Iris-setosa
+45,5.475695530462636,4.237755745402271,1.4231637058151874,0.054564171836029574,Iris-setosa
+46,6.4869847061753605,2.666400377761495,5.17243406866751,1.7573752536526888,Iris-virginica
+47,6.34717661827618,2.6249295774880737,4.763338508704578,1.5755914023841247,Iris-versicolor
+48,6.550184347818625,2.9157476995979583,4.986571882006998,1.5333648715275747,Iris-virginica
+49,6.336166813768839,3.1040712473631236,4.666950887980943,1.7346576832868632,Iris-versicolor
+50,4.5244631135916915,2.9558094204903633,1.4395633033114095,0.21110961911225704,Iris-setosa
+51,6.338314007014591,2.864874433900409,4.538333015809166,1.699151383671564,Iris-versicolor
+52,6.774320662477919,2.7988024930703865,5.015574784658072,1.9890974507309265,Iris-virginica
+53,5.714854244950896,2.282217644834545,3.701016471812849,0.9676345465754205,Iris-versicolor
+54,5.247221036153412,3.5577156999848096,1.5303190725870444,0.17874074594990946,Iris-setosa
+55,5.457616080021142,3.8248072193505562,1.7219386590806545,0.2769214146196618,Iris-setosa
+56,4.838908117418341,2.9430825831554466,1.43913535905271,0.0251529834550058,Iris-setosa
+57,5.822970048244996,3.9564504131174756,1.2747706790567375,0.15079115486926026,Iris-setosa
+58,5.760248776378627,2.9728815350240883,4.895251276088628,1.8522632164970008,Iris-virginica
+59,6.670985112147734,2.633742528118495,4.163632656183692,1.2951190463761826,Iris-versicolor
+60,6.216856894196919,3.799015619327359,5.654825243143535,2.093227694718995,Iris-virginica
+61,6.783472892433858,3.2010054785879425,5.649892893385529,1.865814298125221,Iris-virginica
+62,5.948350104679806,2.9630649732885557,4.7517659450392955,1.502558812890017,Iris-versicolor
+63,6.153152813495212,2.8049234710727813,4.656999969864659,1.6248360807442706,Iris-versicolor
+64,5.823217970749348,2.914366213522116,4.238161825495306,1.1731787495597055,Iris-versicolor
+65,6.315562755272288,2.9645191640554502,4.0353163378732955,1.2192878168722272,Iris-versicolor
+66,5.90659966898862,3.1447978157811205,5.187487824683465,1.917582840727504,Iris-virginica
+67,4.822166543221397,3.6900930057899735,1.226176153551968,0.06755623902465172,Iris-setosa
+68,5.587882684600747,3.19468785788405,4.56027503796441,1.5702162437443994,Iris-versicolor
+69,6.398759294687441,2.9044288415623654,4.995243953893144,1.7586439362420798,Iris-virginica
+70,6.175686272916514,2.918865177886045,4.657778997778436,1.3719151591027499,Iris-versicolor
+71,4.910759622613492,2.76687759358318,1.4218977490727538,0.3212876493563964,Iris-setosa
+72,5.142919393433643,3.838920451332483,1.30188837525584,0.1442002266795852,Iris-setosa
+73,6.621061955345183,2.687887181745966,5.539727360987756,1.7284401797684346,Iris-virginica
+74,6.58489302258474,2.9900775274795195,5.140041592907529,1.9996150462142508,Iris-virginica
+75,4.877075102112646,3.3369769685506343,1.6094648871795247,0.17802071620571258,Iris-setosa
+76,6.846317506481216,3.0824851766981087,5.546507026237499,1.9527277279674764,Iris-virginica
+77,4.898464691965113,3.310690827154577,1.5395032468043461,0.2216652735388504,Iris-setosa
+78,6.5038884987789105,3.337855975481155,5.566104782555862,2.143296166726712,Iris-virginica
+79,5.421723921097614,2.89731232253805,4.36057210639072,1.2081802774502433,Iris-versicolor
+80,7.06342279084712,3.1120740421763737,5.687603316435211,1.8588804640903622,Iris-virginica
+81,5.838164797989855,3.106787715415857,4.446921869811234,1.6547245072340508,Iris-versicolor
+82,5.212273882165993,2.3887533491287885,3.8868609370883744,1.0332892502792408,Iris-versicolor
+83,5.4299939541520645,2.4677613916304857,4.002954584410284,1.2333705760977822,Iris-versicolor
+84,6.321613265602454,3.0939830576120633,4.346314555190518,1.3992380859474836,Iris-versicolor
+85,5.160109039371081,3.3694960061745256,1.5686735138905554,0.279429542940168,Iris-setosa
+86,5.513123302811201,3.0111356568787526,4.065172612919695,1.1918654937621649,Iris-versicolor
+87,4.4034087785208955,3.023173207399719,1.205541529142027,0.19280250733790052,Iris-setosa
+88,6.243204500510303,2.854521844636369,5.406838945366335,1.9691666028794974,Iris-virginica
+89,4.8686847580917,2.883414875618247,1.354323610360861,0.2602148998107763,Iris-setosa
+90,5.001316657461191,3.2367125479703875,1.3323457324108379,0.08977531792443072,Iris-setosa
+91,6.01240950835786,3.10740492307086,4.722073661662913,2.1920604279530354,Iris-virginica
+92,5.377411456358111,3.6481260033813854,1.6532108786711295,0.25791655848964173,Iris-setosa
+93,6.468242298075056,3.210607352355437,5.275519116688709,2.1348516652345038,Iris-virginica
+94,6.817365667840819,3.1077387458024157,5.445688369617488,2.4152470057802073,Iris-virginica
+95,6.129863959585453,2.98136816958967,5.0444072974123255,2.16979192227017,Iris-virginica
+96,5.322315491687872,2.7434405758250255,1.1132722450919332,1.2271149862272306,Iris-versicolor
+97,6.753640693221438,3.287926124615609,1.8492316396771875,2.059792719686375,Iris-setosa
+98,7.336044025617185,2.883753753094833,5.586620503636599,2.108816575945757,Iris-virginica
+99,5.1993765185826595,3.731062105251504,1.737647189126873,0.15053030095364112,Iris-setosa
+100,6.6088205368058475,3.631676782423193,5.793057971433015,2.294473980486007,Iris-virginica
+101,5.105388321038804,3.0155264142902234,1.4486436465515309,0.14396706755153688,Iris-setosa
+102,6.453296100924071,2.964822662309111,5.100234725246831,1.7173541335630296,Iris-virginica
+103,7.063815182723623,3.2118976829776744,5.8051026186010555,1.8216621630891663,Iris-virginica
+104,6.943087583464332,2.6701563480357993,5.379046032892183,2.0476937129881705,Iris-virginica
+105,5.298800019656232,2.970671932762611,1.3387565405580424,0.129503776389568,Iris-setosa
+106,6.009401032688628,2.8464585279126813,4.446730430194031,1.4203830551147179,Iris-versicolor
+107,4.421171736954998,3.343383144832286,1.4688405400150024,0.09095975527942246,Iris-setosa
+108,6.050621874980374,2.6823392925758656,4.491193374325077,1.8538099514482052,Iris-virginica
+109,4.771535854325015,3.5999846415892884,1.38015314427391,0.23830416162957677,Iris-setosa
+110,5.624859962386171,2.3760297060079463,3.9297424898210767,1.4704221606208527,Iris-versicolor
+111,6.480039060730485,3.023495117392991,5.1552638841056035,1.635689083698999,Iris-versicolor
+112,7.345542930540018,3.244624823506332,6.045193335526031,2.166840908736432,Iris-virginica
+113,5.429405184449704,2.894001448066343,4.541458461714052,1.1522195046052577,Iris-versicolor
+114,5.0583243853018685,3.3583566481638414,1.734125673317541,0.3542138539512509,Iris-setosa
+115,6.6043955605463935,3.0318013368476984,5.06940039779382,2.0465061470324377,Iris-virginica
+116,6.793896868075558,2.708533304687095,5.434959947801417,1.792158759869435,Iris-virginica
+117,5.200512941826487,2.959346593937172,1.2971120667277016,1.21536895058239,Iris-setosa
+118,6.098275732642568,2.999745613250187,4.770926399946358,1.5961521484291756,Iris-versicolor
+119,5.264822321752097,3.7991095671353703,1.4509801851772242,0.1463365594901193,Iris-setosa
diff --git a/iris/tvae/1/16/test.csv b/iris/tvae/1/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/16/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/16/train.csv b/iris/tvae/1/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/16/val.csv b/iris/tvae/1/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/16/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/17/synth.csv b/iris/tvae/1/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..37da18d20dda56c668bf69caf5739cb33f863987
--- /dev/null
+++ b/iris/tvae/1/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.371711703217857,2.9099049714721628,5.8255858513417405,2.4230536029245666,Iris-virginica
+1,4.549753715652472,2.9436228094820955,1.2505504183978793,-0.007917369022856224,Iris-setosa
+2,6.8537965727092045,3.163162535455054,5.494951132119469,2.0098118788697414,Iris-virginica
+3,7.013293543894649,2.9021940515741234,4.7711436888240035,1.2856627184783584,Iris-versicolor
+4,5.887067431995543,3.21173083518201,4.928023371822529,1.9161665255923461,Iris-versicolor
+5,5.4448898705895825,2.488275083367272,3.40494872890183,1.1951995343338357,Iris-versicolor
+6,6.1954399316669475,3.2906273319489885,4.888136757344309,1.3237836963787524,Iris-versicolor
+7,6.003705454369231,2.909831886315965,5.227353794224801,1.8812458235993919,Iris-virginica
+8,6.411364654659283,2.9096532608547356,5.020106202756058,1.9405074220621557,Iris-virginica
+9,5.734770185649681,2.5306059582756686,3.664897671860838,1.1785831173349488,Iris-versicolor
+10,6.186181410659283,2.8293331206763295,5.131100811316608,1.9636727807057819,Iris-virginica
+11,5.993466588854348,2.705732806830878,5.441810366731284,1.790856920778073,Iris-virginica
+12,6.635310002800549,3.166802212731639,6.050904463326108,2.2381899510863916,Iris-virginica
+13,6.304802037218325,2.648734980656675,5.156753886960251,1.6211524028683495,Iris-virginica
+14,5.367805143148287,2.5567501310060754,3.554211872138096,1.239429248104777,Iris-versicolor
+15,6.65798595711463,2.9216575265196227,4.8015294503622625,1.6047259944880226,Iris-versicolor
+16,5.257618869794387,3.294472202897887,1.5702517017179247,1.7550468638162189,Iris-setosa
+17,7.380005377924211,2.6412852957755053,5.949359149860388,1.8265395376832754,Iris-virginica
+18,6.318261268123215,3.0660037694755347,4.984386781930988,1.609568192299477,Iris-versicolor
+19,6.258508496393235,2.803679916582558,5.395937916535351,2.2289671360312573,Iris-virginica
+20,6.686093689560429,2.9425082039280017,5.214616753442206,1.898105570295334,Iris-virginica
+21,6.223640625048518,2.75374594988013,4.9768327806061,1.785557695132397,Iris-virginica
+22,4.9605678097561166,3.1321570254276416,1.3178785645672924,0.22671540406781232,Iris-setosa
+23,5.419967479336658,3.2789877733014783,4.708039940080732,1.4869196655829748,Iris-versicolor
+24,6.569076666572285,2.812970890924483,5.127664322137523,1.776955622159322,Iris-virginica
+25,5.039248251897081,3.311255603346584,1.5726699717597463,0.3329701825527089,Iris-setosa
+26,4.288173245211267,3.073902404729894,1.3377539633955173,0.1534830526350987,Iris-setosa
+27,5.2180022319023935,3.664619441608209,1.7234462608898014,0.3696335291472438,Iris-setosa
+28,5.549709489525832,3.20972561731322,4.591506672833034,1.3814740101462237,Iris-versicolor
+29,7.00569588890726,2.9107268782643785,5.325107553851278,2.0199338346856632,Iris-virginica
+30,6.49968410717841,2.930884570741242,4.47814049232311,1.519711681715737,Iris-versicolor
+31,6.101757722868629,2.6715959117317007,5.235006275724639,1.8008238846914355,Iris-virginica
+32,6.289777254390151,3.3143273217454157,5.112805292393517,1.992785820264872,Iris-virginica
+33,5.184422061730234,4.031192181116271,1.4362374324505347,0.13349349543923453,Iris-setosa
+34,4.662078062979037,3.1517371050766316,1.6228886204948705,0.25030443631553967,Iris-setosa
+35,5.403808033111187,3.5845770589183736,1.23081731101713,0.2542157883247851,Iris-setosa
+36,6.035838342780088,2.9701745866444846,4.664972184565062,1.6437288096034628,Iris-virginica
+37,6.582223273382461,2.902554932338555,5.367153168408965,1.794287507852688,Iris-virginica
+38,5.361688338314102,2.826814913874635,4.083403678824475,1.2489378584050197,Iris-versicolor
+39,4.823901216605102,3.5405367180430196,1.4033602501687548,0.19571970745381842,Iris-setosa
+40,4.992882816996825,3.1047364020112913,1.3167420368594505,0.3496402233143082,Iris-setosa
+41,6.6914932595397865,3.042921915296463,5.0233639522105475,2.0731435909962888,Iris-virginica
+42,6.041422808786174,2.885286120088884,4.194592748471184,1.312100396276095,Iris-versicolor
+43,6.371403687453348,3.0807136609414796,5.381494375700181,2.264106586885217,Iris-virginica
+44,6.560193088014743,2.7154843469973127,4.20304294115916,1.3591397443035764,Iris-versicolor
+45,5.593070675177493,2.7916172992021915,3.8261636154916947,1.2821296818470191,Iris-versicolor
+46,6.615248384819788,2.7726386334032624,4.917484034132149,1.3680568011373984,Iris-versicolor
+47,6.010289300847262,2.9151007567950082,4.565303703756242,1.6674940619928893,Iris-versicolor
+48,4.83553616175315,3.1695901555244936,1.2844329512933537,0.27554423766213515,Iris-setosa
+49,6.823415561995538,3.14673549544202,5.378664606930161,1.7330503641908304,Iris-virginica
+50,5.643111936449936,3.0401505673228244,4.527522102090819,1.852103379460037,Iris-versicolor
+51,6.114602883905591,2.687828186998094,4.784893955444182,1.4486952487319456,Iris-versicolor
+52,6.107542494010272,2.8505463613934907,4.0445284631127825,1.278466100868459,Iris-versicolor
+53,6.170112775775409,3.1047774561765364,5.240187903998259,2.2095917355906045,Iris-virginica
+54,4.7976661643973495,3.244699284209794,1.4456081447040938,0.3279755634776859,Iris-setosa
+55,6.361842116808238,2.7112396760288346,5.109191257597644,1.580807410082253,Iris-versicolor
+56,4.8426088530539,3.24833661883188,1.2023322424661549,0.14744344045082097,Iris-setosa
+57,5.623928101295601,2.940062283494356,4.3872121008747715,1.5573080888890831,Iris-versicolor
+58,4.771328925875316,2.8730242100802035,1.0269595390968997,0.047080026568319944,Iris-setosa
+59,6.095337956626468,2.516205652250705,4.969611106022445,1.6649666033784327,Iris-virginica
+60,6.487370109974591,3.346278443952433,1.8783286938139392,2.1993369018385556,Iris-virginica
+61,4.752593552105012,3.0686604314050867,1.6125974697088712,0.3340450192594696,Iris-setosa
+62,6.151326346015763,3.2288057024562025,5.1292978779243805,2.1329706505295296,Iris-virginica
+63,5.345068205895383,2.507886425205403,4.083697038942586,1.0268363159114666,Iris-versicolor
+64,6.55180420949063,3.4285087209237575,4.589548481581867,1.417279227572594,Iris-versicolor
+65,6.089550986363195,2.379918128682197,4.287270968089933,1.22651533425035,Iris-versicolor
+66,5.195339305439404,2.9174000124840944,1.22099395365195,1.220775588711021,Iris-setosa
+67,4.706336622600437,3.4503133947145073,1.3315528082218904,0.14861515084486637,Iris-setosa
+68,5.999620414745669,2.6727112173193635,4.521542554231168,1.662182138521877,Iris-versicolor
+69,5.231722768977544,3.7387518086272333,1.500361753284849,0.14278224865118885,Iris-setosa
+70,4.982915178575325,3.169064032811052,1.5909783376092415,0.35751877255090825,Iris-setosa
+71,5.220669459912955,3.7847317401558596,1.855428821328003,0.28901886748753536,Iris-setosa
+72,6.195932290416381,3.3978640443939927,5.362996405777604,2.139543831397831,Iris-virginica
+73,6.5730915114793875,2.9673152530220666,5.276805518988707,2.028459200847558,Iris-virginica
+74,5.125404214614896,2.0061927620612554,3.6288548846409796,1.0032128483665872,Iris-versicolor
+75,4.692388648695036,3.7841035744723373,1.6866383255784008,0.3241753598624225,Iris-setosa
+76,5.514000088682028,3.149187529675921,4.547858999895059,1.7316705780408777,Iris-virginica
+77,6.655374369854953,2.6060718999776107,4.174623356555683,1.3566818708779491,Iris-versicolor
+78,6.482925851707741,2.761721655542543,4.6349118447288,1.517063869623457,Iris-versicolor
+79,6.889952412222291,3.0211548050784027,5.363843876812736,1.8242403551250872,Iris-virginica
+80,4.996993719287736,3.7991160955689947,1.6360148289770398,0.24454144820939003,Iris-setosa
+81,5.624212895284366,2.5658095887201564,2.9081196849447672,1.1548495316006386,Iris-versicolor
+82,5.37180161243588,2.373923885090898,3.7997841686509863,1.517990972802784,Iris-versicolor
+83,5.224886673850935,2.5620311927333645,3.8457782625030026,0.7943021186464657,Iris-versicolor
+84,5.960264741415389,2.4801206850367086,4.03660350190769,1.3159094114146799,Iris-versicolor
+85,7.2715411423474725,3.2424984007193696,6.378535278090593,1.9110649875118888,Iris-virginica
+86,6.837434294114302,2.7031796615505073,4.887570474704554,1.4786058970131566,Iris-versicolor
+87,5.124588769714409,2.867984278857998,4.731943134705527,1.6780077110521099,Iris-virginica
+88,6.810620759873616,3.1117639822130974,5.2013452802555005,1.6278113901081237,Iris-virginica
+89,6.909320598753981,3.4359015317627355,5.699655485821961,2.371250956347305,Iris-virginica
+90,5.887058427631341,3.0107631503622936,4.5496167244669,1.5985552960687122,Iris-versicolor
+91,6.002810115345527,2.735819668991239,4.698900724618771,1.868368224762677,Iris-virginica
+92,5.426151019940348,2.1000328787874425,4.201035967209102,0.9736207920494799,Iris-versicolor
+93,4.766487852513642,3.601009080966536,1.3689138975278154,0.2457994397876725,Iris-setosa
+94,6.335587544614816,2.989591876251784,5.0169000424970704,1.5488345531111312,Iris-versicolor
+95,4.578910905998495,2.9401353130741925,1.1563935773792453,0.09803762010118536,Iris-setosa
+96,5.623221142817567,2.716435462436584,3.8112508607660693,1.2731759651577417,Iris-versicolor
+97,6.0499974307017315,2.6098839999136034,4.670937262720871,1.5082408274223935,Iris-versicolor
+98,5.032114289558328,3.9543208535143015,1.5987063347372057,0.14623684534502235,Iris-setosa
+99,5.119930118677129,4.082405227156797,1.4119667123622104,0.2616857762252065,Iris-setosa
+100,5.044359409178967,3.4232758853776923,1.4427845421705272,0.15620188028008192,Iris-setosa
+101,5.494951674932403,2.5691296274373467,3.4450816324267217,0.9505295293101891,Iris-versicolor
+102,6.979334822990049,2.810988788034829,5.568482684564896,1.5861083001073075,Iris-virginica
+103,6.088777289717754,3.038588270227006,4.396000696804594,1.2524711098978334,Iris-versicolor
+104,6.024789979351228,2.6682656424089326,4.0250389137244795,1.1036345540477797,Iris-versicolor
+105,6.110280040040269,3.1323453668723857,4.120952559636331,1.4994325959435506,Iris-versicolor
+106,5.624000927547767,2.7567196261916624,3.8533957503581515,0.9760859341794448,Iris-versicolor
+107,4.388339385268792,3.0110535467043844,1.2900688565935534,0.191696455664352,Iris-setosa
+108,4.834128903315352,3.741235654829472,1.3769544523968824,0.18039100813190811,Iris-setosa
+109,6.03813953069117,3.2458936331902257,5.406043087492485,2.2485599402788705,Iris-virginica
+110,5.216646147367016,3.9843354107645794,1.4448360709142745,0.24786885344209716,Iris-setosa
+111,6.18557003484659,3.457795186431212,5.403696752715494,2.255383702430045,Iris-virginica
+112,4.790178376987974,2.748274057023445,1.3774857820585207,0.30475190011311987,Iris-setosa
+113,6.730346596122859,2.8815002455548515,3.9782348965830394,1.2468650151840168,Iris-versicolor
+114,4.8929247815951165,3.808804169995473,1.5443217051459455,0.29386359789436073,Iris-setosa
+115,5.947886074831464,2.4869039639281323,3.6891424618204267,0.9464827322907692,Iris-versicolor
+116,6.642784708054685,2.815668484923505,5.3571318127025025,1.574561614242932,Iris-virginica
+117,6.357331389527625,2.832612571788876,5.388842866597631,1.7713669550546753,Iris-virginica
+118,5.709171049326338,2.6011493187251813,3.717860975290505,1.3603036924207634,Iris-versicolor
+119,7.5077069837408255,3.3183825029427836,6.072723164340593,1.9897701836004964,Iris-virginica
diff --git a/iris/tvae/1/17/test.csv b/iris/tvae/1/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/17/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/17/train.csv b/iris/tvae/1/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/17/val.csv b/iris/tvae/1/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/17/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/18/synth.csv b/iris/tvae/1/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c0aa7a131d161072be73a142a013198d9bc29b58
--- /dev/null
+++ b/iris/tvae/1/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.909436108299337,3.5112668120063275,1.5875439377738674,0.10414244370217027,Iris-setosa
+1,5.082098944351458,3.3836352592551275,1.281586163236437,0.2721344101558981,Iris-setosa
+2,6.166991806809092,3.1406016517525974,4.865150046007946,1.4337211695887142,Iris-versicolor
+3,5.72060490662363,2.7083462264579112,4.808252142834814,1.6722945131430558,Iris-virginica
+4,6.6418056598698465,2.867605648034355,5.493771131019246,1.4199504691522435,Iris-virginica
+5,5.375001855547311,2.7262158239823413,3.9873078390540053,1.203395034310246,Iris-versicolor
+6,6.173790572264522,3.0159560343093768,4.60761310232902,1.7342574839550984,Iris-virginica
+7,5.930460845181497,3.0043463138404007,4.6684776183338075,1.846640369664344,Iris-versicolor
+8,4.644611179410007,3.564406280463954,1.4164402895744743,0.20985752714953532,Iris-setosa
+9,6.131915219268185,2.672822351896836,4.603645021568837,1.6702518616507873,Iris-versicolor
+10,6.1923010458340215,3.0432738312183845,4.284215336683133,1.1555328408962677,Iris-versicolor
+11,5.9460379143827415,2.960432361195918,4.344818255854231,1.6174376829483208,Iris-versicolor
+12,5.611059585905257,3.1108719255247843,4.536149350407331,1.3289207647149912,Iris-versicolor
+13,6.390625377690645,3.0299250139805443,5.410545728674202,2.135698621648755,Iris-virginica
+14,6.23166565611126,3.0368696307176593,4.541460479296566,1.5493877619655891,Iris-versicolor
+15,5.097932983375773,4.049673497783619,1.450106890619055,0.1764753322545316,Iris-setosa
+16,6.156147692554827,2.6485292376936367,4.020445046501699,1.1609587566996131,Iris-versicolor
+17,7.250569617433646,3.0258025501684407,6.127891521877708,1.9296144003520663,Iris-virginica
+18,6.574294241461644,2.7653075666056455,5.336447552395528,1.5067653843232878,Iris-virginica
+19,6.2481143739842935,3.0486662126714728,4.867911023739609,1.5496981836584591,Iris-versicolor
+20,6.128029031888951,2.7619688233881083,6.1620323002677715,1.9976702796646018,Iris-virginica
+21,4.92253951218148,3.330747371959643,1.535856600376683,0.27967141469438056,Iris-setosa
+22,4.77177587274866,2.869800122099655,1.2965645768537395,0.8909690535311025,Iris-setosa
+23,4.934270881818197,3.1541859107268984,1.3942078051461495,0.20764961080635963,Iris-setosa
+24,5.481948737416314,3.0911768853234305,4.141560814542615,1.1868857206298111,Iris-versicolor
+25,5.848174358136227,2.921449270212043,4.260190056476026,1.4569915355745509,Iris-versicolor
+26,6.507003193274074,2.7022306264669735,5.316251696970281,1.587361302017036,Iris-virginica
+27,5.1405592985694435,3.045629497135932,1.6649721052623048,0.3405013930012955,Iris-setosa
+28,4.717383925417019,3.3437383906059437,1.6131528503420176,0.23044605675151986,Iris-setosa
+29,7.488611854305423,2.657748591346024,5.987356348886695,1.9477719255185113,Iris-virginica
+30,6.952170837027423,3.3532510768624384,5.655718822126588,2.4235866273105877,Iris-virginica
+31,6.48532873602878,3.3441082850353157,5.255262603593009,2.3466800876953546,Iris-virginica
+32,6.405692425719058,2.8924873511592373,3.9000626917818675,1.4566666398210648,Iris-versicolor
+33,6.393526853514431,2.725327646012788,4.812366970899455,1.809964128520641,Iris-virginica
+34,4.647344838085449,3.4788661472451556,1.6456308676158107,0.19425861025487856,Iris-setosa
+35,6.702295178488637,3.0434777318978927,4.646676597649978,1.6521000172110998,Iris-versicolor
+36,5.164170151301716,3.487104144427865,1.326371596674562,0.18123467471658128,Iris-setosa
+37,5.1203221416525295,3.6866194908495986,1.5238808872083196,0.11271829460723704,Iris-setosa
+38,5.189693865059997,3.069658835433983,4.057737547035221,1.1649600682858057,Iris-versicolor
+39,5.242618393173135,2.995246841302619,3.7516187771156613,1.3572595490880088,Iris-versicolor
+40,5.429162141808445,4.275473265691045,1.6456852987298418,0.24153854311878362,Iris-setosa
+41,5.958100696912779,2.9693685301849864,4.88920335880547,1.8874457978182186,Iris-virginica
+42,6.059970840827341,2.923715712236639,4.276900442214623,1.8064749521546348,Iris-virginica
+43,6.27358885610314,2.572989253088847,4.237611669251001,1.1951039593805364,Iris-versicolor
+44,5.160897228214725,2.1706164828034726,3.0548680060173306,0.9285044802983762,Iris-versicolor
+45,4.903754501935827,3.2672639005633606,4.5006522550994275,0.32484332420554374,Iris-virginica
+46,6.472346734010232,2.804979958536421,5.106513734411895,1.597652715902984,Iris-virginica
+47,4.952318112014329,3.2964199989995366,1.5201684597502951,0.19527638165008798,Iris-setosa
+48,6.786628979448923,3.0015928293725485,5.216064660439055,1.8468944461676358,Iris-virginica
+49,4.857711595959192,3.326909393022019,1.4586933999619498,0.14271586142777498,Iris-setosa
+50,4.477740808308704,3.0495356358228736,1.3448100491499217,0.1374924676183612,Iris-setosa
+51,6.089026317624453,2.756462336180631,4.707315566488283,1.7662726156602453,Iris-virginica
+52,6.029898461197899,2.552506522310301,4.854203604378718,1.5624695319695143,Iris-virginica
+53,5.089245811031983,3.1394069886365354,1.391866147350286,0.14931887166756697,Iris-setosa
+54,5.2474144839456525,3.0530872296983174,4.69704203770816,0.2973255799535289,Iris-setosa
+55,6.716506918852513,2.7044747827131395,5.622925634947593,2.0200789262399472,Iris-virginica
+56,6.206880162894533,2.999964150357788,4.974079007427005,1.991902419221439,Iris-virginica
+57,5.713289567447546,2.8903443947183005,4.879510463072016,1.841705535853222,Iris-virginica
+58,4.979839664811264,3.2752344459350513,1.3591066499829942,0.14562989546113836,Iris-setosa
+59,6.075015841987073,3.104412385124206,4.480063055817751,1.6204072090169792,Iris-versicolor
+60,5.564338781008286,4.175079667083862,1.009933183645817,0.2729125511846232,Iris-setosa
+61,4.3528671118124995,3.5279726823344473,1.2042778128441245,0.09741402134537985,Iris-setosa
+62,6.201202331285854,2.5851158623015733,4.28387052796528,1.5648838687746711,Iris-versicolor
+63,6.960149648587946,2.9726367553275725,4.609535609986498,1.5043031370311784,Iris-versicolor
+64,5.7469436669102185,3.2501168644300957,4.633536020707551,1.4373613495271207,Iris-versicolor
+65,4.3768853687611795,3.472253335348252,1.393900110421219,0.2909025624771423,Iris-setosa
+66,5.873232626701909,3.2082801438550432,5.167522664265678,2.1864521672882775,Iris-virginica
+67,4.805237862369489,2.9390789938461324,4.35551691337081,1.772864813261213,Iris-versicolor
+68,6.790668934951346,3.051546993131652,5.5206796324812295,1.8589470909442274,Iris-virginica
+69,6.325525913386283,2.993766635472272,4.143318248326825,1.279882042722325,Iris-versicolor
+70,6.689900757073819,3.033382199319386,5.1420062211377795,1.4980223613593966,Iris-versicolor
+71,6.380107379098509,3.4448386989170783,5.375926124805081,2.150808087069015,Iris-virginica
+72,5.6642680227763815,2.961117672459962,4.777785392844557,2.0296693817501463,Iris-virginica
+73,5.926154748410184,3.0178735194948545,4.273467807099622,1.3492065260516761,Iris-versicolor
+74,6.073002972357697,2.8472153992786837,4.182640957363035,1.3112561594931393,Iris-versicolor
+75,5.909252442564787,3.0189607149012296,4.344826524729769,1.5628918567634202,Iris-versicolor
+76,6.37269798581715,2.4471050749023346,3.6196243934126437,1.1593873466916325,Iris-versicolor
+77,5.940214070692909,3.167330092215334,4.70134800533946,1.6833328738758788,Iris-versicolor
+78,6.83472438852719,2.734206777211437,5.202344287381185,1.9473413888799271,Iris-virginica
+79,6.666132708077956,2.7463232654620175,5.422993654626633,1.660876247578619,Iris-virginica
+80,6.2555949149329715,2.999211648681804,4.085104635034523,1.4635031240758805,Iris-versicolor
+81,5.8099221793205205,3.2258796462838495,4.388025928126332,1.4661287119650843,Iris-versicolor
+82,6.668819259340507,2.7382433678956173,5.4349523869237775,1.574353631644981,Iris-virginica
+83,7.3721546105198135,2.7481734606851855,5.346723778522192,1.7128508743963737,Iris-virginica
+84,6.007887705223594,2.6707509870381245,4.702684160654703,1.6415772426421649,Iris-virginica
+85,5.186843330836704,3.8335495467659237,1.7484893799390975,0.3475870250330976,Iris-setosa
+86,5.3759517817605795,2.5030174153957896,3.937395479661741,0.953410188056478,Iris-versicolor
+87,6.602330295718273,2.7256915734571776,5.1974620765447455,1.958550954113741,Iris-virginica
+88,5.237494040879081,3.6344440086254073,1.4956707968491783,1.8927283490212623,Iris-virginica
+89,6.018502053290985,2.8415319914404886,4.657595513732726,1.812686255552015,Iris-virginica
+90,5.296419402885519,3.4190816840870015,1.724235409032636,0.3984214813096482,Iris-setosa
+91,4.43967261878226,3.044569204904835,1.4888450335107537,0.24116577161800948,Iris-setosa
+92,5.119310357695572,2.3752591041308024,2.786675289611729,1.1956701437923223,Iris-versicolor
+93,5.59606869305261,2.906977041724873,4.324247128456014,1.454875291966445,Iris-versicolor
+94,6.525025442445273,3.0381663563098193,4.434600696441529,1.3732830592555334,Iris-versicolor
+95,5.360544347311935,2.97933429835434,4.848288868350382,0.25514338164594513,Iris-setosa
+96,5.0559755539475875,3.5250704087888103,1.2035454483894201,0.16526191653170225,Iris-setosa
+97,7.129549391309364,3.093154715067967,5.474345145170499,1.6471319985906283,Iris-virginica
+98,7.736538658401397,3.861870802138651,7.0609121299745565,2.6367383945172245,Iris-virginica
+99,5.0071149728592514,3.4839226422623133,1.2825619059499056,0.2731665347360092,Iris-setosa
+100,5.852981570123276,3.0334755703856877,5.6659379547511595,1.5967230013719733,Iris-virginica
+101,6.556467533217716,2.743457521136764,4.299818422891929,1.6686228741129723,Iris-versicolor
+102,5.516816187836931,2.533413751562093,4.279608622993265,1.2142239969667532,Iris-versicolor
+103,5.428971190710073,2.605362695732555,4.203451230847397,1.0320161788150348,Iris-versicolor
+104,5.52094272958342,3.100043979547257,4.640311737138764,1.4833858542767495,Iris-versicolor
+105,6.657999390841717,3.038253727513697,5.299366180761593,1.5744791165018415,Iris-versicolor
+106,5.964638149715666,2.9436636128090647,4.8941640066187535,1.5343777274112447,Iris-virginica
+107,5.961029356769432,2.189287824437819,3.785045996264791,1.0329099147497767,Iris-versicolor
+108,6.006235666553882,2.61774507414196,4.936173412924424,1.7070390752019178,Iris-virginica
+109,5.326215543700057,3.7666828066257385,1.6991631443733575,0.22140819550158175,Iris-setosa
+110,5.65855460035114,4.031604641352172,1.6103992320171676,0.29576162881504126,Iris-setosa
+111,6.056159163391571,2.6206673040688018,4.311283797422458,1.0747209039481462,Iris-versicolor
+112,6.449976398447099,3.4278090386476405,5.443059563769103,2.052262130117747,Iris-virginica
+113,5.4824281112975495,2.9442850858461695,4.016871400147897,1.138995614722131,Iris-versicolor
+114,7.092516194473536,3.1683738947222833,5.48073679009876,1.7989793264712135,Iris-virginica
+115,4.9724949080568575,3.214996092937384,1.6193419211309101,0.24523480455120544,Iris-setosa
+116,4.905715549029966,3.494355004880529,1.6368354745512907,0.2465417541843614,Iris-setosa
+117,5.164706639617982,2.412283617740674,3.8815613989060207,1.1376073818393952,Iris-versicolor
+118,6.0289937644765725,2.8900297807790998,4.921044464955057,1.5761482388930583,Iris-versicolor
+119,6.762414254738724,2.88668714615741,5.869372560037216,1.6117444847177738,Iris-virginica
diff --git a/iris/tvae/1/18/test.csv b/iris/tvae/1/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/18/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/18/train.csv b/iris/tvae/1/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/18/val.csv b/iris/tvae/1/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/18/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/19/synth.csv b/iris/tvae/1/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6ab17f138aaea2c5c7fc75bc14e24bea21b2a9c2
--- /dev/null
+++ b/iris/tvae/1/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.930869305753944,2.531296574890016,4.720477774992448,1.6817880490077093,Iris-virginica
+1,6.714338851029065,3.2454487704423682,4.487974575746708,1.286316233776356,Iris-versicolor
+2,5.983783854622299,2.1998901283729255,3.7096886812848613,0.7903504716772496,Iris-versicolor
+3,5.791571676560698,2.988018487322204,4.837500538190937,1.4827433054077415,Iris-versicolor
+4,5.517397946823587,2.1183526468702225,3.3269051358970323,0.8762499490241545,Iris-versicolor
+5,6.522773825122852,2.4958412061911686,5.229905313806129,1.7574066589908135,Iris-virginica
+6,5.535269247643179,3.8542896072503883,1.391061651800944,0.3382925003923285,Iris-setosa
+7,4.999421091533392,3.128641683239109,5.156723257635999,2.0710609886533526,Iris-virginica
+8,5.474906334571018,3.097687316063894,4.307116188724374,1.1722700967343584,Iris-versicolor
+9,4.5245821874603545,3.378607444755559,1.3310418946306002,0.2864448163503643,Iris-setosa
+10,4.840818196073144,3.3399462288454576,1.6058890761714346,0.2073211215540268,Iris-setosa
+11,4.512379239693136,3.3503266762383874,1.4435938486117184,0.1562636248278407,Iris-setosa
+12,5.941047472313388,2.7408547250667956,4.680581312539259,1.6750624525970552,Iris-versicolor
+13,6.057155413499406,3.3361667300940665,5.695547926252742,2.4845882056281368,Iris-virginica
+14,6.076416887174405,2.9394047858900545,5.077777674628555,1.605273239320594,Iris-virginica
+15,5.104062671681793,2.9990659469962884,1.3275907979863084,0.12526005738070603,Iris-setosa
+16,5.733653582686808,2.9125535968703162,4.684292666017801,1.3837643038680534,Iris-versicolor
+17,6.360844491809657,3.030116860516552,5.113499543827284,1.4860243315962172,Iris-versicolor
+18,5.324922268682698,3.3001929332606474,1.606270554010391,0.2326433290562024,Iris-setosa
+19,5.227545178342712,3.9963512192004873,1.610097317738617,0.2872248200094931,Iris-setosa
+20,5.809316245698474,3.0169870144717494,4.807317391492746,1.6571798808010063,Iris-versicolor
+21,5.862064928721825,3.7781929351094847,1.2933941364094212,0.3595900857970461,Iris-setosa
+22,5.353256417656765,3.522834600495022,1.6583641554575967,0.2665059213830381,Iris-setosa
+23,5.652250140034004,3.110072586941096,1.5770316596801022,0.3658184747345754,Iris-setosa
+24,5.842847586672297,2.933171520284728,4.083767111721869,1.1326221843852173,Iris-versicolor
+25,6.094874535233875,3.033484197979889,5.095414644223533,2.0258830737227203,Iris-virginica
+26,4.815903597537648,3.321671255946104,1.4211611500310763,0.11463834731639386,Iris-setosa
+27,6.718934067319822,2.957037613169757,5.058872188185618,1.4296906051480425,Iris-versicolor
+28,5.356021409654071,2.6461959134823383,3.8889415725586076,1.0121340317095604,Iris-versicolor
+29,6.531047115355363,3.239584938102174,4.9361335308598715,2.5791126002129703,Iris-virginica
+30,5.116101352652696,3.4457003711631358,1.4081843897482333,0.24076821293300013,Iris-setosa
+31,5.244326865231484,3.146678271424666,5.063899006774043,1.9427029521959471,Iris-virginica
+32,5.553713977036467,2.9397849261006406,4.900124601054302,1.642577171115066,Iris-versicolor
+33,5.513065930118234,3.0679203799118198,4.098640745406349,1.33589964888017,Iris-versicolor
+34,6.1600691968703245,2.3860139212676232,3.914150304846918,1.2181812729623032,Iris-versicolor
+35,6.652348364574086,3.0498149014502114,4.3409800752118315,1.3486227359245593,Iris-versicolor
+36,6.320825605811634,3.1508522543934534,5.4194101528029766,2.206949242991594,Iris-virginica
+37,6.183656857575922,2.6833266421143804,5.110870718504219,1.7424467095447636,Iris-virginica
+38,5.679019556723075,2.767156986217833,4.902486442861359,1.749655986344363,Iris-virginica
+39,5.308165276504641,2.2284085189394007,3.489213152331212,1.2945689354919536,Iris-versicolor
+40,5.682339051188813,2.936460309437591,4.388609508132394,1.5831848082756603,Iris-versicolor
+41,4.949946200683531,2.927729988106913,4.541724206778669,1.7396846331054487,Iris-virginica
+42,6.622434269470491,2.8818176372414905,4.443915057340375,1.1533865890694706,Iris-versicolor
+43,6.308918578388476,2.6091110197040264,4.991566389350209,1.8642786939761216,Iris-virginica
+44,6.37290596642467,3.0216453310024365,5.217706228898152,2.019900655223188,Iris-virginica
+45,4.562563612278238,3.669130688752399,1.5151217045206498,0.06675633696339447,Iris-setosa
+46,7.796725078684936,3.27012137626634,6.8628921387834145,2.1086799205317286,Iris-virginica
+47,6.480528283214047,2.9752762791038654,4.294365178381052,1.3094496566710387,Iris-versicolor
+48,5.145597354091743,3.1180770838980734,1.5594465628992367,0.2300422767257683,Iris-setosa
+49,5.4111944411736275,3.1071603309174125,4.360612339852426,1.4074141136138012,Iris-versicolor
+50,6.695936519914889,2.4944109595403288,5.59094418178455,1.8498009380514815,Iris-virginica
+51,6.510342393332122,2.789389620961316,5.668694769427935,1.901988716072779,Iris-virginica
+52,5.967743527111649,2.4961285454136535,3.897032033937504,1.1475844853811494,Iris-versicolor
+53,4.649279137524179,3.4964640933639486,1.4446857858638704,0.22786261552597742,Iris-setosa
+54,4.946103022767167,3.18070187707265,1.253056290995699,1.3185556898945925,Iris-setosa
+55,4.727181004603427,3.0589139121294107,1.5314564599767393,0.25246218960423406,Iris-setosa
+56,5.926648582505503,2.8698022244588883,4.8673733553145,1.7973755970605751,Iris-virginica
+57,6.051515191037549,2.0939141279749776,5.18791282916918,1.74229566182909,Iris-virginica
+58,4.777688096647777,3.9283603509381084,1.1622943785253605,0.2721593030238239,Iris-setosa
+59,5.62637580004056,4.258878196597113,1.1336580267198557,0.39323957578453683,Iris-setosa
+60,5.925255493337786,2.742652499874912,4.701153904830083,1.6076920780140118,Iris-versicolor
+61,6.920769832750875,3.0547577788463935,5.655500580617038,2.1135268081186496,Iris-virginica
+62,4.4732159377092975,3.8807124221101352,1.1306819743166174,0.12316376275556157,Iris-setosa
+63,6.411013053820705,2.5297248791109093,4.083585304846805,1.4025203439900313,Iris-versicolor
+64,5.1010934054956065,2.9483155714947067,1.450695962740917,0.036815989228310975,Iris-setosa
+65,4.92092846446555,3.390144974111998,1.2238551306132857,0.15851748995539205,Iris-setosa
+66,4.990355892787775,3.4401101729533954,1.5497048306050143,0.20791304438520325,Iris-setosa
+67,5.474892842752936,3.1643685250887787,4.632817955356144,1.631123350258828,Iris-versicolor
+68,5.971658291774904,2.7129275419259375,3.9981964475473073,1.2168992454872378,Iris-versicolor
+69,5.750585452491228,2.765715499181064,4.967857831409307,1.7033469436436541,Iris-virginica
+70,5.4044912727254575,2.63899389311429,4.286483705388313,0.9199236020520299,Iris-versicolor
+71,4.9406324409920535,3.198123699233849,1.1634824283544098,0.10399568566564915,Iris-setosa
+72,4.658859821126279,3.2984406244247677,1.5052670946918454,0.1906916778540856,Iris-setosa
+73,5.596973548203901,2.904521815333783,3.961122151969739,1.1710826432912405,Iris-versicolor
+74,5.319845220797444,2.6154532386395455,4.191766458601173,1.3362333233692927,Iris-versicolor
+75,6.506753009937743,2.9311769918625155,4.710604827405331,1.4838784727613388,Iris-versicolor
+76,5.955268144058903,3.1300101680916312,4.486722802083937,1.9832902940194024,Iris-virginica
+77,5.865009324737766,2.761435879215933,3.986156271042563,1.3599430749639425,Iris-versicolor
+78,4.932157476952465,3.2033796944451787,1.4985018541258512,0.1629333036338687,Iris-setosa
+79,5.9105177641120985,2.65974631478476,4.03866711771614,0.9915126910081306,Iris-versicolor
+80,5.662685480909579,2.7122482960957885,4.4064427542436775,1.231513829433366,Iris-versicolor
+81,5.8019447125644845,3.3660550096658173,4.408038348324957,1.3687041603050443,Iris-versicolor
+82,6.994877758197405,3.0958578442221025,5.555926950363055,1.970890427072662,Iris-virginica
+83,6.113427476241219,2.9807329291530227,4.608683146570403,1.3555951965818114,Iris-versicolor
+84,6.9701386832939765,3.20428977788994,5.488638554867982,1.7286752041929376,Iris-virginica
+85,5.197884489583208,3.6288893564786773,1.4959433464174223,0.23203742112808778,Iris-setosa
+86,5.743190532017335,3.184114588383653,5.026579714384557,1.8962077925518706,Iris-versicolor
+87,5.858476089167015,2.86494747729887,4.818465059208699,1.8995836936947716,Iris-virginica
+88,5.153176897481908,3.150362839724178,1.507569110776348,0.27177910333072025,Iris-setosa
+89,5.588020767856238,2.4590891190929662,3.476418378745718,1.3319038653808732,Iris-versicolor
+90,4.961254696325045,3.365146890431528,1.498795558283912,0.09384372629328025,Iris-setosa
+91,5.716779360981892,2.89313399275629,4.371856001138972,1.3842262939431007,Iris-versicolor
+92,5.65748908247299,4.390095020034654,1.3937152881648804,0.28992817700346996,Iris-setosa
+93,5.741282143670042,2.992923543760456,4.379564217624504,1.3521519148678205,Iris-versicolor
+94,5.249384707575238,3.0765313627161532,1.1432906905802125,0.08159415996215322,Iris-setosa
+95,5.418603905139867,3.3454535151145515,1.3998616492046472,0.2935815611967114,Iris-setosa
+96,4.867529097470093,3.465418689498065,1.6090905027408096,0.2668858811908626,Iris-setosa
+97,5.980822983943299,2.6526576428283732,5.0462930267535,1.8993018224368219,Iris-virginica
+98,4.7297453746013876,3.7269792970412894,1.0794757537595654,0.25088705062029354,Iris-setosa
+99,4.753616054993048,2.8532322094992986,4.370028004082806,1.8341172608190164,Iris-virginica
+100,6.168569240764109,2.95723682342981,5.3600802477257465,1.989899673546476,Iris-virginica
+101,6.099219816659017,3.117679818077839,4.960201148191715,1.9927543868615132,Iris-virginica
+102,4.443370364070981,2.8889390605642586,1.311573699229311,0.14378634663291967,Iris-setosa
+103,6.3595571590166236,2.8021802502915314,5.52037753278135,1.68339564472154,Iris-virginica
+104,5.5849224717152905,2.925857229135044,4.36590014059564,1.5478371450163517,Iris-versicolor
+105,6.215272781573809,2.9045762650787834,5.112753068686669,1.9362062820873511,Iris-virginica
+106,5.347391403088446,2.1932703184668174,3.3716727244170466,0.9786888523038545,Iris-versicolor
+107,6.190860807992265,2.5141562482344577,5.231117841280945,1.677213905775185,Iris-virginica
+108,5.826072041763556,2.2654607886067417,3.1820127077980835,0.8405142064642787,Iris-versicolor
+109,4.966838537766462,3.3338446352483997,1.5454152478318743,0.11837806964007097,Iris-setosa
+110,4.4063653276535755,3.0123007309965306,1.4868198330958629,0.1367722899944281,Iris-setosa
+111,6.506800252694739,2.6383552411503857,5.645945624707815,1.7115556799162093,Iris-virginica
+112,6.155890300182218,2.805375314475781,5.094644959488994,2.106467031087051,Iris-virginica
+113,4.826076595804613,3.8703672561307934,1.523169178630091,0.12957773023919894,Iris-setosa
+114,7.34488125337567,2.7535533062662116,5.787976398190816,2.07715832971856,Iris-virginica
+115,4.866399297477754,3.374150769822805,1.3501513447481766,0.24495617874508227,Iris-setosa
+116,5.385477340418222,3.0435372978841855,1.2537399526727735,0.1869893692555396,Iris-setosa
+117,7.124509622627242,2.865520301921721,4.571467911405301,1.5516586896307178,Iris-versicolor
+118,4.842109816250169,3.6760742187068765,1.31848102989686,0.2078938489741757,Iris-setosa
+119,6.480580709011025,3.074967575201315,5.264723137305434,1.7118470967005552,Iris-virginica
diff --git a/iris/tvae/1/19/test.csv b/iris/tvae/1/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/19/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/19/train.csv b/iris/tvae/1/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/19/val.csv b/iris/tvae/1/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/19/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/2/synth.csv b/iris/tvae/1/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9f9091a259676dadc702475a85ada10e8c6e709a
--- /dev/null
+++ b/iris/tvae/1/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.415803983453566,2.841070897465293,4.454211088009908,1.621991608267698,Iris-versicolor
+1,5.08578529629631,3.1576738956505905,1.1679499992714009,1.0662951889231562,Iris-setosa
+2,6.226443862955988,2.9815373246888357,4.56767259915852,1.369175878400195,Iris-versicolor
+3,6.291548450536934,2.878664186622255,5.0858173697056195,1.7708914503452968,Iris-virginica
+4,5.240763731531347,2.513696066162793,3.798664172029932,1.2537645041312924,Iris-versicolor
+5,5.905220179474767,2.967810622963655,5.028679274557175,1.685982542181947,Iris-virginica
+6,6.226734229801099,2.869082705842892,4.683875720111602,1.7066871975221478,Iris-virginica
+7,5.647122733272807,2.800109964755608,4.338953064645245,1.477680955141865,Iris-versicolor
+8,6.10095416404264,3.364145953143799,5.166613985512378,1.9763218617570444,Iris-virginica
+9,6.70975422125496,2.926857562693692,5.590194709697469,2.005824094089096,Iris-virginica
+10,6.7022455378240196,2.938091887152378,5.465558066654848,1.8646357174250199,Iris-virginica
+11,5.840653450028255,2.3865753306165196,3.9180917648262445,0.8219723821536612,Iris-versicolor
+12,6.125870114598878,2.5151149962290287,5.071664810784572,1.8667013973118518,Iris-virginica
+13,5.8516481464478565,2.869359107437974,5.039162087487005,1.7678011440299874,Iris-virginica
+14,4.516969702264614,2.991411020091949,1.2305552174089347,0.2224572123642956,Iris-setosa
+15,4.9091305803442085,3.528216560208561,1.381840936907884,0.20800569072806274,Iris-setosa
+16,5.037890673387742,2.136750311453821,3.9510317537126456,1.1169049804102107,Iris-versicolor
+17,4.644934119867804,3.2412821508852607,1.4675828326899114,0.19389541087758658,Iris-setosa
+18,6.022650489625883,2.5314018887725487,3.985497508246284,1.2262625789140522,Iris-versicolor
+19,7.514017839422471,3.0450851522079065,6.599974949444854,2.316689663950602,Iris-virginica
+20,5.041536084498501,3.3270179940501126,1.208022153719868,0.25042765361441904,Iris-setosa
+21,5.151204228640963,2.763153021251613,4.441523132667662,1.2698871409114714,Iris-versicolor
+22,5.709432095433881,2.078572729772879,3.6436340225357244,1.0478211303628044,Iris-versicolor
+23,4.265815384777642,2.58624406418175,1.2776110023515537,0.1289593804950379,Iris-setosa
+24,5.950047396411227,3.081717537069762,3.971216582017921,1.0641246992446827,Iris-versicolor
+25,6.843089868165087,3.3154390267893556,4.406847314369031,1.4822885722257504,Iris-versicolor
+26,5.133298325675322,3.951422785691015,1.8279955306903064,0.5161701662080592,Iris-setosa
+27,6.3311206038170535,2.8409303075032435,4.087245987142673,1.3321785464212534,Iris-versicolor
+28,6.513633251286396,3.1027688625306276,5.458925496739527,1.7717664280694356,Iris-virginica
+29,6.512286736304829,2.9026860093634883,4.893318418083293,1.6481562612770773,Iris-virginica
+30,4.968992968595364,3.268781568689644,1.306104492797796,0.38466243275215917,Iris-setosa
+31,5.364865141114761,3.60968773200994,1.2947069158903433,0.3360681605831096,Iris-setosa
+32,6.125197423177343,2.977766091703689,4.439605485775065,1.5165935018002101,Iris-versicolor
+33,5.175302542609781,2.7180366263980926,1.3709877419043641,0.25441063049528695,Iris-setosa
+34,4.824549129812308,3.2571483113254422,1.4298760897570908,0.22008532806525047,Iris-setosa
+35,6.684062088694174,2.994311166678645,4.827905826606274,1.5850527842956708,Iris-versicolor
+36,5.3396676921548885,3.943606659449592,1.4577517221238248,0.2630525350193231,Iris-setosa
+37,6.078315540828598,3.021553418373993,5.495503655380318,2.180127274638014,Iris-virginica
+38,5.3290570162327695,4.011841770647708,1.7724789096298736,0.2699130039565359,Iris-setosa
+39,7.014749946024104,3.0055459949824193,5.653271590793697,1.9260602183619369,Iris-virginica
+40,6.565300726900259,2.700305472081762,5.649139795592478,1.809820591193449,Iris-virginica
+41,5.2454644232242815,3.91963750595847,1.4378807195229686,0.27816050257338104,Iris-setosa
+42,6.0541408827671965,2.595749300848357,3.798287558453925,1.2862382094102398,Iris-versicolor
+43,4.974228529715642,3.2494917585921113,1.6621753403877015,0.25364499350691827,Iris-setosa
+44,5.990148200304347,2.946951631808862,4.255246835134332,1.4242197708997653,Iris-versicolor
+45,4.875492400027741,2.550274789721003,2.825485141362614,0.7072904775486214,Iris-versicolor
+46,6.405282275183411,2.7425098634231,5.180218444534043,1.6297010211746978,Iris-virginica
+47,6.50478371291856,2.966321808701787,3.9670817560787777,1.22620511387609,Iris-versicolor
+48,5.072660987004006,4.245191846696225,1.3327560823557691,0.22624629638460286,Iris-setosa
+49,6.199992459750562,3.0753224667873926,4.668232554062941,1.331325937026548,Iris-versicolor
+50,5.191825015868666,2.566673898026974,3.668851643343088,1.2234811297656725,Iris-versicolor
+51,5.2395072551907145,2.3688510867309396,3.994931747550472,1.0790381301152423,Iris-versicolor
+52,4.877985953080419,2.933575627154687,5.0094288377427105,0.2991025666618544,Iris-virginica
+53,6.048239136279624,3.0371282424741164,4.0455377688026335,1.2395627343493814,Iris-versicolor
+54,5.524088972785847,2.953978706608063,4.444739795165182,1.6614340419871008,Iris-versicolor
+55,6.478180538801472,2.683569171678018,5.390333985207459,1.6811658462995773,Iris-virginica
+56,4.56063080815515,3.2584533124627635,1.1948287527398251,0.017249156837231966,Iris-setosa
+57,6.239459753145209,2.800431435015059,4.739064106213368,1.5205077500104653,Iris-versicolor
+58,6.191725222043339,2.9243543874198052,5.034924678661419,1.8823659326131919,Iris-virginica
+59,5.6242516488261485,3.086212386597904,4.4067953143163185,1.501512114981449,Iris-versicolor
+60,4.754555873671375,4.011272315386717,1.4422233998538643,0.2756060656537707,Iris-setosa
+61,6.065718690292814,3.002776753806737,5.005490565486257,1.8450622465778475,Iris-virginica
+62,6.013529604904813,2.8070157691184097,4.735337962713904,1.696831440389229,Iris-virginica
+63,5.561275435871447,3.195638834715112,4.503301655730982,1.5351340661398427,Iris-versicolor
+64,4.843612280241354,3.660981233508302,1.6008894838116727,0.3056861667005895,Iris-setosa
+65,4.684871402113044,3.3949267505265963,1.5790247854184265,0.19897843479066796,Iris-setosa
+66,6.9381922528915405,2.7469305669596884,5.608636591469131,1.9273585518305092,Iris-virginica
+67,5.746164941629943,2.766061111080602,4.9057824912090915,1.7648953307561819,Iris-virginica
+68,6.070870338927947,2.932550058553662,5.154334299225557,1.880030548823591,Iris-virginica
+69,5.236942988566793,3.4553473145628177,1.4918337205495082,0.3112178105553514,Iris-setosa
+70,5.116293062257759,3.1616303614774486,1.4016392245826912,1.3942141429216923,Iris-setosa
+71,4.980115238086551,3.2950767430177805,1.2148610304460012,0.16095172844705985,Iris-setosa
+72,5.013954176402274,3.623328369260902,1.3780225402092938,0.21603341621056404,Iris-setosa
+73,5.759786724342463,2.8492448003625923,4.294141059035016,1.4080918883921796,Iris-versicolor
+74,5.351953176672298,2.8827753457401593,4.275291784335208,1.4588039625657203,Iris-versicolor
+75,5.929960817119783,2.717295986644476,3.5731591578048407,0.9412567972837013,Iris-versicolor
+76,4.553766247578871,3.3763473529086787,1.4761393499702133,0.14870146756251645,Iris-setosa
+77,7.096913835716392,3.565616863299308,5.825655826735373,2.241372669208725,Iris-virginica
+78,7.038024425191297,3.59034534280868,5.753716091838919,2.403231035763083,Iris-virginica
+79,5.044053573021028,3.5077190819012114,1.350244851904215,0.18347043439492094,Iris-setosa
+80,4.4835605962269645,2.7797533581170653,1.3290212626368736,0.19382628811262748,Iris-setosa
+81,6.193796694962626,3.285001506651405,5.767631857801613,2.0880485497086325,Iris-virginica
+82,6.053091077417546,2.7672960181190427,4.815166147877563,1.5566880827771359,Iris-virginica
+83,5.592520175591373,3.7268533106232846,1.3438084617048331,0.2932510016685881,Iris-setosa
+84,5.471939734518169,2.8859259861987034,4.167011214972506,1.1220487504817234,Iris-versicolor
+85,4.4473339683771655,2.651295547928578,1.3298904532861757,0.06883342927140601,Iris-setosa
+86,6.376451862565946,2.9961667907000544,5.0059980061748135,1.4994860239808934,Iris-versicolor
+87,6.404697397464427,2.9067917738433717,5.157030849995898,1.6714104187680838,Iris-virginica
+88,4.287853247363182,2.77321531975966,1.3490482536894057,0.05190915132029103,Iris-setosa
+89,4.926861572152194,3.295829274733228,1.685864990600182,0.3139717583682252,Iris-setosa
+90,6.262811176087001,2.8650153435009367,5.3937267650901575,2.4086630657302632,Iris-virginica
+91,5.132044025032974,4.003516498254668,1.0435128136529,0.2322428662075343,Iris-setosa
+92,6.421543224251715,2.752605872736733,4.99661278377493,1.5411670111118632,Iris-versicolor
+93,6.175980977563626,2.626834830247881,4.217624944483218,1.346307146721804,Iris-versicolor
+94,5.682146746527118,2.7614355851317045,5.252340565595408,2.0629131581397466,Iris-virginica
+95,5.139959669561094,3.143605530397373,4.694299083725311,0.30602978214647736,Iris-virginica
+96,5.183761367192199,2.834817065959367,1.3488255006396181,1.1152368569759796,Iris-versicolor
+97,6.095218033839164,2.550726434660975,4.079169599233177,1.04318485365882,Iris-versicolor
+98,6.178856962344036,2.900962157739957,4.894446753496575,1.6152949224030815,Iris-virginica
+99,4.6585053845787705,3.471504424593033,1.3106842573327937,0.12115691023820205,Iris-setosa
+100,4.662823836210908,2.954710021318817,1.3530373139048497,0.165472301829515,Iris-setosa
+101,5.016709309320665,3.5673447747344067,1.3866426598738733,0.16845527911665464,Iris-setosa
+102,4.981429586501325,3.4462442052965567,1.419286865224752,0.2579166177453504,Iris-setosa
+103,4.88504149135503,2.8024110113654115,4.69037632245094,0.18847737885821209,Iris-setosa
+104,5.920120630532843,2.86422301732213,4.550594353178464,1.5409487140504612,Iris-versicolor
+105,4.958671254390274,2.8319925929808867,1.4226538380060572,0.18579113105610065,Iris-setosa
+106,7.048732903095063,3.4056508890525867,5.733625521370086,2.0529877931283487,Iris-virginica
+107,6.5870629291846186,2.9791897294827216,5.652227762954391,1.7108090050463252,Iris-virginica
+108,5.120180872351331,3.3927658326967816,5.06139177067456,2.0485494634664354,Iris-virginica
+109,5.043268668805091,3.2977513982666227,1.555366548549606,0.2872512955130171,Iris-setosa
+110,4.756967582190374,3.5488358585890514,1.4667825316626357,0.14018104717835603,Iris-setosa
+111,4.764790326338155,3.0254737158760934,4.453890825315453,1.6148352391369643,Iris-versicolor
+112,5.8358869927482315,3.057153182662579,4.588061992946741,1.2929708678112033,Iris-versicolor
+113,6.697621014555015,2.8292747178013866,5.566027355200348,2.0526720746396965,Iris-virginica
+114,5.026854393462119,3.310580873654947,1.6010260741301545,0.182514219056442,Iris-setosa
+115,4.879060464376265,3.520232814834711,1.3731622943717494,0.22411063420999294,Iris-setosa
+116,4.597461889044753,2.794813721521365,1.320356940118055,0.10397102035142461,Iris-setosa
+117,4.329131267349759,3.2762523575822597,1.4026934009704644,0.014223512901356622,Iris-setosa
+118,6.512575619237081,2.5205943874332544,4.644016302392935,1.5803012797429083,Iris-virginica
+119,5.428243775253163,2.982374833193298,4.941191520843964,1.510533759657863,Iris-versicolor
diff --git a/iris/tvae/1/2/test.csv b/iris/tvae/1/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/2/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/2/train.csv b/iris/tvae/1/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/2/val.csv b/iris/tvae/1/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/2/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/20/synth.csv b/iris/tvae/1/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a3876143722291cbeff29a656ef8207dcee1ced8
--- /dev/null
+++ b/iris/tvae/1/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.136579517275979,3.8955039083150327,1.3532857320922735,0.13285123345376776,Iris-setosa
+1,4.793555697833505,3.3096158065381345,1.466193045217143,0.20102545583250264,Iris-setosa
+2,4.969082836876697,3.3086401644290966,4.542664082694187,0.33782676447126125,Iris-setosa
+3,4.554273525534341,3.1984952973601026,1.2771004825792127,0.1335352283578091,Iris-setosa
+4,6.1347838291351025,2.4693175326766745,5.432397283265878,1.8642319136631278,Iris-virginica
+5,4.882225801421383,2.9551746982371205,4.669944959830057,0.3540389469114805,Iris-setosa
+6,5.106014746648777,3.4063730906172385,1.4715474955367025,0.2491232264036414,Iris-setosa
+7,5.781316874986182,2.7899231113822123,4.532961262897986,1.3553653317786005,Iris-versicolor
+8,5.667263210815195,2.417052802925137,3.832500126099826,0.780786926581402,Iris-versicolor
+9,5.7525945864668,3.420190979510681,4.678422398758566,1.5699012700900017,Iris-versicolor
+10,5.303264400801681,2.44940207155986,3.751059795066034,1.2058542673795007,Iris-versicolor
+11,5.344613505994347,2.700649368814095,4.409735988392249,1.1740376270622281,Iris-versicolor
+12,6.09404475834495,2.497638979066014,4.523611742474891,1.4259507319760412,Iris-versicolor
+13,6.254884475532774,2.7607338873671887,5.23601076785008,1.7347069622152709,Iris-virginica
+14,4.841087103366293,2.4357588517133473,3.1832667020327197,1.0516119065987801,Iris-versicolor
+15,5.828878615744603,3.0272109039867177,4.513206972265795,1.8162068545762207,Iris-versicolor
+16,6.095259649757746,3.01888678813065,4.725514446308523,1.8781053873828382,Iris-virginica
+17,6.119135553659687,2.8387748828102657,3.812304165475277,0.9893874069634082,Iris-versicolor
+18,7.921622863616007,2.7573657532929583,6.169886783187699,1.8069637495414328,Iris-virginica
+19,6.358529207358057,2.986715520848503,4.992882825141196,2.069338042278947,Iris-virginica
+20,4.964612925429307,2.4569276872001495,3.24930899058832,0.8924006870229334,Iris-versicolor
+21,4.777323789609335,3.0061999667934263,4.631244100417049,1.6959568450372462,Iris-virginica
+22,4.446553102408262,2.811596509227034,1.2263112681424966,0.08151220437434628,Iris-setosa
+23,4.592839619716693,3.0849140837753612,1.6718261680688704,0.179969856526319,Iris-setosa
+24,5.346571360541637,4.185497106249089,1.3964508654565975,0.35725616742776856,Iris-setosa
+25,5.929788333601389,2.962760169007158,3.8389089069066302,1.3407192970779258,Iris-versicolor
+26,5.133388310843375,4.1770493735382015,1.1858880467532817,0.15587097069762373,Iris-setosa
+27,5.9821140516091145,2.7388269140928156,4.2827748678841955,1.3358203501693873,Iris-versicolor
+28,4.453640677439372,3.3678489501729167,1.3441817030967127,0.17325992466823653,Iris-setosa
+29,5.410439650842988,2.4815700840018753,3.7392363215525783,1.4475782639557389,Iris-versicolor
+30,5.911581467600847,3.165566567479176,4.34487306886564,1.4764378627291626,Iris-versicolor
+31,5.2516066356494875,2.8626174575088954,4.6250692542877365,1.3841705657287662,Iris-versicolor
+32,5.23423142876956,2.9112486593390225,4.882238759318196,1.9125179733840956,Iris-virginica
+33,6.518015876709089,3.0114798924460007,5.314922464878764,1.9905741056803108,Iris-virginica
+34,6.8595035786288845,3.2104068424251406,5.688885959800304,1.8551812773669891,Iris-virginica
+35,4.8007407254658245,3.4797618161677097,1.512648283224456,0.22807822147557477,Iris-setosa
+36,6.414231118467785,3.0254982991503723,4.751055593577419,1.5427068333586846,Iris-versicolor
+37,5.819963075430731,2.991365425259505,4.521058377306632,1.5632399339458003,Iris-versicolor
+38,7.302160386716492,3.3805702339184145,5.850127581221005,2.1957369202498693,Iris-virginica
+39,6.450591475568368,2.9804138469890553,5.150253222652939,1.7495295878325274,Iris-virginica
+40,5.007238350150337,3.4099919539234493,1.5120161538547308,0.29554595210812634,Iris-setosa
+41,5.0528249115203865,3.1092359680631216,1.3547320121084983,0.8942154494601813,Iris-versicolor
+42,6.75922581191972,3.21317710507874,4.5799195747641726,1.396796399459698,Iris-versicolor
+43,6.097016574250743,3.2504187046244715,4.636977459172194,1.5733375849508666,Iris-versicolor
+44,8.220554624746896,3.81236939214196,6.793334003925539,2.3155273021942255,Iris-virginica
+45,7.0151055915980045,2.905970564138133,5.786023750073722,2.1629518052440124,Iris-virginica
+46,6.849137020354941,2.966905629673724,5.3198299845102675,2.0433945556025828,Iris-virginica
+47,5.227813503192535,2.4739330151147745,1.3921870502507459,1.1639517609236028,Iris-setosa
+48,6.423043422515129,3.3587048188936386,5.064564103600524,2.1750535409785012,Iris-virginica
+49,7.289826646392842,2.857324609036761,5.688677995895602,2.0840797216412943,Iris-virginica
+50,6.564719568727653,2.889807180437544,4.729630159818881,1.5408754595471572,Iris-virginica
+51,5.323841804706206,2.8619105940666394,4.625632798675883,1.468394137160525,Iris-versicolor
+52,4.931128885419133,3.6130461876032385,1.5155261689005102,0.12172935843968943,Iris-setosa
+53,5.787631988150976,3.2753357529118974,4.691151635263414,1.462340606300839,Iris-versicolor
+54,4.559634842645078,3.1410810147722046,1.326299469015882,0.2395321131676377,Iris-setosa
+55,7.039435467357229,2.9878671535257055,5.435490864408061,1.5855584974514967,Iris-virginica
+56,5.184468861831736,3.8350286493292582,1.699131665369189,0.24340372761876966,Iris-setosa
+57,5.061583334500074,2.98138792745441,4.661492088682522,1.7810017235260003,Iris-virginica
+58,6.595455269326695,3.410165787088622,4.487021038727897,1.1742728078006974,Iris-versicolor
+59,5.478771630064498,2.8443095921824404,4.328030436430384,1.4549968011201255,Iris-versicolor
+60,6.097145228253162,2.813137168793085,4.357772450396942,1.1981770910741991,Iris-versicolor
+61,6.474323968885793,2.884195790808403,5.715301401924747,1.5637859601472746,Iris-virginica
+62,6.590724749868512,2.9825559484639603,5.12654491169788,1.6201562293548928,Iris-virginica
+63,4.48110821945901,2.8264871410771373,1.4467079181106075,0.17796957431754742,Iris-setosa
+64,4.40513495016575,3.046019611883917,1.5043231047783236,0.11592244299156287,Iris-setosa
+65,5.070962316258828,3.5965377326502725,1.6940518220130802,0.3305384084637765,Iris-setosa
+66,6.54442050972866,2.5756244199181806,4.266192448251765,1.191488849976546,Iris-versicolor
+67,4.987585512162611,2.6801725829384915,4.94823444339182,1.9458678343466573,Iris-virginica
+68,5.552868439444772,3.075131039417192,4.632505380857628,1.3035970249479703,Iris-versicolor
+69,5.142307489675127,3.436240047736961,1.4241482772545113,0.19698037360547227,Iris-setosa
+70,4.493635858164835,2.897586845767896,1.4178251861282472,0.21397605345893644,Iris-setosa
+71,5.6699262165854805,2.836053326786215,4.448247786710019,1.4140167908768184,Iris-versicolor
+72,4.353763147145407,3.0601459731020784,1.263096804146751,0.17936090276254776,Iris-setosa
+73,6.802083368060334,3.13390562832948,5.751977103223637,2.233320970308714,Iris-virginica
+74,6.271294820434399,2.9130758685728035,5.441532394354558,2.0035154813312643,Iris-virginica
+75,6.144984255734344,3.226231720024759,5.377960817359635,2.0009594931217163,Iris-virginica
+76,6.332466646862876,3.22682966480777,1.9172960296733088,1.8830144978988492,Iris-virginica
+77,6.489347824517849,2.7320431223591757,5.401293474652982,1.8989214860630375,Iris-virginica
+78,6.328743652576625,2.734365876600356,5.088505007781248,1.5274511698330397,Iris-virginica
+79,6.447874837025806,3.1926770786874243,5.618350873602787,2.485337444823301,Iris-virginica
+80,4.949156989245841,3.419468869676248,1.5526558041088894,0.2172775411872265,Iris-setosa
+81,6.2391174281114505,3.086327195098343,4.832789712552835,1.516621729865295,Iris-virginica
+82,4.801568864137851,3.5074905847596805,1.4598803845349122,0.21500841308874905,Iris-setosa
+83,4.806736685262251,3.5010508701105088,1.2927361651590716,0.2076026789528031,Iris-setosa
+84,4.649282187119535,3.227815275743024,1.576511072391733,0.20233815413896228,Iris-setosa
+85,5.693077093928621,3.2183513588567583,4.723297561855858,1.491630774251362,Iris-versicolor
+86,7.15102997260791,3.156265631992996,5.816625124974486,1.9843323309018754,Iris-virginica
+87,5.106736032968173,3.5702300549038384,1.6409919345063648,0.32337643534499244,Iris-setosa
+88,5.773494293279245,2.5892625525587265,3.5427861399752287,1.0614153532914092,Iris-versicolor
+89,6.633981550899689,2.8246465706773525,4.914496162979634,1.592338433998981,Iris-versicolor
+90,6.183952098590564,2.348128073514531,4.878546278358034,1.739895041425962,Iris-virginica
+91,6.218826785772564,2.7063882112125524,4.939979293692007,1.8918434135707372,Iris-virginica
+92,4.804509578867793,3.3046876744855753,1.4817646598576149,0.3257449610507451,Iris-setosa
+93,6.213237668337719,3.187991541710216,5.470991465078564,2.097252343014358,Iris-virginica
+94,4.952660066383422,2.9265215216463205,1.378346063331141,0.2963520996087455,Iris-setosa
+95,4.9000879189129725,3.2547625746609596,1.4625724792867703,0.34526396607627047,Iris-setosa
+96,5.36032658484444,2.4314900074704107,3.8550108341657876,1.0192369025012225,Iris-versicolor
+97,5.499128411323785,3.3886729631507615,4.601531256055937,1.3049904164264516,Iris-versicolor
+98,6.234558394481198,2.8982335114528723,4.690536842089956,1.3568586664099858,Iris-versicolor
+99,6.198702131424105,3.3744815916738955,4.824855936394282,2.143489933972248,Iris-virginica
+100,4.934046910844728,3.0487063641180105,1.5307667112206547,0.062082162319615636,Iris-setosa
+101,6.560060359037605,3.0733465616691404,5.408784274187162,2.308979351135548,Iris-virginica
+102,5.5558592548331776,2.3788854620731392,3.86984402146976,0.9622420595790506,Iris-versicolor
+103,4.890422504678377,3.5442756578840675,1.5300507137975692,0.1583829228472652,Iris-setosa
+104,4.404211203094024,2.986558435315216,1.4132359548170945,0.15924758769027747,Iris-setosa
+105,5.157002557738006,3.35072980295437,1.9007120826908164,0.3604075989671869,Iris-setosa
+106,6.391984675216666,3.244825550458832,4.974446012314621,2.0079751106600474,Iris-virginica
+107,5.869111272961467,3.000105494701582,4.48888887926872,1.5716702522316177,Iris-versicolor
+108,4.464644549479162,3.3096967571879743,1.440049031471778,0.16301362111696047,Iris-setosa
+109,4.416757639381081,2.9857554864309246,1.2701108544609232,0.15513836221825467,Iris-setosa
+110,6.529084805249876,2.8958765479341255,4.370355551248079,1.127988850035003,Iris-versicolor
+111,4.853133693181128,3.2028617424320123,1.6100557372299962,0.12265397028758282,Iris-setosa
+112,6.186706195099649,2.8921945835255416,4.711773157313619,1.5753410657931122,Iris-versicolor
+113,6.302016049039083,2.686588692716888,5.07655763018426,1.8030987954283701,Iris-virginica
+114,4.994677265939424,3.285275317526852,1.2886011757967164,0.18503596148290913,Iris-setosa
+115,6.5132093970978255,3.2290668018461797,4.228802960026497,1.3963871461673047,Iris-versicolor
+116,6.677990640759824,3.189136784008196,5.691328423742957,2.2342985578968513,Iris-virginica
+117,6.441614017590257,2.8003033814163345,5.060462335075739,1.5666287034900732,Iris-virginica
+118,4.968255024026203,3.0426629384387276,1.5314331286368683,0.198914677185579,Iris-setosa
+119,5.270036748537819,4.119737678398535,1.4583917968808748,0.1837343205109071,Iris-setosa
diff --git a/iris/tvae/1/20/test.csv b/iris/tvae/1/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/20/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/20/train.csv b/iris/tvae/1/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/20/val.csv b/iris/tvae/1/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/20/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/21/synth.csv b/iris/tvae/1/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9d624458ff25b45c705829c9c341d99fa4c2e611
--- /dev/null
+++ b/iris/tvae/1/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.2969440021770415,2.6275751334117983,5.125487281828456,1.3548067137413213,Iris-versicolor
+1,6.031046753508853,2.9934561515380538,4.913751192139689,1.9147093812290525,Iris-virginica
+2,6.336701033623055,2.660487953458819,5.136998468913317,1.898968735671573,Iris-virginica
+3,5.234069678593154,2.9453314505293404,4.277033355525275,1.0842143487741063,Iris-versicolor
+4,5.423138084957548,2.9244903033049567,1.320625636662669,1.3980907019537927,Iris-versicolor
+5,5.656816458508111,2.657831015257743,5.128400009419703,1.7711018786365305,Iris-virginica
+6,4.691757605576557,2.739085943312067,1.4192252139992703,0.13801778225514522,Iris-setosa
+7,4.857020921914424,3.1038488268835396,1.5431337945917953,0.16261208011405157,Iris-setosa
+8,6.8502455331092,3.2036369841421086,5.665554426456016,2.1744676914567664,Iris-virginica
+9,4.917282609113862,3.989999551066221,1.4162220319179122,0.21511400276909598,Iris-setosa
+10,6.067373896219356,2.890705375816692,5.100953810950546,1.8769848361345367,Iris-virginica
+11,6.265614906233327,2.754094967422937,4.696060748871065,2.0168767783790535,Iris-virginica
+12,6.680101714623461,2.679311349212053,4.453086765210854,1.2486842910426397,Iris-versicolor
+13,7.102522491819129,3.235999293129609,6.21482164232812,2.095975785205666,Iris-virginica
+14,6.7490718459892785,3.097151981844178,4.1766686456677995,1.4934231351072023,Iris-versicolor
+15,5.191729894397104,3.493593537211726,1.5027361672335084,0.2545117870557173,Iris-setosa
+16,5.160260096892517,2.221876167413601,3.8961383559358533,0.9005425876824231,Iris-versicolor
+17,6.888639685471189,3.003937585320788,5.492426408677241,1.850124186895649,Iris-virginica
+18,4.490493901857975,3.937120297175754,1.0204697631601745,0.24197650526300674,Iris-setosa
+19,5.488524028313386,3.1386427428915535,4.406980836480024,1.2313875929149003,Iris-versicolor
+20,6.144834925527333,2.798876298164786,5.057986945525214,1.9023236175392224,Iris-virginica
+21,6.0060497727587085,3.031133360881113,5.211340982488922,2.0893272894154205,Iris-virginica
+22,6.299010909910523,2.5653687606967703,5.070615346685113,1.8360406797184723,Iris-virginica
+23,4.9538442962168805,3.1762839995505248,1.2491723869090205,0.9889685544744319,Iris-versicolor
+24,5.97574721861054,3.1408966334807236,4.470221520768588,1.3863076888126664,Iris-versicolor
+25,5.086763375866286,3.372027855467571,1.4013718130273203,0.2233848844744719,Iris-setosa
+26,6.617940689687053,3.0896064608694114,4.612774474768941,1.726420508636846,Iris-versicolor
+27,4.789075876737619,3.0254050424289716,1.2116187644737977,0.1794309076298169,Iris-setosa
+28,5.864431421086825,3.038887515997783,4.99420469240865,1.9687715671399695,Iris-virginica
+29,4.972016434278247,3.799416198426518,1.4591346052134646,0.2597699656544919,Iris-setosa
+30,6.563635780910291,2.6071928902719366,5.170640374689254,1.6750450866459397,Iris-virginica
+31,5.636436102604943,3.11724072213365,4.290652436163729,1.359873891206879,Iris-versicolor
+32,5.802245260454349,3.4413119836441224,5.45116613909013,2.0418415686667397,Iris-virginica
+33,5.425386134242541,3.6396834868605312,4.601990200771069,1.4608937364590695,Iris-versicolor
+34,5.563839830423352,4.2241888804322185,1.5034494873761672,0.30293916912083363,Iris-setosa
+35,5.7866934190695325,2.982229943377525,4.016990346705351,1.2987959835815548,Iris-versicolor
+36,5.162929848441429,3.55761614948596,1.502165025559454,0.3585287068343977,Iris-setosa
+37,5.333216049701911,2.8310352624163087,1.3407994278501052,0.21616323150296024,Iris-setosa
+38,6.517082743191098,3.0809093711436017,5.191011624070692,1.659510792772309,Iris-virginica
+39,5.265363739122239,2.6669737306574275,4.2845002931307725,1.132560019794002,Iris-versicolor
+40,5.181868654038623,3.1854959523178246,1.4844218824388586,0.2901317243338083,Iris-setosa
+41,5.062463229860475,3.569464177258208,1.4873886328616046,0.1470524647002416,Iris-setosa
+42,5.067394027865614,3.242476169347641,1.6428460918643901,0.3678148046891949,Iris-setosa
+43,6.8975242863114605,3.402499856768026,4.847206906923439,2.2215184212890673,Iris-virginica
+44,6.367712673244326,2.9856797076622468,5.196987559180766,1.9774365531712443,Iris-virginica
+45,4.498585660089388,3.6064910853215144,1.0004354605138954,0.17902581538617787,Iris-setosa
+46,6.314415176514375,2.8544879205301563,4.346186478929821,1.4163097959460882,Iris-versicolor
+47,5.273302701788027,3.9328429277075485,1.8505030444855783,0.21639875718037602,Iris-setosa
+48,5.99994153541553,2.9496479623171217,3.89000679338408,1.3714388909429789,Iris-versicolor
+49,5.725015813344215,3.149112976833432,4.148874548484796,1.4656442312700146,Iris-versicolor
+50,6.247567590734567,3.1687397195254157,5.235565007015797,2.209384060196366,Iris-virginica
+51,6.1941937390506805,3.0004260149860587,4.773087510949978,1.517424677320122,Iris-versicolor
+52,4.8763911099414345,2.2317401207023657,1.4486318042628918,1.0179757076580138,Iris-setosa
+53,5.269474713924511,3.3452251471201326,1.527955352097937,0.26479470917852244,Iris-setosa
+54,5.099198504114344,3.6721380201075093,1.5168018285440488,0.14117202736670317,Iris-setosa
+55,6.423353342386312,2.997303841202977,4.253780823539909,1.3815001396733777,Iris-versicolor
+56,6.278132819141609,3.1792793867773543,5.559157212074574,2.191414940775284,Iris-virginica
+57,5.273951767353587,2.3439399278050566,3.7826448663070122,1.5587188190373116,Iris-versicolor
+58,4.986167086244126,3.144856987050362,4.994799731012101,1.904517529677217,Iris-virginica
+59,7.607570280733283,3.1468758011501023,6.098406933988569,2.0663654724068237,Iris-virginica
+60,4.906135397158313,3.1229351751436485,1.3569500842843607,0.34894390543684983,Iris-setosa
+61,6.837761188380272,2.7637259644832146,4.69150508836735,1.6451440262245547,Iris-versicolor
+62,6.80400396179124,3.1565674800276557,5.64772754570792,2.307800394192427,Iris-virginica
+63,6.585890872214654,3.2442222174880664,4.534685364725088,1.6762629587796725,Iris-versicolor
+64,6.488429690652134,2.4912381318419783,3.9236813964079076,1.1683442387916065,Iris-versicolor
+65,5.602983919109614,2.9635253904954193,4.640862917879041,0.22709628844627758,Iris-setosa
+66,4.883000021876299,3.1622688307691176,4.856393295776612,1.8611593590705553,Iris-virginica
+67,5.971383579769759,2.8352889297786907,5.028482469607262,1.699536305714137,Iris-virginica
+68,5.396862230549226,2.4942318116433095,3.976462080861849,1.062190979155952,Iris-versicolor
+69,5.512400109738114,2.914898110248368,4.505591943808066,1.5351087165040138,Iris-versicolor
+70,7.022538533399133,3.333211993374238,5.88466367859541,2.113172902209696,Iris-virginica
+71,6.493814272995929,3.070285184485595,5.245897623404249,1.8203843059677347,Iris-virginica
+72,6.408306835094095,2.810955389359452,4.672565814713196,1.389572458279649,Iris-versicolor
+73,6.212335360892269,2.694354139354356,4.909146265131925,1.4742257452898258,Iris-versicolor
+74,6.031598546503253,2.8001668342503714,4.605269998444407,1.7248183376347046,Iris-virginica
+75,6.2677360054252995,2.48439099842782,3.812865478187774,1.0912995242225867,Iris-versicolor
+76,7.041841728519352,2.933926110349872,4.937551885587441,1.7122069447678658,Iris-versicolor
+77,4.686670526792689,3.109215675857862,1.636299663576166,0.08994737036854256,Iris-setosa
+78,6.753636033263825,3.39801620145008,5.568886696865601,2.3523365058802246,Iris-virginica
+79,6.095551135929979,3.0540628657264604,4.916421496397137,1.3418061597387458,Iris-versicolor
+80,7.21216717386813,3.9393294166729103,6.374559613803822,2.35441398894179,Iris-virginica
+81,5.8371220085357995,2.8850843647198308,4.720261123572352,1.662325816398068,Iris-versicolor
+82,5.441954678320208,2.868038095265067,4.825348622527088,1.6419372446611036,Iris-virginica
+83,6.388204447648012,2.654107544464596,4.333194185582794,1.3509935728878284,Iris-versicolor
+84,6.411748056103624,2.8160251021555287,4.95219725559096,1.5244367101179919,Iris-virginica
+85,6.015280164329167,3.0251237254250944,4.657290931103092,1.5693742519872407,Iris-versicolor
+86,6.780079373508214,2.782524574116533,5.233992134286237,1.7232810617226353,Iris-versicolor
+87,4.764515903691942,2.9488444905773137,1.5445662838623462,0.20558805795636406,Iris-setosa
+88,7.07502574699261,3.382311454439466,4.776048628462021,1.5410519069894761,Iris-versicolor
+89,6.019369690461552,3.0181904218443356,5.376796862336002,1.7982769900460405,Iris-virginica
+90,5.643573652025867,2.8601082128029653,3.8426366922117436,1.2359481409334268,Iris-versicolor
+91,5.986163264439167,2.6904283186072946,5.313474472131467,1.9970244376737059,Iris-virginica
+92,6.962876866205606,3.12096538954052,6.055302303201168,1.9197132122077365,Iris-virginica
+93,5.735751192912425,3.1494332769814957,4.67573303579264,1.4326793753268412,Iris-versicolor
+94,6.334682133529845,3.0544158752945196,4.8522080210341825,1.6975290231025826,Iris-virginica
+95,4.602424122719681,3.2592261930707593,1.6221858904684834,0.22308403131064306,Iris-setosa
+96,7.623172211619824,3.280567789167449,6.4414902124803675,2.002350725729426,Iris-virginica
+97,5.030837248513867,2.8952245150211358,1.3260739553728236,0.20557114030697943,Iris-setosa
+98,6.253845026918013,2.9087365066979785,4.612716141700604,1.5094044778327067,Iris-versicolor
+99,4.970503005261268,3.9222404782956684,1.522975244563084,0.2695070593336197,Iris-setosa
+100,4.866359004290735,3.6403311008448367,1.6015965229641718,0.15589416002527337,Iris-setosa
+101,6.146068417873649,2.6890021745030106,5.272182783718227,1.6559849353998302,Iris-virginica
+102,6.516238763862259,2.9361627665407006,4.575312752227881,1.3237856892784752,Iris-versicolor
+103,6.530179732406235,3.270176558917967,4.275370241987116,1.48315665052871,Iris-versicolor
+104,6.559480528453233,3.038421972949666,5.287626938194175,2.4204645645383365,Iris-virginica
+105,6.22764336492472,3.085197494323264,4.822458250448764,1.7080361923718002,Iris-versicolor
+106,4.53041247220331,3.180178623703515,1.568400223890517,0.31014181230125065,Iris-setosa
+107,6.1914720136893715,2.898856453678744,4.328338470942092,1.7157501654423661,Iris-versicolor
+108,6.478408434445244,2.9923743608183946,5.609573457547445,1.7749367509171325,Iris-virginica
+109,6.805198046078266,2.622411282104034,5.894238316831297,1.7367115329281437,Iris-virginica
+110,5.817374747136863,2.773417430067968,4.642804919205767,1.5641324424114722,Iris-virginica
+111,4.9237635056523095,3.642248493934723,1.5988372126496702,0.24454917161373138,Iris-setosa
+112,5.55827141254985,2.6339912383572095,4.066229664231482,1.214227508085402,Iris-versicolor
+113,5.477556913876285,2.5114942193360785,4.123886705592266,1.263089378574993,Iris-versicolor
+114,4.720588487669145,2.465111119488804,2.5103394499149676,0.8312828020429829,Iris-versicolor
+115,6.03806329074083,2.7045611174673025,5.314802353443546,2.0040869388613682,Iris-virginica
+116,6.127967178057288,3.431743271549241,4.984479520499416,2.164797815312919,Iris-virginica
+117,4.953834453201467,3.6317393949042147,1.2814282712403804,0.24882784286852264,Iris-setosa
+118,6.655708712785896,3.025938555573787,5.410236969352107,1.9556999781837807,Iris-virginica
+119,4.5024747248643955,2.8854730314454176,1.324479096477838,0.18933352524347935,Iris-setosa
diff --git a/iris/tvae/1/21/test.csv b/iris/tvae/1/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/21/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/21/train.csv b/iris/tvae/1/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/21/val.csv b/iris/tvae/1/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/21/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/22/synth.csv b/iris/tvae/1/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b5c7b1d4e06e0b82317edf3460c865765f2536f8
--- /dev/null
+++ b/iris/tvae/1/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.006570439461319,3.2174151661490797,4.690749965705017,1.657766129170113,Iris-virginica
+1,5.195161395693014,3.071045203829494,1.4644398502724898,1.4463555716998522,Iris-setosa
+2,6.197694661612579,3.1028335614909968,5.001598930520872,1.9849428375319806,Iris-virginica
+3,6.575736061351169,3.118667252318574,5.301362278975555,1.8727485620545956,Iris-virginica
+4,7.0511735130804984,3.3668508307430853,5.539233186454098,2.1005926363895964,Iris-virginica
+5,5.1007826281687,2.120660044801351,3.599545088728985,1.1575820197527757,Iris-versicolor
+6,6.244195284890872,2.773534736789441,4.834620460804073,1.8991424264572567,Iris-virginica
+7,5.425463010151934,2.9717229659030373,4.547188571715179,1.8620013290396131,Iris-setosa
+8,5.3156772164487185,3.616602045891608,1.2879183061192814,0.30098521460692457,Iris-setosa
+9,6.51145860213323,2.9193487232760247,4.251954458525612,1.5519085741428071,Iris-versicolor
+10,5.8943546910230715,2.5315177609880326,4.436364592513402,1.2919689534340622,Iris-versicolor
+11,5.281161035698438,3.6770662950805395,1.494279756075151,0.21662061522737217,Iris-setosa
+12,5.896923496231692,3.078634883115456,4.31886344492214,1.3981252073689985,Iris-versicolor
+13,6.740909436763709,3.333175292461253,5.6659879803062845,1.6741955412231984,Iris-virginica
+14,6.089751960362429,2.964744231550926,4.188177951306728,1.3187887083502698,Iris-versicolor
+15,5.22926251739089,4.303561143533599,1.577103916698839,0.3261517186351057,Iris-setosa
+16,6.968800682521179,3.041733014424185,5.783607064369623,2.167375328754283,Iris-virginica
+17,5.6995258794225165,2.8511306118120245,5.223672417316732,1.6935396040170203,Iris-virginica
+18,5.366931035781863,2.853663458875618,1.1764170763095887,1.5575920481565302,Iris-setosa
+19,6.415735311845014,3.0752038074041326,5.785850471043115,1.783750144265765,Iris-virginica
+20,6.291524381791275,2.681925182909891,3.9692592414422876,1.2064633362834538,Iris-versicolor
+21,4.786837739497804,3.3281976913975266,1.6229040728367754,0.29685585511164747,Iris-setosa
+22,6.838402691681401,3.210862211745713,5.836565079134357,1.8043158239966886,Iris-virginica
+23,6.4176633035249475,2.901859539722788,5.505485373675269,1.4824235065007945,Iris-virginica
+24,5.274142340912982,4.000111375379794,1.9294754451446896,0.3539434751737254,Iris-setosa
+25,4.646980905389414,3.3633547678728988,1.3106684481654314,0.22497318937168653,Iris-setosa
+26,5.606185126100919,3.959000711506486,1.4809173362475576,0.2695155037195997,Iris-setosa
+27,6.499770521492451,2.775893189743506,4.436858179471235,1.6634318877451235,Iris-versicolor
+28,7.155303077908632,2.9910248044557846,5.570033271964925,2.0011147120272583,Iris-virginica
+29,5.150026206716486,3.474727783584752,1.3175057288027625,0.17066234633444544,Iris-setosa
+30,6.2301198706038985,2.8162771630608163,5.036588927559118,1.8101200643075792,Iris-virginica
+31,4.734558135711351,4.185807868420538,0.9851673948264655,0.24519645121777975,Iris-setosa
+32,5.16967667573686,3.924753852672274,1.4258387314194294,0.24641183491317262,Iris-setosa
+33,6.450205984342446,3.431890694122224,4.60945951640498,1.5802511420486698,Iris-versicolor
+34,6.4243069646464805,3.3670905130188054,5.612927389829447,2.606706827684758,Iris-virginica
+35,4.428366571525686,3.0472166639221965,1.3853930645660881,0.25386265247951856,Iris-setosa
+36,5.266264088190253,3.6560448598634165,5.0760189146076655,2.0358011797745754,Iris-virginica
+37,6.540560626681843,3.1196757183302966,4.348810850912819,1.477266942655975,Iris-versicolor
+38,6.375388535624574,3.2003089290427966,5.569095193065998,2.141356578760347,Iris-virginica
+39,5.811521652636388,3.109647378757087,4.875497611796885,1.5538267060816136,Iris-virginica
+40,5.535667386857203,3.332331874020718,4.429927092911246,1.3809143663072496,Iris-versicolor
+41,6.4110260913431185,2.806518125614866,4.475977816015321,1.4983104061628463,Iris-versicolor
+42,5.906809775681733,2.769423722765186,4.87310094659356,1.507045303316383,Iris-virginica
+43,5.28422087927014,3.7319582629422476,1.3382990282948035,0.27526706697580083,Iris-setosa
+44,5.034237598975432,3.353115333260024,1.6423448436998596,0.4638066657804678,Iris-setosa
+45,4.760056143418889,3.850225353506589,1.5515960553621198,0.37352104068801656,Iris-setosa
+46,5.649317699348528,3.0029127365456305,4.571800208557288,1.5670712513682605,Iris-versicolor
+47,5.357974599552178,2.7009190717202394,3.917619990664474,1.4519174676118511,Iris-versicolor
+48,4.8992297584651405,2.871425596405397,2.703306881112107,1.015008206499021,Iris-versicolor
+49,5.363481366814146,2.0651534350893614,3.9658066782828456,0.9953522240634735,Iris-versicolor
+50,7.2429249618818785,3.1589768391014657,5.890967069914485,2.2185172787355576,Iris-virginica
+51,5.2869896872035795,2.6941844156938513,3.9546223881917952,0.9007426337653854,Iris-versicolor
+52,4.927987434646457,3.7014088937478564,1.4962316877968143,0.3619858143608528,Iris-setosa
+53,5.037585907535409,3.857754151106657,1.6172373317750803,0.17326731247097255,Iris-setosa
+54,6.665339692819671,3.092686415944436,4.724659727091649,1.7447893939833117,Iris-versicolor
+55,4.228610443633907,3.0377779549479076,1.4538091631593604,0.10584076593857375,Iris-setosa
+56,6.257642129090936,3.1084079884583424,5.509218131845588,1.9373295194874256,Iris-virginica
+57,6.933703192802967,3.0923250307981633,5.467247109942074,1.7302430822590378,Iris-virginica
+58,7.361876110279545,2.936759317188829,5.8099003708376316,1.7816974969493002,Iris-virginica
+59,5.111317664206121,2.535677899555809,3.5650315423037076,1.27509779623442,Iris-versicolor
+60,6.036188832869029,2.9887879109452373,4.680746503547616,1.3885159341799134,Iris-versicolor
+61,6.558857101585895,2.8955645388734417,5.505840140673397,1.7298550442279956,Iris-virginica
+62,5.4023404222249995,3.6607991650953973,1.5138951531039355,0.20654471210383665,Iris-setosa
+63,6.51356577624555,3.3434035808402007,5.196572222300708,1.8809925240355627,Iris-virginica
+64,6.151046025600433,2.7001467668380648,4.8880352472561865,1.620674927541662,Iris-versicolor
+65,4.970006923131352,3.0436391925948993,1.4489590918031738,0.32209174388944206,Iris-setosa
+66,4.787985666978964,3.9732895933558927,1.4017261207981242,0.209776705340594,Iris-setosa
+67,5.00817580468988,2.988427796272365,5.003059078787025,2.1778378227028905,Iris-virginica
+68,4.939894750567176,2.77999760738151,3.0671265911164953,1.0072671240727398,Iris-versicolor
+69,5.915532692004333,3.1058907367934725,5.833649212174414,1.7153991706249856,Iris-virginica
+70,6.996292579438915,2.928171377390816,5.237378451721927,1.92046072713831,Iris-virginica
+71,5.576583378772166,2.7226763368672806,4.447540436552869,1.431884692410892,Iris-versicolor
+72,6.209784472611508,3.275763496525252,5.377254015152861,2.2195235190278875,Iris-virginica
+73,6.478143739709954,2.983998995706645,5.2267543277426975,2.2887869329871626,Iris-virginica
+74,6.499832148176805,3.127139114213662,4.4964411656598715,1.6228506678128212,Iris-versicolor
+75,5.022021594541922,2.539217083585916,3.649224636254644,1.290211648924462,Iris-versicolor
+76,6.833688591751446,3.0765125164793616,4.916623790276523,1.5365322848382112,Iris-versicolor
+77,5.410817874487078,2.9303351086673364,4.022756371324908,0.9743914534151358,Iris-versicolor
+78,6.141292692685316,3.297936910681067,5.519096086411022,2.2510088546323788,Iris-virginica
+79,5.221103399639794,3.659164488135825,1.5680196320852593,0.27599475573566934,Iris-setosa
+80,5.0675598184432324,3.2894614027250535,1.2517191391242455,0.17947553195732174,Iris-setosa
+81,5.939549501286649,3.118497265511057,4.129815199058201,1.3126873873442966,Iris-versicolor
+82,4.6975963071077285,3.2322642365249257,1.2582069402365983,0.1932291631686921,Iris-setosa
+83,5.18626209856286,3.3886530531282477,1.42839242586596,0.3003988006071588,Iris-setosa
+84,5.745086586835276,2.6080522879207635,4.2607433859773325,1.3742322894223826,Iris-versicolor
+85,4.962034502175197,3.0244772694688637,2.868122544895466,1.0125715376776077,Iris-versicolor
+86,5.527731211161214,2.618848674441447,4.1582395706688375,1.1915642501931958,Iris-versicolor
+87,4.9489444080264935,3.1089684792677477,1.661827911083879,0.2590190628819113,Iris-setosa
+88,5.599519445986619,2.4758105379935307,3.4699293706602132,0.9715988698237136,Iris-versicolor
+89,5.131436342174704,3.1774726469711294,4.550308231480323,1.1067683997270803,Iris-versicolor
+90,6.296970726012326,3.1336093078370943,5.487228640867715,2.3262414937201807,Iris-virginica
+91,5.790220491751697,2.8412206876389745,5.322274404810228,1.998443407167164,Iris-virginica
+92,6.731388396381462,2.590015968428505,5.342932033347327,1.6806231896215797,Iris-virginica
+93,6.644741393133022,3.0114417182484505,5.537302761124355,1.7361411722904423,Iris-virginica
+94,5.886445252261363,3.0788645630437586,3.9382604116853495,1.350250096662032,Iris-versicolor
+95,5.916093594734046,2.4176060648785267,3.543560945842482,1.0432504395068314,Iris-versicolor
+96,5.353300628873859,3.652545619325313,1.6063563096341444,0.1741926317431019,Iris-setosa
+97,6.022192668499901,2.905724080194367,4.226725637352491,1.58772136565651,Iris-versicolor
+98,6.363208456881461,3.357446561496442,5.229530311154129,2.0522344847481206,Iris-virginica
+99,5.36951646468686,3.201959902145223,4.140096587528155,1.4590515509581914,Iris-versicolor
+100,6.9883410034342175,3.129163336682409,5.742902776937028,1.7009495354317292,Iris-virginica
+101,6.4760209950447924,2.6883592781288215,4.921791233664137,1.4914284846355805,Iris-versicolor
+102,6.258018015351791,2.8367253674002466,4.115807461181151,1.4141877297318952,Iris-versicolor
+103,5.061935539032016,2.889365805320917,1.3808839183597637,0.3580087700492764,Iris-setosa
+104,6.175198914722936,2.5413973420188514,3.65696130781381,1.2507106129429018,Iris-versicolor
+105,4.833308383706384,3.0074964529407757,1.5299493938538098,0.20526732640334733,Iris-setosa
+106,6.174916458313314,3.40117177518909,4.5014808575866105,1.3286919925962073,Iris-versicolor
+107,6.090240726752495,2.9807457358099367,4.752827740869729,1.8238698176345847,Iris-virginica
+108,6.524570609298982,2.992644817407186,4.940998075995256,1.990387135046194,Iris-virginica
+109,5.582126787059075,3.9382108967446134,1.2657224274411998,0.29287968421890676,Iris-setosa
+110,6.19882664046289,2.905956109148341,4.934721727960773,1.9933126910070098,Iris-virginica
+111,6.123297027604482,2.5370993092320284,4.769115720346577,1.6488084160102918,Iris-virginica
+112,4.723625561265238,3.3384635498138,1.6037895093883405,0.20853312929311063,Iris-setosa
+113,6.445741230475381,2.989095301908956,5.252242473450418,1.7493467380140486,Iris-virginica
+114,6.870928810820056,2.7305198571320335,5.523491950244738,1.6350129557686535,Iris-virginica
+115,5.534758993905944,3.2819861096732033,4.448422985548641,1.25152459029854,Iris-versicolor
+116,5.380915761711399,3.175730264788239,4.127761301356051,1.4870903949305956,Iris-versicolor
+117,5.125114472884882,3.303112651774528,1.733126346081151,0.3034338211646955,Iris-setosa
+118,6.482547989973197,3.2179750974344006,5.6180405013906345,1.8331899667465348,Iris-virginica
+119,6.71950951338665,2.9995815679872866,4.205053491952388,1.3166443633547935,Iris-versicolor
diff --git a/iris/tvae/1/22/test.csv b/iris/tvae/1/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/22/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/22/train.csv b/iris/tvae/1/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/22/val.csv b/iris/tvae/1/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/22/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/23/synth.csv b/iris/tvae/1/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b8575531c3ffba31fad5db015ea0bd5094cd5e35
--- /dev/null
+++ b/iris/tvae/1/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.180098934511338,3.2292246261899127,5.6852723458210495,2.0386627106375426,Iris-virginica
+1,4.745531905256073,3.3950480193565755,1.364007247544331,0.0857463954445021,Iris-setosa
+2,6.156116148006906,2.86660917791783,4.613227932816429,1.5390697026033795,Iris-versicolor
+3,4.7125975828126085,3.3014177936983873,1.4958188185558805,0.2614573361935955,Iris-setosa
+4,5.07549375912416,3.285665769734666,1.062659428606577,0.1994546430771956,Iris-setosa
+5,6.3135709963377105,3.390032478420802,5.4661343069500195,2.3731125255972856,Iris-virginica
+6,6.357741281498044,3.121453812705102,5.0894893057446104,1.704480476034939,Iris-virginica
+7,5.648188495206657,2.6690188124913887,3.853356175275091,1.3886174741136452,Iris-versicolor
+8,5.0050237382955425,3.891734828113608,1.5187158010139388,0.16310998141179536,Iris-setosa
+9,4.678054370651134,3.0737275211414907,1.5770325213738035,0.1627221767738727,Iris-setosa
+10,5.292546262573291,2.902373909835101,4.154203183623832,1.3113991727706034,Iris-versicolor
+11,6.23202608002392,2.6201987887231257,4.805715194170615,1.881544200647793,Iris-virginica
+12,4.884317774103496,2.956943202729663,1.4399114358144833,0.20859573375910667,Iris-setosa
+13,5.287080776505129,3.5757293546841744,1.4883179226597265,0.09445553492166103,Iris-setosa
+14,4.937066721123419,2.9653576265812287,4.436343441595126,2.015659194185041,Iris-virginica
+15,4.693820329865063,3.113817717186246,1.3426854549989211,0.22288391523069728,Iris-setosa
+16,5.5250153398793165,2.957085713369856,3.818693536127472,1.244298678459162,Iris-versicolor
+17,6.533494117408608,3.152042873564906,4.936084685367315,2.244596341738837,Iris-virginica
+18,6.784474431507231,2.956230836032467,5.24424121688259,1.6100478000250615,Iris-versicolor
+19,6.492128585880383,3.2510042925599176,5.884368367406366,2.286866005868619,Iris-virginica
+20,5.865823981833652,2.783180110798611,4.3353402185447765,1.7801864448181324,Iris-versicolor
+21,5.815291531664469,3.0481515280123883,4.161748980532562,1.1026752668027502,Iris-versicolor
+22,6.0489462355032035,2.9754988508631874,4.129587213460406,1.359685981007396,Iris-versicolor
+23,5.718298737740405,3.0946341191827353,4.640222080597565,1.5557023217621055,Iris-versicolor
+24,6.154963435743498,2.459123746053084,5.174742024643212,1.819114543375825,Iris-virginica
+25,4.453780979995583,2.806368275987029,1.3767091219806689,0.1563722347322814,Iris-setosa
+26,4.990866151179701,3.1262448600687,1.4618629452974434,0.18827444098626964,Iris-setosa
+27,6.92207884193422,2.870604150249874,5.260605901056183,1.6678196919875559,Iris-virginica
+28,5.566443817691842,2.9610926116494474,4.539261178298075,1.5025824582207128,Iris-versicolor
+29,5.790760052463314,3.0695404865095823,5.103777449284263,1.8222749271304284,Iris-virginica
+30,6.979948525811411,3.039752244585885,5.318505899036747,1.9785277820028973,Iris-virginica
+31,6.721653599094084,3.0269900692353207,5.179666132953844,1.8362969053620468,Iris-virginica
+32,5.169240614802197,3.3487610185766727,1.2086965219253902,0.14713590415430708,Iris-setosa
+33,6.421071178651297,2.85384589327828,4.700965528631866,1.6442394154796227,Iris-versicolor
+34,5.125552544862154,3.3314084799127053,1.4058066407670273,0.181792678212609,Iris-setosa
+35,5.9141707241908,3.012676962243725,5.043876682667792,1.8189584799019465,Iris-virginica
+36,5.394636951024922,2.9482468565143614,4.98746364167207,1.7043502809790299,Iris-versicolor
+37,7.019021826282769,2.8440329017807224,5.251359735132061,1.6400663874668722,Iris-virginica
+38,6.441465155304886,2.7850789793778454,5.167796719717402,1.5897614503289546,Iris-virginica
+39,5.523569547612994,2.860054855219674,4.7248504722271205,1.5858681791041453,Iris-versicolor
+40,5.15265885263337,3.514035630695746,1.6569312875457347,0.30741222821517283,Iris-setosa
+41,6.250007082673292,2.7547418102455823,4.995909885091979,1.7847034714855543,Iris-virginica
+42,5.576663394983194,2.5997448661001235,3.687107728423234,1.0994554064676487,Iris-versicolor
+43,6.327215398578063,2.561569261122755,4.967773443757376,2.0961150452457846,Iris-virginica
+44,6.233069789010428,2.6836271239497966,5.139671186714271,1.6665560968614876,Iris-virginica
+45,4.988232602886115,2.4203296670757455,4.006758756871554,1.0784826896358575,Iris-versicolor
+46,5.042812265579951,3.0534201916265933,1.488061568683016,0.24094262072338718,Iris-setosa
+47,6.5335133604077935,3.2238331308081576,5.281888626859018,1.9697984848309438,Iris-virginica
+48,5.330384637030083,3.108049131977004,4.8415677073281085,1.275520394422908,Iris-versicolor
+49,4.8656693143296295,3.800628598171322,1.0625493780825392,0.23958490533117524,Iris-setosa
+50,6.277145295346969,2.622927809369172,5.3398507660959975,1.670727524240573,Iris-virginica
+51,6.464053364253274,2.6745294179761934,4.852387204070048,1.4278043483794924,Iris-versicolor
+52,6.52251106337065,2.949354201377285,4.788462711400821,1.4720694186008891,Iris-versicolor
+53,6.236298463125241,3.273299295342419,4.457834577193362,1.366092021401736,Iris-versicolor
+54,4.967545228004248,3.462062084695963,1.3200659603333016,0.2744363378256986,Iris-setosa
+55,5.669126594118866,2.5848986848959834,4.822402012736679,2.0683734533485523,Iris-virginica
+56,6.081203588529416,3.096144451957804,4.003599135707659,1.228867941363276,Iris-versicolor
+57,4.692966405947245,3.1600099918635327,1.4109321682088596,0.11018181321191134,Iris-setosa
+58,4.991305513853154,3.881886134280227,1.5881777026138535,0.25388379411989476,Iris-setosa
+59,6.563886115959528,3.205371569526337,5.381314117749625,2.207424389453954,Iris-virginica
+60,6.2555883744022855,2.868257184542673,5.114004995384516,1.834062938925674,Iris-virginica
+61,4.686630245120506,3.7203102896997815,1.080843168050672,0.16430655088669302,Iris-setosa
+62,5.506495888768898,2.474559791204182,4.181069303182007,1.422739377113845,Iris-versicolor
+63,5.220343090835239,3.363638858296436,1.1850983086438793,0.19921441172431528,Iris-setosa
+64,5.1447802766114545,3.275708586563816,4.737644956075639,2.0765891892590713,Iris-virginica
+65,5.45272820594922,3.761962181812383,1.7774659405124946,0.32267826893408513,Iris-setosa
+66,5.0343873163170265,3.39329041780244,1.3454088908340998,0.19102200203715153,Iris-setosa
+67,6.2782696488216745,2.808472951149666,4.340410320306756,1.768897161792696,Iris-virginica
+68,5.095230741324961,3.147012331669441,1.3295662515128164,1.285006061153219,Iris-setosa
+69,7.048865653895952,2.8312259142070535,5.342106247425109,1.7205918406490273,Iris-virginica
+70,4.842633139422311,3.4032082864856843,1.5834251725764863,0.1547888704368406,Iris-setosa
+71,5.9399301422263795,3.0580636070779676,4.629939130533919,1.5782139822884598,Iris-versicolor
+72,6.8854479099044354,2.7809977939364523,4.7349913077373,1.2435687634173602,Iris-versicolor
+73,5.310864128437874,2.9583804262265283,1.096558770251014,1.2802304586368598,Iris-setosa
+74,6.138204225757974,2.845168127884709,4.138122916903008,1.2601342397397066,Iris-versicolor
+75,6.4033750529860916,2.972391434484206,4.63657024142415,1.5073144266158391,Iris-versicolor
+76,5.822822958243079,3.1003230679209994,4.248861430840026,1.1220513805061914,Iris-versicolor
+77,6.031386140224013,3.2709129314140166,4.61536404215813,1.5142148762718832,Iris-versicolor
+78,6.548579731597045,2.7505507270246525,4.224190214564992,1.3513923363616667,Iris-versicolor
+79,5.747611128185072,4.390282522733879,1.6287234437854266,0.3452484165015639,Iris-setosa
+80,5.891279848308543,3.2014293682882213,4.294677059309839,1.42243014125569,Iris-versicolor
+81,6.554084870365393,2.6177716849712387,4.016106105206033,1.2506222397573818,Iris-versicolor
+82,6.008049401569616,3.1549369949768513,4.806325805866698,1.6296737739005327,Iris-versicolor
+83,6.51457868860506,3.6143614708012675,5.879371858241099,2.532125157828813,Iris-virginica
+84,5.06067841826127,3.3446863430097515,1.4209469526825533,0.2669960472834231,Iris-setosa
+85,6.19251313967891,2.890594146924089,4.354919918039347,1.4039240114388682,Iris-versicolor
+86,7.2406703800142225,2.9144658827523005,4.768600241804945,1.5349713627245947,Iris-versicolor
+87,5.840503006035932,3.732318691440961,1.615412293998675,0.3548612999089784,Iris-setosa
+88,6.6003613588096925,3.0053591468598513,4.8905880713307885,1.434754236479307,Iris-versicolor
+89,6.950163141283015,2.6757135655144024,5.689686850018466,1.867683577556937,Iris-virginica
+90,6.093724219334556,3.1458900477854987,4.336879030817457,1.4403880365525918,Iris-versicolor
+91,6.487755207899532,3.606370739289167,5.385847263347296,2.0044288482877035,Iris-virginica
+92,5.180337621523225,3.3404771787945187,1.7298915887659718,0.4031883991456564,Iris-setosa
+93,6.051975921764436,2.9284742168149407,4.785083768906929,1.949340851546771,Iris-virginica
+94,6.73557725115097,3.258624984664126,5.476623466877797,2.0846174999901614,Iris-virginica
+95,4.857291209934563,3.120805159355171,1.404465273160942,0.24824086542763812,Iris-setosa
+96,7.256694676455324,3.0585225891255634,6.39500333917187,2.279497075934686,Iris-virginica
+97,6.379154641275322,3.0736768938404984,5.520042335365839,1.9998604579778594,Iris-virginica
+98,5.484889912458293,2.4432055389782317,3.6669872336482197,1.0399999789792056,Iris-versicolor
+99,5.719588311822316,3.1045757316783043,4.086740232282286,1.2024826776794257,Iris-versicolor
+100,4.978811976409993,3.0813968105165546,1.5214120761830299,0.3303472770325695,Iris-setosa
+101,4.535899999865048,3.164778619418484,1.0575360421377322,-0.021970638484967053,Iris-setosa
+102,4.415784131745157,3.105162235856282,1.3767807874882583,-0.08106586032975449,Iris-setosa
+103,5.328299337842561,2.716099147084372,4.124908944447807,1.0182839589877304,Iris-versicolor
+104,5.5864362503748115,3.0303435790523716,4.5138365700043375,1.5472326985558509,Iris-versicolor
+105,6.414254565486246,3.100875737109105,6.046818806369982,2.461098451059231,Iris-virginica
+106,5.007069964112696,3.177274077169021,1.5496179916117538,0.34617637627759923,Iris-setosa
+107,5.5269562475026,2.999713719777821,4.06416021908022,1.3268345293281114,Iris-versicolor
+108,5.222778701510471,2.5522050213426253,4.018697199824918,1.3690678614484308,Iris-versicolor
+109,6.0912500941936205,3.0881460562782723,5.35565929675621,2.0278237588198715,Iris-virginica
+110,5.131720824379286,2.9945406776547854,1.2199917921247498,0.18311968154556235,Iris-setosa
+111,5.659739984011571,3.156326328720557,4.748140095790029,1.5340007047422382,Iris-versicolor
+112,4.9025433897133945,3.70923495424908,1.4166003765235238,0.13788681050464974,Iris-setosa
+113,5.943563126977546,2.9981118298611262,4.719032858033952,1.8587513909614999,Iris-virginica
+114,5.248554197452576,3.8893089700387895,1.270096293537585,0.27690574669728457,Iris-setosa
+115,6.940036262257012,3.231056615289493,4.424126057005059,1.440055080294735,Iris-versicolor
+116,5.7159609853596764,2.9606317508463778,4.258885875368519,1.0789368403973114,Iris-versicolor
+117,6.559928865612996,2.8920395121318982,5.26579897484492,2.0829317088894936,Iris-virginica
+118,5.048817452232533,2.9522838595390217,1.4667582085322155,1.4876845797342306,Iris-setosa
+119,6.547022456577181,3.256730901454563,4.268588137129299,1.5630889448646992,Iris-versicolor
diff --git a/iris/tvae/1/23/test.csv b/iris/tvae/1/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/23/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/23/train.csv b/iris/tvae/1/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/23/val.csv b/iris/tvae/1/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/23/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/24/synth.csv b/iris/tvae/1/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..457b0d13444a37a62f7bd3348108549190294ed2
--- /dev/null
+++ b/iris/tvae/1/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.0070924325821435,3.0988937716754164,5.745746830586153,2.1438543190935073,Iris-virginica
+1,4.153188838511309,2.9459115271002307,1.2423628820674932,0.03886982529638067,Iris-setosa
+2,5.445924967400072,4.188274601522306,1.4874015878759854,0.22043426552021075,Iris-setosa
+3,5.425009153460321,2.613189105570134,3.932935004162395,1.0708066454720278,Iris-versicolor
+4,6.434689855907746,2.6084976153055197,4.986927368057534,1.7771986459330227,Iris-virginica
+5,5.144488390338652,2.579681152018633,3.8575789669740024,1.21489709988019,Iris-versicolor
+6,6.050142508665059,2.6474750261135602,4.002144910926348,1.0622412429365913,Iris-versicolor
+7,5.741890530290587,2.896842296022242,4.54633294123479,1.4469157142055158,Iris-versicolor
+8,6.336889435866332,2.6393562226896603,5.331952261652315,1.802017096918102,Iris-virginica
+9,4.569154908631731,2.8338989857582604,1.4549982415113303,0.1345216317433697,Iris-setosa
+10,5.560841821046791,3.120018821751641,4.500076987351329,1.1854976195288187,Iris-versicolor
+11,4.952877473973059,3.0706085949664836,1.5652169209608342,0.28412190173579055,Iris-setosa
+12,5.116011954341259,3.5221669491828433,1.588399983009157,0.42195329627545797,Iris-setosa
+13,5.108048742704221,3.744964100514694,1.6237977727673405,0.19869032119380747,Iris-setosa
+14,5.977868081603235,3.175093699549521,5.0767084515535235,1.9092835161794441,Iris-virginica
+15,5.297340034667268,3.3409967546601593,4.888295915753907,1.9262637136094705,Iris-virginica
+16,5.242079976359247,3.4759395096820764,1.4814652135480657,0.19971866573078023,Iris-setosa
+17,4.988319369478456,2.413269651466721,3.515331425557682,1.0394419597707918,Iris-versicolor
+18,6.311281600163887,2.724220545369618,5.346162619938561,2.236475785240942,Iris-virginica
+19,5.024360411290007,3.0516534192755964,5.069033031321455,1.764585701097116,Iris-virginica
+20,5.185997551994115,3.1631351222213455,4.389290618906603,1.113542877965572,Iris-versicolor
+21,5.095861511926888,2.963523659234266,1.2478111654985393,1.119482325461107,Iris-setosa
+22,5.8065779228817025,2.9286238187797142,4.557335513838015,1.5703180403701902,Iris-versicolor
+23,5.585036965542818,3.1025227660471626,4.4525653987165015,1.3304620824909694,Iris-versicolor
+24,4.869424126813789,2.9699474934891064,1.5838536893299606,0.23389031185984208,Iris-setosa
+25,5.723475617355707,3.187347998492,4.847310288161998,1.4863774828454814,Iris-versicolor
+26,5.682217142841708,3.073677843960792,4.559347696802779,1.7548365750459616,Iris-versicolor
+27,6.525510343675985,3.0721351067347356,4.645364166039914,1.4707067096449251,Iris-versicolor
+28,6.195737283150776,2.7495059015341927,5.08767486346216,1.5977394284246722,Iris-virginica
+29,5.3287814448449895,2.171008014429656,3.4719540968968072,1.2559580456172128,Iris-versicolor
+30,6.1604265144737775,3.5136200402106885,5.119036877311327,2.1231640009506827,Iris-virginica
+31,5.08708483808404,3.153000774443178,1.3824927077309808,0.21466437452321677,Iris-setosa
+32,6.818074155834673,2.78559412398823,5.221977071707626,1.8562655709889675,Iris-virginica
+33,6.081222107298262,3.21867298928223,4.440214448313602,1.6076749477579366,Iris-versicolor
+34,6.087589292686409,2.9164474780566776,4.747935490796906,1.8894816708624016,Iris-virginica
+35,4.888993010670242,3.3014335838672375,1.4269517489169556,0.16532578106902024,Iris-setosa
+36,5.998743761037236,2.8742186574181097,4.894772807399522,1.4647885612762723,Iris-versicolor
+37,5.726682415294772,2.6011066528327293,4.528909488714105,1.7613303232437496,Iris-virginica
+38,6.310755003923873,2.7782248993919407,4.595322116026331,1.562458016528702,Iris-versicolor
+39,6.1988359833389755,2.897060211831107,4.5724824447536,1.4096128706815063,Iris-versicolor
+40,6.810034987599768,2.904068506431314,4.64207044064982,1.315923354820263,Iris-versicolor
+41,6.484368546197883,3.282996392879651,5.274220152452065,2.2939522875300273,Iris-virginica
+42,5.825640680037,2.7012601037118773,5.342985254265056,1.785525482980466,Iris-virginica
+43,5.113593119726632,3.4338689524977846,4.637484766732883,1.956439277249375,Iris-virginica
+44,6.643469279088751,3.2532599871195647,5.4960219181471475,2.5141464334503305,Iris-virginica
+45,6.279975375312261,2.936650862591379,5.654766438437515,1.7826685556252402,Iris-virginica
+46,4.653346288298312,3.0501983120148743,1.315785532011505,0.27718455138969167,Iris-setosa
+47,6.731169818210601,3.078757117316573,5.701788872349397,2.107017105729264,Iris-virginica
+48,6.2833716380997195,3.0015313444411453,4.428963344037841,1.2432029206936792,Iris-versicolor
+49,5.090007170676292,3.081313882854554,1.2862038604204797,1.2040273957589487,Iris-setosa
+50,6.643177653181342,2.6500984499811158,5.386960316466752,1.9108247283042565,Iris-virginica
+51,6.106460071921559,3.2535485645045434,4.53360228646417,1.6646134953443548,Iris-versicolor
+52,6.575429271790923,3.055450643753619,5.279650585199406,1.7730941589205584,Iris-virginica
+53,6.2808293445306855,3.1964650290434538,5.08710941051426,1.5940890009214963,Iris-versicolor
+54,5.869645116159736,3.178507412125877,4.6164680175473,1.8157649943795635,Iris-versicolor
+55,5.65939901588779,3.0577431880348027,4.611773679249975,1.6745020650684028,Iris-versicolor
+56,4.827714834328109,3.3225221677279584,1.5852900424220862,0.2834033203924282,Iris-setosa
+57,5.580174726769471,3.132734359859087,4.536232140550012,1.2651655812942941,Iris-versicolor
+58,5.978700852272426,2.739305687103249,4.986294626912207,1.6068860963457987,Iris-virginica
+59,6.015672541462578,2.597682938381831,4.202815020017793,1.269601188332821,Iris-versicolor
+60,6.6262731541334645,2.9971465075484414,5.48271818258652,1.7178370385963584,Iris-virginica
+61,5.180136290998904,3.2762960279041606,1.3685931693700937,0.18874917091101204,Iris-setosa
+62,6.029096400778091,3.2210071501555757,4.775236937065092,1.6763133565396153,Iris-versicolor
+63,4.51692495494184,3.18714377051623,1.4651050126825875,0.2409915490851388,Iris-setosa
+64,4.80821406886899,2.332152772679846,2.749785457024567,0.876250488953084,Iris-versicolor
+65,4.998727448409076,3.5256728938258433,1.449540279504033,0.24285737691612846,Iris-setosa
+66,4.256485668654387,2.7621922417051468,1.4438195177867645,0.1467708668580583,Iris-setosa
+67,4.680247670295715,3.1269956591410533,1.2122432825081992,0.2336834762593799,Iris-setosa
+68,6.959624710745909,3.2082211453772986,5.909303509352736,1.8456768626207523,Iris-virginica
+69,7.042990455680614,3.1087590448291955,4.690695923383292,1.4111747009893305,Iris-versicolor
+70,6.440842107560486,2.893033561389302,4.175327502770189,1.2892785437316099,Iris-versicolor
+71,5.549195233670929,2.9272920742749524,1.3236725638273201,0.3168480074572438,Iris-setosa
+72,6.036165995978735,2.9376241026956946,4.67492742240768,1.493225916308877,Iris-virginica
+73,6.130235963952988,3.203488397288263,4.538192482575636,1.4556405294824835,Iris-versicolor
+74,6.93607872418237,3.277836404882022,5.452243778327513,2.1337740427058116,Iris-virginica
+75,4.542932021631063,2.8307334975984135,1.3064543576103274,0.15750442218523772,Iris-setosa
+76,6.324916309041862,2.812829631834207,4.861204037162819,1.6862964068588226,Iris-virginica
+77,6.015803968130589,2.775229900764099,5.583309490524915,1.575876950517817,Iris-virginica
+78,5.870548467248039,2.8163441107331795,4.207619542528393,1.1697029782051185,Iris-versicolor
+79,5.535347037826249,2.6707502611540117,4.041738121088709,1.1528728306017453,Iris-versicolor
+80,5.654171924387811,2.5707564514938355,3.9021934248666486,1.3456668159780087,Iris-versicolor
+81,6.698737570730732,3.031291588841356,5.915388969365113,2.396347989717358,Iris-virginica
+82,6.899777524961897,3.1265099197695254,6.0527950890074464,1.913313385635535,Iris-virginica
+83,5.290259950039763,3.262509761457487,1.3142487466662744,0.29719687977006753,Iris-setosa
+84,4.9212189786646565,3.4567420760163117,1.3356393766649501,0.2206051554833031,Iris-setosa
+85,4.39288010215973,2.974047720986015,1.282640310422531,0.009772339746472125,Iris-setosa
+86,5.729816805306827,2.193729469268328,3.3086487791006367,1.0189399874640674,Iris-versicolor
+87,5.9518906769275635,2.7922792568440795,5.1463578451514955,1.9319998372444052,Iris-virginica
+88,6.039917152510167,2.727682464459984,4.255643290445783,1.4662117928394542,Iris-versicolor
+89,5.0859657554965345,2.827564937493703,1.28444282585381,1.226824573732625,Iris-setosa
+90,5.178135700903399,3.530509810875252,5.435120883384099,2.139083323203207,Iris-virginica
+91,5.4557079300007585,3.3017490978693127,4.763999617114976,0.3667972069032281,Iris-setosa
+92,5.87331243260479,2.690226049385348,4.542163619401867,1.5587536595287814,Iris-virginica
+93,6.176767482621408,2.663932031400046,4.793826901152339,1.6057716205058892,Iris-virginica
+94,5.514650131225009,3.561096866802443,1.9374288479541515,0.35862663597002176,Iris-setosa
+95,6.407102214240547,2.856037907272614,5.242380041562701,1.7903549356678212,Iris-virginica
+96,4.741580488275721,3.142775447422392,1.4866418779695854,0.19526130580070197,Iris-setosa
+97,4.61265309762014,3.008681733727205,1.4245753618367787,0.2027754522986096,Iris-setosa
+98,4.829845358410519,2.9543138780230698,4.368952722073362,1.4681369547605754,Iris-virginica
+99,5.772298680616304,2.338148696023251,3.6794107929511926,1.046024389991244,Iris-versicolor
+100,5.058438145110056,3.7616843670176894,1.386680962515799,0.14446406818426202,Iris-setosa
+101,7.314709560972212,2.8599766921321845,6.104108670474194,1.6833889083981481,Iris-virginica
+102,6.641567729455327,2.8196254113508212,5.023106528897192,1.428208666531993,Iris-versicolor
+103,6.710433694143229,3.254902475993285,5.609951747642487,2.0847093656899913,Iris-virginica
+104,6.231727583608476,3.0546947727555693,5.172702152266163,1.6920559583217116,Iris-virginica
+105,4.357343596332107,2.991457872119479,1.5482111409226929,0.08731004602245837,Iris-setosa
+106,6.731768010222569,2.880704047366588,4.074576636016896,1.3123950207520036,Iris-versicolor
+107,5.483654481961435,3.069110559477993,4.311459871934259,1.4532058973921147,Iris-versicolor
+108,5.51931283830581,2.784913207044492,4.445003211235994,1.6377591414886477,Iris-versicolor
+109,6.130755845150814,2.788135956971546,4.43846489863168,1.6928654584299914,Iris-virginica
+110,4.417146320962495,1.9836932803253389,4.280162618854601,0.7611784539361949,Iris-versicolor
+111,6.414838908026012,2.9213548745480615,4.473189664690909,1.5468601164334053,Iris-versicolor
+112,6.906035847106142,3.0656795506387238,5.402617743368751,1.8417525950408464,Iris-virginica
+113,5.023709466595525,3.272714032570438,1.7295396903578506,0.2840514234034421,Iris-setosa
+114,5.986577747153235,3.1351890950813717,4.321367258916719,1.3420165482551867,Iris-versicolor
+115,6.453062297346776,4.2028956032041815,1.2820933584172682,0.23803454049725362,Iris-setosa
+116,6.2129840974853385,2.5603327371563522,5.0517149187406485,1.8150305030207678,Iris-virginica
+117,4.889432506032863,2.8566116751292245,4.135972480997003,1.5697139479151985,Iris-versicolor
+118,6.875256018424425,2.875809706967629,5.863219418801581,1.844302480481472,Iris-virginica
+119,6.342941636253756,3.855477628751715,5.4917822762071395,2.270191523567153,Iris-virginica
diff --git a/iris/tvae/1/24/test.csv b/iris/tvae/1/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/24/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/24/train.csv b/iris/tvae/1/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/24/val.csv b/iris/tvae/1/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/24/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/25/synth.csv b/iris/tvae/1/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..14a65b8e7a125f99a26e207de96c0338e23d339a
--- /dev/null
+++ b/iris/tvae/1/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.526448576755257,3.1088558521379857,3.8080816683858503,1.0436368733229653,Iris-versicolor
+1,6.255115410109117,2.929368317519997,4.164674769064678,1.3591446083983703,Iris-versicolor
+2,6.470652835581289,3.1857611459562047,5.318713495196956,2.312096329378244,Iris-virginica
+3,6.421654875422433,2.8383801640226896,5.305994549690888,1.8863527951065193,Iris-virginica
+4,5.145355112021635,4.125764765324405,1.3773283198525423,0.30394238136173385,Iris-setosa
+5,5.6210306668704835,3.4405286655930114,4.783336042084989,1.5303905788279404,Iris-versicolor
+6,5.294497676179429,3.008737795185966,4.569855388422658,1.8812538332479782,Iris-versicolor
+7,6.747269361764426,3.434282348842185,5.5213863483867724,2.395837641400291,Iris-virginica
+8,4.291217647137113,3.2160784539138,1.6279911671797387,0.09164773853632832,Iris-setosa
+9,5.851938054535323,2.800916494975086,4.123916741251659,1.319664734177934,Iris-versicolor
+10,5.10207838513009,2.5238964413739624,3.928944148453988,1.0906427673629442,Iris-versicolor
+11,4.551918297582653,2.975105254913276,1.4405760820534368,0.1423620721352329,Iris-setosa
+12,5.383162303924178,3.276684830007994,1.3826421856871531,0.22779646367302653,Iris-setosa
+13,5.77417266940897,3.166250807763192,4.504154471062091,1.479283700785621,Iris-versicolor
+14,5.777679746248133,2.620183975787723,4.85531289684834,1.8245991112528717,Iris-versicolor
+15,4.943931493294155,2.6617408218673546,2.4737242874493415,1.0473244911534105,Iris-versicolor
+16,6.652730329839784,2.778332932002249,5.272194864025952,1.8427754995286583,Iris-virginica
+17,5.277926050644568,2.336343285370416,4.067093395316251,1.069739447644444,Iris-versicolor
+18,6.062564478363099,3.1843307122178244,4.597234055889889,1.5183818482169253,Iris-versicolor
+19,6.056982333076078,2.6091550046689935,4.828315421012605,1.7207422837521353,Iris-virginica
+20,5.291266109603106,3.9705803912512776,1.5205383466387727,0.21340092919394132,Iris-setosa
+21,4.7507334122899145,2.8954908762919254,1.5495963154188737,0.21068810508451422,Iris-setosa
+22,6.278516473402812,2.9736834298591686,4.9480615506487355,1.862139088335605,Iris-virginica
+23,4.468662821867996,2.9047753399678284,1.5738676542840422,0.17016354728848226,Iris-setosa
+24,5.806669571792645,2.8671936919515684,4.6743349178065445,1.5815271652940563,Iris-virginica
+25,4.825444986284486,2.8929642175099533,1.2958702443206165,0.16487115089649929,Iris-setosa
+26,5.667176059129299,3.978372185986079,1.4243624200113412,0.30391071939552144,Iris-setosa
+27,5.476019849993548,2.891887790942507,4.502189137272669,1.6197754707349026,Iris-versicolor
+28,4.592307400207303,3.45596568056766,1.337433328981422,0.2535501728560523,Iris-setosa
+29,7.101927890986828,3.1947279680428244,5.078592705285005,1.6391948474135736,Iris-versicolor
+30,6.943154278122764,2.9891878835969354,5.0444529084998875,1.6055045825189298,Iris-virginica
+31,4.754029820515187,3.315892963808924,1.292355333590659,0.28039560276960807,Iris-setosa
+32,6.410433671346118,2.769510050622414,4.608817438248265,1.5908731055722196,Iris-versicolor
+33,5.528575305216442,3.054527567180503,4.551759234482353,1.180196410562986,Iris-versicolor
+34,6.534187208277901,2.9076816116210873,5.478675864284289,2.3277249408699348,Iris-virginica
+35,5.402752794789573,2.8459180521842207,1.2704162633929537,1.3907979770368004,Iris-versicolor
+36,5.853571511761121,2.6508362262417786,3.548779250461158,0.8399896009270549,Iris-versicolor
+37,4.724598313275359,3.1798884204002356,1.571996326865559,0.10273661459879713,Iris-setosa
+38,5.9255753473644575,2.079823380443489,3.618632884674397,1.1105125508970328,Iris-versicolor
+39,4.82843386750436,2.9094932238772264,1.1149837994875844,1.3628747772894694,Iris-setosa
+40,6.612231195715089,2.9155750832601033,4.79156020455195,1.221175703967453,Iris-versicolor
+41,4.402552506915489,3.150982073562313,1.314343352256331,0.06985210009994616,Iris-setosa
+42,6.610292149707933,2.936256119755848,5.461455952860955,2.0356836487443224,Iris-virginica
+43,4.488641626446118,3.23974619451187,1.6466193412508903,0.1651535185644552,Iris-setosa
+44,5.807926660362026,3.106903446160883,4.42102600054332,1.4883679345044056,Iris-versicolor
+45,4.684311234600494,3.1595353244990485,1.3911078041942386,0.22460119734172285,Iris-setosa
+46,6.419931537497543,2.5877726674471253,4.358785368946004,1.4108684615830989,Iris-versicolor
+47,5.308715471521875,2.845262221407879,5.070785213112899,0.2971217934334643,Iris-setosa
+48,5.587009427714418,2.701517052733055,4.573151982898069,1.1729541415344675,Iris-versicolor
+49,5.825888887888874,2.569596472727452,4.554572152321124,1.598053003536815,Iris-versicolor
+50,6.0650515391788895,3.0095225906268643,4.647171534372054,2.0077321401906483,Iris-virginica
+51,4.897305376975838,2.9758292501215577,1.2743846384685906,0.08342237425478097,Iris-setosa
+52,5.347248392104104,3.0999130035825093,5.004669070935136,1.83000084527658,Iris-versicolor
+53,6.853181506491613,3.090848680105894,4.0578850912045885,1.4331577674399074,Iris-versicolor
+54,6.77474130432867,3.2938282214549535,4.699003728076311,1.5384971178122329,Iris-versicolor
+55,5.916131318576977,2.9826466246596652,4.146327936479054,1.3916074743031626,Iris-versicolor
+56,5.202761175809279,3.4450765726199313,1.4360845604845762,0.18617621167591084,Iris-setosa
+57,6.298187445153294,2.797976315002531,5.053138853205068,1.9032515733230835,Iris-virginica
+58,6.473821537913292,3.1011721678122375,4.872065494124189,1.5478925875380138,Iris-versicolor
+59,5.025324628263183,3.3490444435434057,1.4319115113438794,0.11993612519055932,Iris-setosa
+60,4.972134802639167,2.7218027636177986,1.5745749879372155,1.2164986763232088,Iris-setosa
+61,6.246866110483222,2.9892045579361897,4.959983124346329,1.3875547888841062,Iris-virginica
+62,6.1245028410050315,3.1952359040575384,4.538190820632404,1.430448397870386,Iris-versicolor
+63,5.062474401584216,3.2001785645970293,1.4309420928626957,0.2179118598463595,Iris-setosa
+64,5.73732782199645,4.02253434205443,1.4834197621720175,0.3095640971132455,Iris-setosa
+65,6.056695371827436,2.3660335891294584,4.375222822585252,1.8244583300227668,Iris-virginica
+66,5.902787138454862,3.895745359884009,1.4273555245776726,0.22571718094984763,Iris-setosa
+67,5.222074601091281,2.7403359333964534,2.9857689238758436,0.871587746912606,Iris-versicolor
+68,4.69875563711697,3.037443454773288,1.3558879962474393,0.18564731093448628,Iris-setosa
+69,7.026448210928037,2.600635513048088,5.397602783463517,1.7685282044408854,Iris-virginica
+70,5.039458037655298,3.619736611024356,1.605840632091262,0.22708546977217375,Iris-setosa
+71,4.3251179134115585,2.503894565761,1.3912913982690398,0.1590931771455809,Iris-setosa
+72,7.01914376076367,2.7262717420812503,5.630927408725812,1.972738532981904,Iris-virginica
+73,5.925981143672363,2.8773164594157055,5.231303237449869,1.8105093552340066,Iris-virginica
+74,6.6435457438641965,3.1891050846359477,4.570785197575783,1.6004448263924838,Iris-versicolor
+75,6.12106420288282,2.7588783894853774,4.33658828548883,1.2659326812164877,Iris-versicolor
+76,6.445350664896453,3.071933836391595,5.314696822426007,1.668668244081616,Iris-virginica
+77,5.6195158411738975,3.02567820383122,4.854007831390517,1.5215386900344656,Iris-versicolor
+78,5.537623533927738,2.646905950923537,3.9378671153605795,1.2631525351425064,Iris-versicolor
+79,5.560097616342738,2.7498139262846815,4.04030774075096,1.1586485712416805,Iris-versicolor
+80,4.819723220688466,3.2003265443887554,1.3832058257906978,1.1469531222110572,Iris-setosa
+81,6.285180855030681,3.0990081095147533,5.0932762940917895,1.7910595085750338,Iris-virginica
+82,6.320122909305789,2.646951755139976,5.214676558423914,1.9049977440853263,Iris-virginica
+83,5.911002518295424,2.860987817500915,4.830230342598641,1.4824656491877908,Iris-versicolor
+84,4.493023194205021,2.8778121275557824,1.24642346989048,0.14759151663786957,Iris-setosa
+85,4.8464484328362465,3.405798551006524,1.3349329209311436,0.25710051031559866,Iris-setosa
+86,6.42836759291977,2.709025531348248,5.160324983761953,1.6608851969894476,Iris-virginica
+87,6.563936408930161,2.916524079837587,4.945521028341904,1.761271727155813,Iris-virginica
+88,6.4953286757191275,3.0937047152648907,4.522605569874053,1.5313580774466446,Iris-versicolor
+89,4.911496719204499,3.849847714990293,1.4237666127542823,0.16173860725126038,Iris-setosa
+90,4.7959635138584975,3.2385640262683846,1.382886055505436,0.2597420097190871,Iris-setosa
+91,6.191525486415374,2.7925389678091976,4.668659677206811,1.8242831762103162,Iris-virginica
+92,5.881635558900948,2.5211060095336273,5.119272259661103,1.999489096013833,Iris-virginica
+93,6.078492452205673,2.799908578250999,4.81002425395412,1.5835507255325727,Iris-versicolor
+94,4.913079009733611,3.061323741997041,1.3558168600130736,0.30777087125415004,Iris-setosa
+95,4.727011866696961,3.59860665236662,1.3893147269488701,0.1817555532801012,Iris-setosa
+96,5.001303364179066,3.015477703114488,4.695571291032753,0.27559570904812497,Iris-virginica
+97,4.506096511212197,3.228309485610271,1.6066271577228697,0.2674687841959006,Iris-setosa
+98,6.00516514477305,2.809047499375528,4.272808873820775,1.5144480723760336,Iris-versicolor
+99,5.006946354189772,2.8763040885827786,1.3585402667486521,0.9713127801388541,Iris-setosa
+100,4.596186637188405,3.0468128417221045,1.4985427355970513,0.2184554981912396,Iris-setosa
+101,6.753683011511567,3.1529239891254397,5.445234521535016,1.5664165474991605,Iris-virginica
+102,4.9222540102556955,3.5256529555455027,1.4188652579478656,0.2858949076896902,Iris-setosa
+103,6.181666119118016,2.492951408656111,5.59242825463247,1.6804434575928935,Iris-virginica
+104,5.820103190341527,2.708326907011073,4.782754467113211,1.728143622435534,Iris-versicolor
+105,5.935729945667349,2.9148959146231492,4.555883580737884,1.4978646670305513,Iris-versicolor
+106,5.2380981759232785,3.5313629153095807,1.4895989507729748,0.2715795449296126,Iris-setosa
+107,5.685752615655208,2.754711961375908,4.214387742723801,1.3119836875890876,Iris-versicolor
+108,4.3414217502039305,3.037479928561047,1.1422908182037248,0.15776758289443754,Iris-setosa
+109,6.267207831706613,3.2026035750902895,4.684842701474325,1.3690967281392818,Iris-versicolor
+110,4.521841374956912,3.090744791816963,1.560799149940988,0.22670137889143582,Iris-setosa
+111,4.8401936877533664,3.4220134049822906,1.4059792037921823,0.34372253763379534,Iris-setosa
+112,6.234072778309563,2.8113876694534676,4.377856108195031,1.4392578446483584,Iris-versicolor
+113,5.984033273168877,2.9856979704452065,5.056864956076198,1.6050655442791106,Iris-virginica
+114,4.856651203302768,3.439315136157164,1.4512010125060468,0.2583872348192002,Iris-setosa
+115,7.293257871230993,3.2422672126296823,5.9793763838694085,1.9043128950101416,Iris-virginica
+116,6.004269535195415,2.628890315981248,4.87839799162388,1.725933057112759,Iris-virginica
+117,5.3961194303610425,2.1791737299363567,2.912490456444023,0.9834293061490017,Iris-versicolor
+118,6.1132776625783585,2.35302458981005,3.8076059930510695,1.107267780680489,Iris-versicolor
+119,6.445876909870478,3.0014352088372296,5.322533388280716,2.1321262808010712,Iris-virginica
diff --git a/iris/tvae/1/25/test.csv b/iris/tvae/1/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/25/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/25/train.csv b/iris/tvae/1/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/25/val.csv b/iris/tvae/1/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/25/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/26/synth.csv b/iris/tvae/1/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..87e3103d88fd0b911d94fe3d7c83921bf31a5630
--- /dev/null
+++ b/iris/tvae/1/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.847199779939199,2.75835634652083,1.2739323902222257,0.1346928868528876,Iris-setosa
+1,6.381684113727576,2.931191445882646,4.401242140054227,1.2177228136118206,Iris-versicolor
+2,5.157244080402362,3.2882662858158955,1.4019094801257486,0.2435763725851025,Iris-setosa
+3,7.234160762427041,3.8423893655312797,6.097879346456218,2.1079678162982276,Iris-virginica
+4,4.890006661001172,3.6611304451241646,1.5676566306629796,0.24570213079692182,Iris-setosa
+5,6.443198511920026,3.3106380514427434,5.541002051338632,2.1191834226273554,Iris-virginica
+6,6.049456429720519,2.4445629386947494,5.022049483902573,1.7384887976881478,Iris-virginica
+7,6.249838729855342,3.2008594659099643,5.782103584831461,2.438961541658222,Iris-virginica
+8,4.410516654612127,2.856025198993738,1.4019251459488475,0.2457166146505723,Iris-setosa
+9,5.850753123472881,2.6899253688139795,3.8881134680118077,1.0635673251497884,Iris-versicolor
+10,4.924570236459381,3.2135211292332,1.320947939504262,0.19941318649909448,Iris-setosa
+11,4.509333183177855,3.28926589571376,1.3433442819960801,0.19370732275707483,Iris-setosa
+12,5.973401733369124,2.7442484294767944,4.504880186929377,1.1806821218579362,Iris-versicolor
+13,5.94767151933508,2.7300787898867083,5.1628425112846505,1.9503029754565904,Iris-virginica
+14,6.2750972326159244,2.729167281904049,4.306918065839254,1.4589791148894555,Iris-versicolor
+15,4.779363416544011,2.5902399493185446,1.4783082292965364,1.1451011804177087,Iris-setosa
+16,6.720409236705017,3.0552955162243958,5.501428033810783,2.1265730287861633,Iris-virginica
+17,5.054608155200844,3.530462919595796,1.6984542487248349,0.22576403754512372,Iris-setosa
+18,6.0191621200724255,2.9280548017522015,5.003199119665227,1.6578087455975519,Iris-versicolor
+19,7.399224709108568,3.5652363783532772,6.243544262813039,2.5121608535476274,Iris-virginica
+20,5.550066169746383,3.130302195643569,4.653302741526624,1.1654872162781282,Iris-versicolor
+21,5.023578025747198,3.6965270016112726,1.375167976963485,0.15217271936539628,Iris-setosa
+22,4.8937965514294355,4.135646535327648,1.5315397667675192,0.2802542908311685,Iris-setosa
+23,4.9470852744958576,3.0825334465621657,1.4762110320629251,0.27190087512166833,Iris-setosa
+24,5.563611845563391,3.0122395710933367,3.9904175333251155,1.3202724822730378,Iris-versicolor
+25,6.784454546858498,2.717689485157801,5.707437641951995,1.9236596206311192,Iris-virginica
+26,6.286926637840976,3.2160288531482273,4.455493743082129,1.349869393132427,Iris-versicolor
+27,4.939333556849791,2.848419924343851,4.7531446889145705,1.8451998325553551,Iris-virginica
+28,6.2463341052372225,2.701690245243278,4.835404080172887,1.7857315431785084,Iris-virginica
+29,6.483968194931315,2.86264948075559,4.452529381924581,1.2664753657674626,Iris-versicolor
+30,6.459371839954159,3.0981789629573115,4.857162819159993,1.4825076248066382,Iris-virginica
+31,6.450436661762078,3.2173677569621133,4.523533728810966,1.3059551810409609,Iris-versicolor
+32,5.511920727389547,2.5644524812492793,3.65198392940097,1.0324502001630638,Iris-versicolor
+33,5.644766918254641,2.255739865557052,3.465179238568047,0.8585510268936462,Iris-versicolor
+34,5.857180210288891,3.0807122852925475,4.043173622522532,1.2577457472603122,Iris-versicolor
+35,6.550538975200583,2.6257222623476806,4.865345803223348,1.651191662462967,Iris-virginica
+36,5.401515437617693,2.9853809705388694,1.4168860119193851,0.35257689274467535,Iris-setosa
+37,5.422084180677703,2.873400237242162,4.4614086944936435,1.4112934379263646,Iris-versicolor
+38,4.512201446351293,3.565540333013617,1.5315563928833928,0.26140121340247,Iris-setosa
+39,6.877016739696737,3.0782646195820464,5.742139790464803,1.8935089038416428,Iris-virginica
+40,5.244791373258427,2.849568225305085,1.4640477316696108,1.4428707343650675,Iris-setosa
+41,5.651491670164629,3.1372584144578544,4.378007226879544,1.2225377710438319,Iris-versicolor
+42,6.510059457226353,2.81021649566577,4.772430578084409,1.4582124937094298,Iris-versicolor
+43,5.005869926173609,3.3487457879782743,1.2902340244239834,0.29237994878844936,Iris-setosa
+44,4.628002077810298,3.366924320467227,1.0040138832275478,0.150748807699206,Iris-setosa
+45,5.696882970907851,3.148809492792314,3.760377547600688,1.11514039253394,Iris-versicolor
+46,4.568215379697205,3.225046091974299,1.3246066020239018,0.17785724351531984,Iris-setosa
+47,5.101013733480527,3.338167217549388,1.851151103370999,0.31247521471775697,Iris-setosa
+48,7.267375536805856,2.6507836687124637,5.5505026007668725,1.7885495001850165,Iris-virginica
+49,6.019654031430147,2.974440617972962,5.089897018766205,1.859632977770419,Iris-virginica
+50,5.204422016873334,4.042725177131931,1.437088104342376,0.18702902418704792,Iris-setosa
+51,6.040698528119154,2.8068184230951485,4.944906954105752,1.9804721826791665,Iris-virginica
+52,4.944512679158965,3.362919751376818,1.4892362200314513,1.1024267923356073,Iris-setosa
+53,5.464842584430562,2.9420008590383837,4.411154186148053,1.4260531567833736,Iris-versicolor
+54,6.39992972159035,3.0977879985565373,4.447273159584477,1.6497640038742853,Iris-versicolor
+55,5.355432640488758,2.282514567173716,3.5720844733014374,0.6211251711925325,Iris-versicolor
+56,4.885504312744067,2.869591695456065,1.4220051593291558,0.3774937228486137,Iris-setosa
+57,5.437935491997705,2.77020874126965,3.7529473017179504,1.0704474890217384,Iris-versicolor
+58,6.853192333086556,3.7170890343185503,6.080164659907969,2.702426518882067,Iris-virginica
+59,4.525830287488129,3.926104264378094,0.872055030290257,0.22080902521247767,Iris-setosa
+60,5.994015172465791,2.8796259339783132,4.88165662013938,1.6180377728123476,Iris-versicolor
+61,5.322187427033097,3.5044781281746613,4.598889978234202,1.5962513788833685,Iris-versicolor
+62,6.845153194144036,3.0460359677592814,5.6621392338193255,1.9808195823844599,Iris-virginica
+63,5.072946172568918,2.5359660193562616,3.6426539571623104,1.192406029446032,Iris-versicolor
+64,5.938664764934433,3.00903211933541,5.197569242673014,1.805631975195836,Iris-virginica
+65,4.750807500559428,2.9485147435256986,1.3306858808179947,0.20937271027250276,Iris-setosa
+66,4.835608030035241,2.8973572380497568,1.2470301843570526,0.9102152090660439,Iris-setosa
+67,5.412704258191162,2.533533558475379,3.793174034745789,1.462677168116613,Iris-versicolor
+68,4.565232726901954,2.943821679829841,1.388746972807045,0.1989720883460362,Iris-setosa
+69,6.9240647893754055,3.3135689379346926,5.617894411588416,2.4793619387899626,Iris-virginica
+70,5.997541150457226,2.9995139291487725,4.5357974585389105,1.4260820554586389,Iris-versicolor
+71,6.775625656066692,3.22702639828344,5.385103331740681,1.7797387275051988,Iris-virginica
+72,4.523164596981678,2.9703829881583927,1.2245450999181782,0.15589428149478418,Iris-setosa
+73,4.941377383081672,3.1089132384897242,1.329827714538598,0.09826439423170363,Iris-setosa
+74,5.568928708466187,2.7272596277271477,4.085490396198648,1.2584685418105488,Iris-versicolor
+75,5.4867089832424,3.0774217363780485,4.448704426675233,1.5862636286480776,Iris-virginica
+76,6.771458104265701,3.172579432349587,4.925411213964541,1.8190740140614736,Iris-versicolor
+77,5.063258186482102,3.835013086336603,1.4628420499733858,0.2021158282870911,Iris-setosa
+78,6.541932405235913,2.9048671642419244,5.1634660458462855,1.9566415090073255,Iris-virginica
+79,5.9902450123698525,2.5661159583440076,5.107795048384737,1.9519237628092823,Iris-virginica
+80,5.007256083338626,2.671540046915073,3.152161803992974,1.174734403979856,Iris-versicolor
+81,4.809292635884718,2.8012503532807034,1.4647436568580772,0.2157896504343573,Iris-setosa
+82,4.579887602540696,3.078760298218359,1.4321401423222588,0.26348511755696213,Iris-setosa
+83,5.795642554695727,2.942798164269758,5.050193373650962,1.672252174786257,Iris-virginica
+84,6.175308841895749,2.556280122495868,4.181607911869037,1.1386023127107157,Iris-versicolor
+85,5.037147127357532,3.773962084534082,1.6216520415499658,0.18155704912812715,Iris-setosa
+86,5.187921456720444,3.991031873953883,1.31766547372785,0.09983572319136913,Iris-setosa
+87,4.6428694277696225,3.557828613996846,1.6659010005512436,0.17226233989655204,Iris-setosa
+88,6.6718276224707935,2.958215559675378,5.175968973437809,1.8730258801142192,Iris-virginica
+89,6.6869662406725,4.174021003382222,1.831649368476686,2.1114460516808204,Iris-setosa
+90,4.806025254571081,2.8935772141238867,4.482795366848749,0.3547272017031022,Iris-setosa
+91,5.3834496494791235,2.648557722098961,1.3391632670840277,1.2576584009480647,Iris-versicolor
+92,5.172767227693082,2.7045990747679927,4.980327792791948,1.6830777007669073,Iris-virginica
+93,6.022525651662668,2.634113435712957,4.992369816662615,1.754583220175949,Iris-virginica
+94,7.049241975152476,3.094113459684881,4.998643038561836,1.6281547992877548,Iris-virginica
+95,5.199027482480884,3.2543069975496968,1.3172534967965033,0.20541671723147792,Iris-setosa
+96,6.3503273470842725,2.6071185830097576,4.948929830972476,1.5305829756745826,Iris-virginica
+97,6.965302260613304,2.6818342986972015,5.383676247610425,1.6736316614835265,Iris-virginica
+98,5.137941727652774,3.756945851105352,1.2143722359507232,0.29636309548521556,Iris-setosa
+99,5.462995349427933,2.9104245274967755,4.694512783820029,1.5288867632673024,Iris-virginica
+100,4.538624807521125,3.106950457076108,1.35686113758187,0.10499415213301067,Iris-setosa
+101,5.21785163158817,2.7108769340253906,4.451359460209043,1.6710878693715625,Iris-virginica
+102,7.6408312109319745,3.9610172392747476,7.039464573989692,2.4159068696525097,Iris-virginica
+103,5.135862508306617,2.5713183814597134,3.869811594978822,0.970975493612948,Iris-versicolor
+104,5.096909506455571,3.638829916503822,1.6450419926747708,0.337002732908925,Iris-setosa
+105,6.708787388902944,2.5912634460315442,4.920798982637523,1.704886693962323,Iris-virginica
+106,5.992738140894853,2.703105169055978,3.858694036996588,1.1058440745253737,Iris-versicolor
+107,6.0728359157490415,2.4859332216099856,4.508077773468738,1.4532911137467477,Iris-versicolor
+108,4.960613387320902,2.9106783816469495,1.5749334607046495,0.309106004776429,Iris-setosa
+109,6.704082748968078,3.069061915354543,4.661370967062688,1.4039804669345923,Iris-versicolor
+110,4.339926438707948,3.032686749087121,1.448114916826213,0.1526443586386499,Iris-setosa
+111,5.248579698483327,2.452818536147598,3.939023347888683,1.1069263733372843,Iris-versicolor
+112,6.301503947909118,2.9812241934013404,5.5734149757938125,2.0736022122241726,Iris-virginica
+113,5.3601854832118185,3.269793313965151,4.961933072278404,1.6340322361313786,Iris-versicolor
+114,6.894420167633515,2.698919876420877,5.551828123683202,1.992872796992394,Iris-virginica
+115,4.625541579685529,3.034649578713214,1.3028143986074314,0.18844452943036216,Iris-setosa
+116,4.60367067001798,2.986921100108553,1.49260866155771,0.24823058814206966,Iris-setosa
+117,4.84999757190973,3.186588848533593,1.6467712327230908,0.49189898354867023,Iris-setosa
+118,6.0527340985278455,3.094050635572656,4.163542962706901,1.1080940390204181,Iris-versicolor
+119,4.97470220276499,3.974541424635694,0.9718592196210348,0.18090622190386527,Iris-setosa
diff --git a/iris/tvae/1/26/test.csv b/iris/tvae/1/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/26/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/26/train.csv b/iris/tvae/1/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/26/val.csv b/iris/tvae/1/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/26/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/27/synth.csv b/iris/tvae/1/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b94c6f1b35d95a06408171c6f75443c089fbb84b
--- /dev/null
+++ b/iris/tvae/1/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.804586055087425,3.261061020265747,4.463310935401225,1.2708211930496864,Iris-versicolor
+1,6.277325844574298,3.001132620114015,5.102116836079925,1.795994539181476,Iris-virginica
+2,6.339513600644204,2.440917910640822,4.992638845334708,1.646251587157346,Iris-virginica
+3,5.82509508362741,3.2697338073773627,4.263691391634948,1.399472635666032,Iris-versicolor
+4,6.329362688926226,3.0654407549739324,4.698068000959414,1.5027004310650842,Iris-versicolor
+5,6.558170843868455,2.9783209283006364,5.262012538451322,1.6849084573698714,Iris-virginica
+6,6.806487531334898,3.0543101863816546,5.851558712758834,1.6986521718833008,Iris-virginica
+7,5.501023539053885,3.130060612728388,4.617779814831982,1.5713281098384755,Iris-versicolor
+8,6.472613632183633,3.1429776157543734,5.441008377960361,2.353199581998876,Iris-virginica
+9,6.257174033041744,3.047722921715136,5.14530707383996,2.1011406479807113,Iris-virginica
+10,4.547027586758982,2.924690585349728,1.3877903868339236,0.22661751759783047,Iris-setosa
+11,6.7826337422073095,3.088221591189182,5.693755456685543,1.696829264572946,Iris-virginica
+12,5.147950706834678,2.3213855427953263,3.8035009665889925,1.3464923327868177,Iris-versicolor
+13,5.530951255137805,3.0096412959540717,4.326379398568046,1.3795383749202643,Iris-versicolor
+14,6.431815856395302,3.11085139531404,4.976587992073827,1.6151467090680771,Iris-virginica
+15,4.821127424093759,3.435204806637967,1.3593360685453597,0.249105364258793,Iris-setosa
+16,5.283962782980672,3.8260813719826725,1.3512588840836985,0.2747724363254469,Iris-setosa
+17,5.028447159350827,3.5430466818584736,1.3798096354064653,0.2140638635068333,Iris-setosa
+18,7.314521543867738,2.9173125124821873,6.187885698556036,2.1877598506236797,Iris-virginica
+19,6.21878603695318,2.807853243727015,4.3433316720996,1.4129220878186983,Iris-versicolor
+20,5.600130422256086,3.2247187229291763,4.3664191012886135,1.4410432441856542,Iris-versicolor
+21,6.421305433673691,3.4912682583858494,5.826470969323828,2.4588924608315486,Iris-virginica
+22,6.6405279566738455,3.1130167808449203,5.7520154339953455,2.2178587931590164,Iris-virginica
+23,6.520820605432035,3.012530548002051,5.001599153237698,2.074616958867369,Iris-virginica
+24,5.154216816443828,3.311276228194096,1.4097264680526718,1.1286804833637998,Iris-setosa
+25,5.854139792825437,2.6758169752077796,4.974292735191084,1.5608367424842817,Iris-virginica
+26,5.486513137169614,2.7351422934063607,4.298866392485009,1.5786654865795018,Iris-versicolor
+27,5.009769352415599,3.044750463755179,4.21266058878318,0.9380892161161317,Iris-versicolor
+28,6.286586666876251,2.9213234488671462,4.891469683182389,1.6413644052516083,Iris-versicolor
+29,4.737499777453632,3.296382968622109,1.1953114243176266,0.22756940197143588,Iris-setosa
+30,6.1831766115084665,2.8604029837145952,4.315203003112085,1.2854296372736587,Iris-versicolor
+31,7.234176835770697,3.1782413242284697,5.063009277874875,1.7078480227273756,Iris-versicolor
+32,5.575944549129135,2.7112828544245553,1.5606365987527995,0.20969681725709427,Iris-setosa
+33,6.495298890243016,2.653708625279709,5.146339830033055,1.835630400900715,Iris-virginica
+34,5.081666567039556,3.2406331356406812,1.4622762779139058,2.0606804629341458,Iris-setosa
+35,5.436551909351698,2.805169252168337,4.646538800728814,1.725511505445508,Iris-virginica
+36,5.850387930935621,2.980192664558075,4.392410270520417,1.7421703545269347,Iris-versicolor
+37,6.630282257234329,2.7255385207004545,4.206406278302933,1.3517139089156829,Iris-versicolor
+38,5.2110529331538045,2.536266873394931,3.622194346515003,1.0577562415868584,Iris-versicolor
+39,6.090381763877722,2.482468259245783,5.463453159641114,1.9426936862405344,Iris-virginica
+40,4.9955657794265,3.5884165931621577,1.4441550463033626,0.08807498581969456,Iris-setosa
+41,6.273828132612212,2.9612896940573377,4.432184018397264,1.2004150500732576,Iris-versicolor
+42,4.973305665779922,3.8762225560669608,1.2458441600566292,0.14508176518098956,Iris-setosa
+43,6.90729946764556,2.653602566403374,5.0847303966540265,1.4433434512015746,Iris-virginica
+44,5.290666587569192,3.033940613238992,1.3601884671816684,1.439042835725874,Iris-setosa
+45,6.681115460828821,3.51165597895518,6.161970826527494,2.865831779078898,Iris-virginica
+46,5.617482949425511,3.041576616727982,4.280765984473798,1.3714973121948684,Iris-versicolor
+47,6.173038957315698,2.7753518571465383,5.2178482197701905,1.5908209353939333,Iris-virginica
+48,5.589156838236706,2.9356257937730676,4.579035868083636,1.3329256973035788,Iris-versicolor
+49,4.719791133926311,3.2929005042976405,1.3182558758695546,0.20347963090812188,Iris-setosa
+50,6.972099522847896,2.9150771443556285,5.237270522476896,1.7974681836244144,Iris-virginica
+51,5.702089866832279,2.523566452098866,3.4477836874231222,1.0720595821353232,Iris-versicolor
+52,5.240371429691048,2.5454787884171743,3.3806879454840164,1.1134844285194023,Iris-versicolor
+53,7.1697780409172855,3.2424509386436804,4.69939481347771,1.5579209010840902,Iris-versicolor
+54,4.8836741497477725,2.8762061039390443,4.421568854148024,0.23719898013300297,Iris-setosa
+55,4.835236962367793,3.1694599061891893,1.6570984904535235,0.12575094669979514,Iris-setosa
+56,5.436158306163037,2.4465721992808653,4.167535983570713,1.346033723811388,Iris-versicolor
+57,6.532307109354632,2.677083626381024,4.961986239595334,1.711873451697904,Iris-virginica
+58,5.085208829737769,2.926353257263642,0.9931169343843379,1.2087875234887857,Iris-versicolor
+59,6.286045930269434,2.965025269788736,4.219500535536076,1.3810854661578162,Iris-versicolor
+60,4.817159112771863,2.699464196940611,4.770955512434938,1.7388062988430317,Iris-setosa
+61,6.077871908661465,2.833029822418167,4.44510808727926,1.4566989246417972,Iris-versicolor
+62,6.910043261835934,3.5228212351260506,5.493620475127769,2.5554093286049717,Iris-virginica
+63,5.641120833576882,4.009631104638385,1.2027355694156112,0.28251162245535427,Iris-setosa
+64,5.459470052100276,2.408814245881738,4.075102269606292,1.3055475481263394,Iris-versicolor
+65,5.7353257613389825,2.670714277390297,3.987257793176837,1.127247135319855,Iris-versicolor
+66,4.930833718857462,3.9131677063072026,1.67941410194542,0.2026113432261273,Iris-setosa
+67,5.485542141033462,2.7591917661919774,3.781595979432929,1.093763001893628,Iris-versicolor
+68,4.488652574655529,3.8184613753058647,0.9523343726699198,0.12346147444401168,Iris-setosa
+69,5.876877445508615,2.9937157226823614,5.075122918744679,2.306116699078421,Iris-virginica
+70,5.186048774034609,3.2490743526829107,1.6795670856287979,0.26006225782035836,Iris-setosa
+71,4.571767216080289,3.2668351575025003,1.6083061047331706,0.16084465369790021,Iris-setosa
+72,5.917650540493675,2.9763259586724633,4.083782058123711,1.2610769904495154,Iris-versicolor
+73,5.280704558612521,3.2550324672962967,1.4427618930477326,0.3414687598126085,Iris-setosa
+74,6.434810084299294,3.31550093394763,5.811534418466647,2.6236154192163648,Iris-virginica
+75,5.1429906791772115,3.1566084592596897,4.659843023923575,1.7864719373104914,Iris-virginica
+76,5.766719124413598,4.220866172154425,1.5326659927903064,0.3883836446274314,Iris-setosa
+77,5.094818434393089,3.67349045036902,1.5855950528516054,0.26816609229156635,Iris-setosa
+78,4.959195426169261,3.6722581903619282,1.5591291688575157,0.30248609869215254,Iris-setosa
+79,5.048456925595513,2.254304215942157,3.4719261436398883,0.9859864883809635,Iris-versicolor
+80,6.576331564367688,3.3316980813697947,6.000882773620104,2.357285290155113,Iris-virginica
+81,6.707766983812629,2.7420956293347176,5.085850101156993,1.6973491418825368,Iris-virginica
+82,5.420354166545695,3.401434590657948,4.547448919443396,1.4371501648213594,Iris-versicolor
+83,5.019518169369931,3.5889337489757853,1.574795541407063,0.1769034639935662,Iris-setosa
+84,4.942073332203697,3.0593867406175277,1.4561980502189718,0.14086145853608634,Iris-setosa
+85,4.727239714401961,3.300791767927259,1.4939372494583574,0.19586013711327335,Iris-setosa
+86,6.432528063185101,2.8271648441421116,4.4180805501509886,1.4656554069743346,Iris-versicolor
+87,6.19115765614993,3.029134584706797,5.863745983501959,2.3138401561246273,Iris-virginica
+88,6.886471004031371,2.5746136209570927,5.587395536921272,1.9279412682557504,Iris-virginica
+89,6.200776886741088,2.90575055621858,4.602512133670233,1.6346047247250655,Iris-versicolor
+90,6.345617049633806,3.0296683701800817,5.179710718225853,2.096137030421911,Iris-virginica
+91,5.528073806512621,2.9834944290684957,4.324591366961592,1.2326238021656122,Iris-versicolor
+92,5.400025169127386,3.1563232473984395,1.3815300224601454,0.37241801200168917,Iris-setosa
+93,5.927020699571502,3.0913386925744275,4.469494734113046,1.5919657871954327,Iris-versicolor
+94,6.675519653429806,3.0157208196523477,5.098478134050723,1.4595214142067976,Iris-versicolor
+95,5.113026212843227,2.904903384789228,5.122985428770507,2.0053194822645053,Iris-virginica
+96,6.1324945280255605,2.963552440650446,4.793054132572381,1.6508593156213185,Iris-virginica
+97,7.581989574722629,3.106861672046207,6.229972848009678,2.032724182544052,Iris-virginica
+98,5.158879830205772,3.011296670384307,4.313563738962711,1.1151089062154664,Iris-versicolor
+99,5.222546304662191,2.69949136875128,3.8016599017419304,1.1609670538685108,Iris-versicolor
+100,6.038100363960817,2.6626783932618383,3.7426643565523534,1.3596365516406854,Iris-versicolor
+101,5.859493419812026,3.0594454162495293,4.828789277271826,1.9457563896338521,Iris-virginica
+102,7.2095602211478,2.871249132970226,5.687849923117775,1.8796304091702074,Iris-virginica
+103,6.260579597877163,2.517112281351306,4.038142109607414,1.2726475355688565,Iris-versicolor
+104,5.916511182154804,3.135658335966396,4.611899858708123,1.516061194411114,Iris-versicolor
+105,5.870301657332748,2.800801623564649,3.964590384267495,0.980227985499115,Iris-versicolor
+106,4.622049590535734,2.8102044914679,1.3784515218558628,0.16117606876669174,Iris-setosa
+107,6.249517716647729,2.7314119037110673,4.784935480844312,1.42192168947496,Iris-virginica
+108,6.298366603839478,3.030493265003373,5.0007769438452705,1.809396282885453,Iris-virginica
+109,6.1934603497224,2.7463689652715684,4.8013840120050695,1.7725389414713626,Iris-virginica
+110,6.687052264434898,3.3290280176147338,5.968549931749533,2.5533024729458105,Iris-virginica
+111,5.772034758700977,2.823814337346719,5.276063363810207,1.7175187145242214,Iris-virginica
+112,6.97726885051173,2.970549681314031,5.496986441458441,1.9400740712465996,Iris-virginica
+113,6.268468305828937,2.691732850384004,4.867573933615983,1.885822535326448,Iris-virginica
+114,6.361951073539292,2.762331910887389,5.038885536707244,1.5723668701180533,Iris-virginica
+115,6.2321401174984015,2.7499205376881255,4.730716780832532,1.7698603945438711,Iris-virginica
+116,5.426999856701055,2.978247644837349,4.255633684099674,1.7120642619263295,Iris-versicolor
+117,5.959744197586383,2.519786974332348,4.2747779188589,1.2487759882161598,Iris-versicolor
+118,4.893554548182986,3.2319145219289838,1.3544950800046633,0.2797807805525369,Iris-setosa
+119,6.385907081033449,3.218966577049947,4.654204221337697,1.3279848402170056,Iris-versicolor
diff --git a/iris/tvae/1/27/test.csv b/iris/tvae/1/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/27/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/27/train.csv b/iris/tvae/1/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/27/val.csv b/iris/tvae/1/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/27/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/28/synth.csv b/iris/tvae/1/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2a861477224f820adb9d6425d112adb761627ffd
--- /dev/null
+++ b/iris/tvae/1/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.863257201092376,2.9919355598061714,4.337269822333165,1.306589325431036,Iris-versicolor
+1,4.862267214664634,3.2418609375839242,1.4763862543005868,0.17230430883417963,Iris-setosa
+2,6.4169566121023625,3.112651618957073,5.104853506634927,2.039075394926722,Iris-virginica
+3,6.147897001122042,3.0520917172279103,4.663274550380556,1.3857787476838066,Iris-versicolor
+4,5.240947258887223,3.2241781989300744,1.3763741525748419,0.26908608298361003,Iris-setosa
+5,7.000999258228853,2.8558485446227073,5.579667019002281,1.7360752690243655,Iris-virginica
+6,4.939562306502681,3.1832616072104796,4.843591437346072,2.0738709676533054,Iris-virginica
+7,6.961563379580882,3.5268402497522793,6.01252241223232,2.628352767340358,Iris-virginica
+8,6.002555545130377,2.782565895136066,4.639444580028993,1.4914699607567203,Iris-versicolor
+9,6.228732792501435,2.7482096851633293,4.97752089255473,1.560523805616871,Iris-virginica
+10,6.366067428404363,2.9781108792503344,4.7464915919403134,1.243262373120148,Iris-versicolor
+11,4.902355638593361,3.36689571214247,1.5829390643843668,0.24514417689289483,Iris-setosa
+12,4.691218517155237,2.943562347606396,1.3354686361627301,0.19582025137394404,Iris-setosa
+13,5.5971135823571565,3.03772951063333,4.231466336583207,1.3908473669089862,Iris-versicolor
+14,4.726373107815297,3.389659592037268,1.4517627063969794,0.17887857634767718,Iris-setosa
+15,5.7862014124833845,3.0701115758238076,4.711971529968361,1.3791429413177654,Iris-versicolor
+16,6.665886508393036,3.083736549162134,5.602617370191228,1.876648391800937,Iris-virginica
+17,4.846736323489838,3.3463932501192195,1.4061802170188946,0.3313114231123812,Iris-setosa
+18,5.540645965233793,3.4272345201277363,4.537688686300278,1.5289551004968838,Iris-versicolor
+19,5.7647500135841,2.8028470050189416,4.110637041692959,1.1652896945109381,Iris-versicolor
+20,6.647029377178542,3.545415445900891,6.067701235730393,2.406006844889557,Iris-virginica
+21,5.861351342960236,2.5932024286262108,5.416847089901463,1.8611954188961484,Iris-virginica
+22,5.5387136588622,2.941580123469245,4.7591220200704685,1.6904018612244323,Iris-versicolor
+23,5.64510223603798,4.375899772685441,1.3910528645864295,0.32776836044509067,Iris-setosa
+24,7.473881888803179,3.317500102492806,5.911974260757379,1.882023756939209,Iris-virginica
+25,7.2716332469594,3.004794772028846,6.061966322189509,1.846695179976285,Iris-virginica
+26,5.9154155384349725,2.9278019472973065,4.71074610099918,1.423586450294248,Iris-versicolor
+27,6.269175042048683,2.456016030508137,5.086620053502377,1.718492423045134,Iris-virginica
+28,6.064552565839337,2.400042816362003,3.595560505701674,1.2200891544236332,Iris-versicolor
+29,6.262364093404281,2.812024597256377,4.9287663842889735,1.5080594832992669,Iris-virginica
+30,5.9906894945293026,2.9787834554470587,4.453223184845798,1.3139774845647505,Iris-versicolor
+31,5.9285491449344745,3.3995596407338686,4.629678344017071,1.6092184471203692,Iris-versicolor
+32,6.5265126218437,3.2501345871887892,5.056880981882064,2.0874793979771273,Iris-virginica
+33,6.718996454369569,3.0220239377398834,5.175589916652504,1.5468974818429213,Iris-virginica
+34,5.402825123590179,3.673770521197035,1.533931256028838,0.2933264887094368,Iris-setosa
+35,5.081726802817956,2.5944779588663773,4.677602063623838,1.7466576656340151,Iris-virginica
+36,5.010216364058039,3.42399328186217,1.4352483252498727,0.2672033105503302,Iris-setosa
+37,5.91533884702552,2.946223807843929,4.845245666982943,1.7550018096937052,Iris-virginica
+38,4.644969018404764,3.445437774907224,1.1561413540491037,0.269918670297527,Iris-setosa
+39,6.488127828256396,3.107516861186407,5.124480538218961,2.018067043319289,Iris-virginica
+40,5.0408048302389314,3.165770966321076,1.6514276870678886,0.3541835832888082,Iris-setosa
+41,6.069727131030053,2.57270682739571,4.917498536918008,1.626186312077541,Iris-virginica
+42,6.230029222799177,3.0315854714493153,4.60705065329983,1.43318269963535,Iris-versicolor
+43,5.366445331288944,2.998106966349655,4.553582819605312,1.345771509308815,Iris-versicolor
+44,6.6612840227720405,2.6415389985348887,5.020490467128473,1.4705255017128098,Iris-versicolor
+45,4.645008255340863,2.540998802433272,1.5181234212819177,0.68613214481038,Iris-setosa
+46,4.989835651871286,2.807515646758752,1.415097813842567,0.223114264902958,Iris-setosa
+47,6.049661487545537,2.9126855825709157,4.94923966286256,1.7665595666642337,Iris-virginica
+48,5.493790604143206,2.700360599052425,4.643037151281321,1.3779151911725926,Iris-versicolor
+49,5.806269149744534,2.8146741720433734,4.107695841298143,1.3663399732178458,Iris-versicolor
+50,7.000757025642869,3.807578268286803,5.601574948548065,2.3021313379222574,Iris-virginica
+51,5.961022365067564,2.818489263346248,4.942865869563667,1.9985471490267688,Iris-virginica
+52,6.471377309433835,2.6979419162178666,4.655125402463213,1.2912130207500345,Iris-virginica
+53,4.90580073902679,2.447421021867571,4.576121250654648,1.667171235897137,Iris-versicolor
+54,7.550302578002325,2.986202019734538,6.091345544937137,1.78363308385469,Iris-virginica
+55,5.7768633066441115,2.705905143232534,4.474497531669721,1.8361505051476719,Iris-versicolor
+56,6.676904392907545,3.0314120156693685,4.872081314603734,1.7959908318172548,Iris-versicolor
+57,4.878162679201062,3.2490350117123548,1.420244971807355,0.25518402371474536,Iris-setosa
+58,7.015237195591588,2.7826740852488694,5.860502736714278,1.5302548746858595,Iris-virginica
+59,4.687524157706321,3.021885331817109,1.2646001152733337,0.24075145985533702,Iris-setosa
+60,5.55706279437088,2.7555731390596803,4.376798351316223,1.450372704551914,Iris-versicolor
+61,5.847699877886103,3.3126133245686504,4.61814179216574,1.6980804721383163,Iris-versicolor
+62,6.742416647485733,3.096842830366849,4.3163971365878675,1.2218899016284683,Iris-versicolor
+63,5.682157131256469,2.7524726288373746,4.229497430970169,0.9462543380150948,Iris-versicolor
+64,4.587734941435183,2.9903234368395157,1.4966134844736023,0.14298049814072333,Iris-setosa
+65,4.554573787804507,2.5821534908007204,1.2646002263932603,0.23283229939209354,Iris-setosa
+66,5.096736825653267,2.6614069007097276,4.9696193595721025,1.9311400930303309,Iris-virginica
+67,5.800557963646112,3.077868023241644,4.191794791215431,1.3846480551478146,Iris-versicolor
+68,5.225566030624415,4.4329641112747735,1.652456759966641,0.2397736884489392,Iris-setosa
+69,6.371661824038233,3.595032459625382,5.163601370651729,2.0427618326790986,Iris-virginica
+70,6.992215389895496,2.7334871813478676,4.96050355302625,1.516925548423595,Iris-virginica
+71,4.841210594371544,3.1989946887781477,1.7281212711773402,0.36014471793404257,Iris-setosa
+72,5.524801305673094,2.5206261052516927,4.240283308413792,1.1229137092657235,Iris-versicolor
+73,5.110573243640097,3.594378323970697,1.604213317976763,0.22154635841220593,Iris-setosa
+74,4.975674605023741,3.1854530992423746,1.5043647513211014,0.2432244514343397,Iris-virginica
+75,6.466865095129331,2.6458762980941724,4.5921139848472485,1.7085475302950672,Iris-virginica
+76,4.485471917166004,2.7416911063521927,1.1974219601315013,0.12475673607455473,Iris-setosa
+77,5.742053717812859,2.877140537981351,4.745283125977345,1.6509229764708482,Iris-virginica
+78,6.158912658972168,3.0114670886860537,4.429671244731998,1.2810722083784931,Iris-versicolor
+79,6.215038849669367,3.2534732379908715,5.0656917029939725,2.086549695481394,Iris-virginica
+80,5.619489139807174,2.5098625024088284,3.532415791569279,0.8165349993495069,Iris-versicolor
+81,6.656200157292433,3.202644390139538,5.339012248987017,2.263564716243237,Iris-virginica
+82,5.726930505923929,2.9124476959053425,4.3669401913280765,1.3966652518849523,Iris-versicolor
+83,4.740727687550989,3.027907587688544,1.4545195377075735,0.1936262072654829,Iris-setosa
+84,6.226208528787444,3.1415859700750497,4.907327421376377,2.1008301576909245,Iris-virginica
+85,5.353589039874363,2.9541284041930376,1.3369921722725215,0.25099377262555184,Iris-setosa
+86,5.396889398124628,3.028081738607772,4.583538473593405,1.509371812601249,Iris-versicolor
+87,4.817624901567344,3.1043811734334144,1.253954561657151,0.06047607426886989,Iris-setosa
+88,4.847696719228345,3.133653753194058,1.4895640718621852,0.23526656365396795,Iris-setosa
+89,5.4887205790433224,3.053951861694652,4.12550285531303,1.2211677945152453,Iris-versicolor
+90,6.374027971767099,2.9772521322753533,5.158229818273643,1.85268963984703,Iris-virginica
+91,6.622838762869337,2.786019546338622,5.422649490232116,1.6067328716901812,Iris-virginica
+92,5.587525592826577,2.583974283131343,3.9689822134730717,1.0867543471509784,Iris-versicolor
+93,5.9434652374381445,3.0089239051908807,5.1030272570587325,1.9148946965275877,Iris-virginica
+94,6.369130872577509,2.448655232567472,4.156023833011985,1.2224980156209704,Iris-versicolor
+95,4.87246177495579,3.1240524551629276,1.4060969976956328,0.21972627545757265,Iris-setosa
+96,7.440340991145477,3.3589957559560673,6.270976218526834,2.4234072180707917,Iris-virginica
+97,5.190451000105711,2.4442049759630806,3.9227993773358043,1.1207199011748212,Iris-versicolor
+98,6.714282777131895,3.16117503774829,4.878630539731804,1.6352972885643486,Iris-versicolor
+99,5.078455913548266,3.189418454718179,1.2928941251441137,0.12622350667590124,Iris-setosa
+100,6.139480847564264,3.0772284808251613,4.297315938353085,1.4426804295134978,Iris-versicolor
+101,5.140810630209339,3.0261485553625165,1.3933919645449802,0.23978979849287452,Iris-setosa
+102,5.201977883845408,3.2521357245075513,1.4990955585464305,0.3385148636999574,Iris-setosa
+103,5.361131758002504,2.7441480387652715,4.001503627044355,1.0452035829834034,Iris-versicolor
+104,6.637821503319062,3.048727373589597,5.4861745775081845,1.9096980208961503,Iris-virginica
+105,6.899737901318808,2.9043212469385598,4.51771204953495,1.6304812453205417,Iris-versicolor
+106,5.5765679252125,2.806598134029084,4.365414877117997,1.7771657799045006,Iris-versicolor
+107,6.339643956416088,2.406494685600958,4.852171505662677,1.6593216180312549,Iris-versicolor
+108,4.797565611572897,3.712154432326287,1.4403679744307072,0.28174685349439405,Iris-setosa
+109,4.7900177029508075,3.435092003314749,1.23177026760052,0.13626209635112496,Iris-setosa
+110,4.314955980705433,2.955438179104793,1.2696910525465697,0.11191840676794038,Iris-setosa
+111,6.358639088171563,2.9547904706652273,4.304570982472494,1.3928663589164023,Iris-versicolor
+112,6.345216817090947,3.3342999757373337,5.28814129250602,1.4081187715273566,Iris-versicolor
+113,4.83460364800376,3.115920191527245,1.3922108356269771,-0.0001427306842722853,Iris-setosa
+114,6.109233568445055,3.1451407554280517,5.2678273356131236,2.124319340207889,Iris-virginica
+115,5.449948577231063,3.131963801642186,4.357162700010273,1.6498769797769486,Iris-versicolor
+116,5.129458448853316,3.517896409985743,1.8107923617228086,0.4754679910624879,Iris-setosa
+117,5.162819156574008,3.4687204129598803,1.6053061449632475,0.2449373308673363,Iris-setosa
+118,6.035706374659378,2.6156321613242293,4.5692688120733,1.6718453671227074,Iris-versicolor
+119,5.775296044367234,3.1489676706021377,4.675516186273318,1.7418976512281374,Iris-versicolor
diff --git a/iris/tvae/1/28/test.csv b/iris/tvae/1/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/28/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/28/train.csv b/iris/tvae/1/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/28/val.csv b/iris/tvae/1/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/28/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/29/synth.csv b/iris/tvae/1/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e0c756178ae543842884d99bbdf9e29dd5f5ce04
--- /dev/null
+++ b/iris/tvae/1/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.671476920840909,2.940352547711101,5.295852274089767,1.7027969810295887,Iris-virginica
+1,5.018686555160815,2.423628006094374,3.3233646658375022,0.8657787749888621,Iris-versicolor
+2,6.302023231283128,2.7799694815176217,4.80501971055771,1.6865692071556557,Iris-versicolor
+3,6.260855102157644,2.9335082666758527,4.842184275385298,1.5880121976474308,Iris-versicolor
+4,5.799263648144336,2.9299149022263724,4.286387657375966,1.4462231831821735,Iris-versicolor
+5,4.963256359757826,3.1571545645870818,4.639747208756985,1.8104025928081318,Iris-virginica
+6,5.6251248661783455,2.6770771579837933,4.480540582387624,1.1956933383402788,Iris-versicolor
+7,6.511539390796216,3.127515142892875,4.066189752831861,1.3576624050501347,Iris-versicolor
+8,5.474751240621996,2.7043900366851186,3.780429118357932,0.8933564165368342,Iris-versicolor
+9,7.123101258402702,2.9361671975474586,5.920208938677173,1.7729259885949658,Iris-virginica
+10,4.937314040183647,3.630208790054459,1.0740071879027564,0.17529464449330023,Iris-setosa
+11,5.46248732175826,2.6137907536907425,4.111561719748377,1.1615657518110951,Iris-versicolor
+12,6.738419882118131,3.1560159132063865,5.802892906612136,2.2754616191575927,Iris-virginica
+13,6.585255417130974,3.5492846724225116,5.717259009493293,2.5445777690917017,Iris-virginica
+14,5.0971502576164704,3.1611510457038827,1.2921517006149161,0.09377049934244719,Iris-setosa
+15,4.847233621622189,3.316318387507997,1.2078225433169802,0.16113007354571918,Iris-setosa
+16,5.2292473026054225,3.7639103091067483,1.7011284171835186,0.3760153473155997,Iris-setosa
+17,6.014517249097968,4.42097975101985,1.3344927452291224,0.2674068515869343,Iris-setosa
+18,5.515267268387506,3.8731142468642643,1.5627124904347098,0.22205959093455946,Iris-setosa
+19,6.471481407963201,2.8236028508830437,4.479844746672613,1.5012160318568135,Iris-versicolor
+20,5.331763860192261,2.089018765076292,3.3769028654890203,0.9856157165105782,Iris-versicolor
+21,4.944067573602997,2.949917302261485,1.4222874385656243,0.0263957439932615,Iris-setosa
+22,6.1284481417292005,2.7938797504533976,5.357879512369692,1.834107252720614,Iris-virginica
+23,5.693122935603966,3.0807746291374163,4.613858852627356,1.2980659965333492,Iris-versicolor
+24,6.583161322000886,3.181148710097481,5.814392351118395,2.4784492044316506,Iris-virginica
+25,5.651360932216595,2.9369766069222054,4.677027020707714,1.6821088515184182,Iris-versicolor
+26,5.913314201607839,2.9812961958798243,4.411048456810222,1.5874328502605806,Iris-virginica
+27,7.171525233610068,2.8482853114955535,5.620290290400991,1.6958695869616398,Iris-virginica
+28,6.835453161500522,3.088517687709221,5.386943779324909,1.8468496483403134,Iris-virginica
+29,6.238063592478916,2.8573841752036717,4.123080725166012,1.2603940739615767,Iris-versicolor
+30,5.908726664760744,2.651570552970844,3.9934204289651065,1.1426838070510361,Iris-versicolor
+31,4.949040948386167,3.656234479134997,1.3421640485114759,0.1975910690712451,Iris-setosa
+32,4.665283782485948,3.083854355138891,1.3277703244850239,0.024582173526823237,Iris-setosa
+33,7.086924724773051,3.101774255071466,4.692791630902882,1.596086263479991,Iris-versicolor
+34,6.647949957279971,3.0331404108237296,3.967150543072313,1.443282856377496,Iris-versicolor
+35,5.810101477113903,3.2771778981048683,4.236271598803328,1.3650304895566836,Iris-versicolor
+36,4.770135112311862,3.7014041418502313,1.0627932708784407,0.29828950841640806,Iris-setosa
+37,4.192172449401509,3.2134730579871293,0.9328270457935682,0.05658953418256543,Iris-setosa
+38,5.856156212228948,2.4138107520869165,4.9169578300919214,1.7495131189878745,Iris-virginica
+39,7.23827621175119,2.83228278678867,5.060657476895261,1.624357572851671,Iris-virginica
+40,6.98907271650843,3.3391774778142875,5.818666146729268,2.190013146455857,Iris-virginica
+41,4.169729221044703,3.035655380023429,1.1863589635133276,0.08657005281503555,Iris-setosa
+42,6.301727327035396,2.835466549430293,4.893661293464703,2.0409723558851733,Iris-virginica
+43,6.86985860025707,3.1014681821816,5.5047138896636465,2.411159875784781,Iris-virginica
+44,4.839352444800111,3.4290696107427605,1.4935953045774144,0.350054995187434,Iris-setosa
+45,6.019022415516683,3.2945065261498048,5.074109067734616,2.10580949778737,Iris-virginica
+46,6.074192385236626,3.4433334498680974,5.534546096860229,2.378615789988124,Iris-virginica
+47,6.814508349707413,3.1333422458759426,5.465536970597175,1.9989650322623316,Iris-virginica
+48,5.45955432315728,2.7925126479501348,5.0499410418582515,1.7967162979283446,Iris-virginica
+49,5.783034674548396,2.892544878609404,4.019553860153657,1.1738507442933068,Iris-versicolor
+50,5.887809888106618,2.4490483000864094,3.73869209885512,0.9038502388038534,Iris-versicolor
+51,4.879371064921626,3.0019876708643904,1.5476354276877156,0.1763610280547566,Iris-setosa
+52,4.904865627726929,3.18633744317745,1.2350026466915756,0.24801462649454234,Iris-setosa
+53,6.095604548935162,2.803003546984993,4.419233989144381,1.4822370850400313,Iris-versicolor
+54,6.232282624431548,2.678031075646829,4.316480343562995,1.1950972538798874,Iris-versicolor
+55,5.551708439016537,2.942489044775506,4.56733929539142,1.805019463038143,Iris-virginica
+56,4.809901499819098,2.9835031477703717,4.691678077680024,1.7113128428528683,Iris-virginica
+57,5.276833088574283,2.9730897452187417,4.631005610158436,1.398222181737076,Iris-versicolor
+58,6.4810750261292975,2.9556979521941673,4.768475125302662,1.4221853875174912,Iris-versicolor
+59,5.61394997442355,2.6061902117512674,4.159873710164829,1.070271119778698,Iris-versicolor
+60,6.596704024608296,3.018870877652386,4.914133299521943,1.5801627885619194,Iris-versicolor
+61,6.244020453134252,3.009057170371785,4.718554549548561,1.2199207273688826,Iris-versicolor
+62,7.08301517503828,2.6676504782580004,5.819550072268195,1.709118581593377,Iris-virginica
+63,6.950532352590437,2.9260967435070846,5.808285478137449,1.8523999799956568,Iris-virginica
+64,4.7400984478523664,3.310746079395242,1.4655386617631765,0.28813842820441865,Iris-setosa
+65,5.085455551416839,3.782720615035025,1.3046179983635329,0.24443174083719654,Iris-setosa
+66,6.087779267479281,2.9433472381266244,4.384842743666481,1.4467145452236132,Iris-versicolor
+67,4.949940900571696,3.130507921017597,1.1903640126851882,0.21788502095768944,Iris-setosa
+68,4.660585163789171,2.9147722074486553,1.610196941395655,0.23078569609360283,Iris-setosa
+69,5.333088698225202,3.4136757118691063,1.8152901493717002,0.27585300044171973,Iris-setosa
+70,6.201591239347464,3.2124364894119846,4.873191279842449,1.8521420954872168,Iris-virginica
+71,5.733087710701569,2.8637461695568103,4.3105083870398735,1.1276139834535759,Iris-versicolor
+72,7.032480235438326,3.5410554814480193,6.01280067811436,2.1032063147377476,Iris-virginica
+73,4.847241402245871,3.1224432469851116,1.4670947988557066,-0.03868618132586693,Iris-setosa
+74,6.216372021890177,2.7449536796992122,5.163645046784779,1.924267890390634,Iris-virginica
+75,5.146119787824478,3.7555032549131324,1.569191326228727,0.22667031178560715,Iris-setosa
+76,5.3489723548429815,3.136364793110673,1.5669422072233516,0.21862944443642326,Iris-setosa
+77,5.312924016423797,2.4827596540202634,3.3546060208295927,1.0930272790196054,Iris-versicolor
+78,6.214492151403669,2.7979062202383504,4.993007182966298,1.7088638349073013,Iris-virginica
+79,5.592550242503208,2.6489877380850775,3.9996348294259443,0.967612859073548,Iris-versicolor
+80,4.987391639994441,2.699299677434437,3.995925458587286,1.0512590277266227,Iris-versicolor
+81,6.112764368245012,2.9672249557127834,4.966462805044695,1.7383193991346833,Iris-virginica
+82,7.102006426817197,2.95410067437805,5.090683570476882,1.8488253014596026,Iris-virginica
+83,4.913049014430631,3.0490991985555476,1.4021685304973488,0.09832127603201687,Iris-setosa
+84,7.253217838301334,2.996837810030302,5.930473632191898,1.7919250608998754,Iris-virginica
+85,6.226534989434362,2.6321038294642762,4.933685776807875,1.7738441111248622,Iris-virginica
+86,4.981948100818529,3.0678917650095174,1.4828269533133414,0.14757958752707379,Iris-setosa
+87,6.243551873896649,2.9633561409298625,5.190829774565844,2.3150625657674784,Iris-virginica
+88,4.916641598499398,3.0889464989634154,1.41282363067874,0.8967091416246448,Iris-setosa
+89,5.401543428022496,3.384702157947822,1.68389297939915,1.858590159064314,Iris-setosa
+90,7.204445590403852,2.3826789742614265,5.343944553664787,2.0144031587663775,Iris-virginica
+91,5.24253436341462,4.399796754883582,1.179968950270874,0.37713697039115296,Iris-setosa
+92,6.449114551688208,2.7758983399322803,4.6608959148870905,1.513796576091863,Iris-versicolor
+93,6.393140467803278,2.6998534946971082,4.927214427900786,1.4735168742413614,Iris-versicolor
+94,5.50740575411771,2.5517856254606524,3.901415339226991,0.9718820677823957,Iris-versicolor
+95,7.084023535096754,3.0705780728177214,6.093178556071582,2.0905288792223993,Iris-virginica
+96,6.434610585465923,2.920930052331394,4.806698163647669,1.6340612407710127,Iris-virginica
+97,5.824999206208569,2.679909771507857,4.029263854088511,1.0826370939356544,Iris-versicolor
+98,6.166246735307143,3.077406672847242,4.697296369659814,1.3302811075144054,Iris-versicolor
+99,7.049463430822684,2.7698726037339867,5.1272456215584885,1.6909010732285816,Iris-versicolor
+100,6.253407598483883,2.763361001655757,4.613214401312441,1.5914498476038323,Iris-versicolor
+101,6.259372532879609,2.9964973316727552,5.3425982144951405,1.995120220215374,Iris-virginica
+102,5.686180763957993,2.724796620354594,5.144732659943347,1.796738274488872,Iris-versicolor
+103,6.898562350771228,3.1996009741870033,5.506107094562087,1.89925319717685,Iris-virginica
+104,6.00602454721305,2.6317883907223054,4.660050142407018,2.1270887342591984,Iris-virginica
+105,5.0552831389025865,3.139459493501737,1.0687873832501313,0.9806140128817421,Iris-setosa
+106,7.039333507498432,2.9553261853606703,5.641949235504007,1.6943597694372614,Iris-virginica
+107,6.049058404713562,2.3036216731156274,4.146089146153922,1.108303945657429,Iris-versicolor
+108,4.921100790169659,3.2414489335367542,1.5516612474813698,0.2587558469788533,Iris-setosa
+109,6.334649812377983,2.7765941861359216,5.17939365910742,2.227859438176351,Iris-virginica
+110,6.747933730642143,3.4016355704986037,5.644456552781282,2.2119117817942553,Iris-virginica
+111,4.223250087662054,3.1253757028575726,1.1631633297773418,0.1350063825602045,Iris-setosa
+112,6.325750627981645,3.5166186835555946,5.3760374357404626,2.5897235405441825,Iris-virginica
+113,6.185039021487142,3.591547383584638,5.403393116401476,2.306359626250996,Iris-virginica
+114,6.4564049684222065,3.0934874136581096,5.178088475739257,2.0101160214276566,Iris-virginica
+115,6.486700738098642,2.883906077752541,5.519358449911483,1.8345142653229796,Iris-virginica
+116,5.210805578658215,2.152939305090884,3.397252643867721,1.1337882469064704,Iris-versicolor
+117,5.144659745993129,3.371761302826694,1.268771914983256,0.2719473652438674,Iris-setosa
+118,6.928934126434465,3.2418642522518533,6.065325459314487,2.087946922718743,Iris-virginica
+119,5.180090481803402,3.5848305785280052,1.588551075579006,0.12564635805267702,Iris-setosa
diff --git a/iris/tvae/1/29/test.csv b/iris/tvae/1/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/29/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/29/train.csv b/iris/tvae/1/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/29/val.csv b/iris/tvae/1/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/29/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/3/synth.csv b/iris/tvae/1/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b9e04427fa930f2d055826262a5e07fb6062c55c
--- /dev/null
+++ b/iris/tvae/1/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.457730316172342,2.862963564601799,1.2998303790696646,0.15688642643852793,Iris-setosa
+1,5.755019411791344,3.172964214106425,4.904400129544143,1.5975188749934988,Iris-versicolor
+2,6.070644639686578,2.63444184182741,4.336240838117137,1.146369483892514,Iris-versicolor
+3,6.402128444881062,2.924274266152849,5.57454799520079,2.154790097721671,Iris-virginica
+4,5.195133825404746,3.145281201191023,1.5526802376890534,0.27471796189838765,Iris-setosa
+5,5.060274913132172,2.5730299409480475,3.3016642224526835,0.8862565209029,Iris-versicolor
+6,6.774376118354735,3.0175317814505753,5.71392478519024,1.9019735677919063,Iris-virginica
+7,5.656740558327449,3.171066300988757,5.052357115602773,1.4338491474685087,Iris-versicolor
+8,5.352658157723873,2.9211576946255358,4.633174954787728,1.4350353329259122,Iris-versicolor
+9,5.649797826948717,2.899229010722765,4.5283711893177205,1.4760028869437933,Iris-versicolor
+10,5.845152433346539,2.777976669459367,5.183767267581341,1.9473307318018556,Iris-virginica
+11,5.610600751244691,3.314741999077239,4.086753293349033,1.6332465598529053,Iris-versicolor
+12,6.308501388573153,2.832986033049539,4.756600668752864,1.7731274445215603,Iris-virginica
+13,5.328670766413139,3.1451984282772827,1.4388891310462348,0.1549633211381274,Iris-setosa
+14,6.396259607854436,3.367726280025795,5.333385008062611,2.4395252583154656,Iris-virginica
+15,5.898261328860938,2.8852818558299296,4.181303631568584,1.2243749775184494,Iris-versicolor
+16,4.9152533663160485,3.5830560571502277,1.4653684700324145,0.2280519149705021,Iris-setosa
+17,5.988959148486807,3.0571526248443286,4.23208026656211,1.5473326230079043,Iris-versicolor
+18,6.875572913427009,2.618794427847043,5.618349816811726,1.6447870199778885,Iris-virginica
+19,5.325303204027781,2.1723746594448015,3.356690217920117,0.6941336221133405,Iris-versicolor
+20,5.029974204062297,1.9903066374054301,4.431138002475484,0.9813549306666679,Iris-versicolor
+21,6.477332020027747,2.9365125535380585,5.119250391845558,1.5900002231296675,Iris-versicolor
+22,6.199125839263914,2.9701792704230647,4.38251730989288,1.2496166624400642,Iris-versicolor
+23,5.6731851400564395,3.2811286604057206,4.524383290174251,1.2969861201192008,Iris-versicolor
+24,6.131227597754823,2.6172479959715957,5.1247948713918445,1.7267082016172675,Iris-virginica
+25,6.4351959024672745,3.5939334130318175,6.088632280901129,2.416071296342123,Iris-virginica
+26,6.93219446449376,3.2440089451071064,4.262283612965333,1.3958939573835798,Iris-versicolor
+27,5.169743000617523,2.404446650228632,4.053902336737268,1.2383250272548518,Iris-versicolor
+28,4.84281919843683,3.2820959174432662,1.4112478517151354,0.13778386026686715,Iris-setosa
+29,6.26272853684787,2.772200608082646,4.902252496272449,1.6677964882032186,Iris-virginica
+30,4.998917200764022,3.2480576527022302,1.5976670618797837,0.18563670777830338,Iris-setosa
+31,5.172854594508684,2.72485258004205,1.294022686370083,1.0745588508026707,Iris-setosa
+32,4.434145965397523,3.0637444124844677,1.550123398151811,-0.09504350094103331,Iris-setosa
+33,6.875413361443958,2.871578251804081,5.332638785221927,1.6112305337993207,Iris-virginica
+34,5.910463715120972,2.8612101339508973,5.0708656840453346,1.8859796623156322,Iris-virginica
+35,5.910255087314803,3.441826604599793,5.344053740847109,2.224423711364725,Iris-virginica
+36,6.360700381670251,2.739426122050726,4.421879237786674,1.5620874603658526,Iris-versicolor
+37,4.8181745380839835,2.8739757973718234,4.186250739258238,1.7161506708331205,Iris-virginica
+38,5.437489667293454,2.5606219518805733,4.094186309522036,1.2859124146979966,Iris-versicolor
+39,5.124783274433103,3.332727318570737,1.4789072882281564,0.14109355291302006,Iris-setosa
+40,5.079244258938221,1.9624027581845815,3.9375021516576876,0.979888654424805,Iris-versicolor
+41,5.940450471934464,2.5199342998998437,3.926819699566356,1.21880431187438,Iris-versicolor
+42,5.849984661509175,2.7962860016901834,5.079286962471921,2.089483827679525,Iris-virginica
+43,4.907074264107676,2.670677404976465,4.5697632311264265,1.7035320769044309,Iris-virginica
+44,6.269575361893217,3.1402781162997555,5.5234451456943905,1.720849598337855,Iris-virginica
+45,5.984606697655141,4.118402186291584,1.4914782037620657,0.19995314799553665,Iris-setosa
+46,6.3647501948004335,3.1677663968707215,5.677992462022364,2.7144043171337424,Iris-virginica
+47,6.385351676900514,3.233749460101061,4.318489805635998,1.3583436586620115,Iris-versicolor
+48,6.359041027807306,2.723149171185361,5.451773612053211,1.6495606334823554,Iris-virginica
+49,6.068536747025255,2.6976189588487167,4.343503062377979,1.1511649257056793,Iris-versicolor
+50,6.2276528399264865,3.2761795419158193,5.61231294229416,2.1623184400674025,Iris-virginica
+51,5.811767910681501,3.823571766741635,1.3208898037595387,0.2602557961349311,Iris-setosa
+52,6.532670321125264,2.909321304813042,4.320853989133754,1.469809424318708,Iris-versicolor
+53,5.668455547273708,2.9791705383490217,4.419591560823493,1.7650542011445725,Iris-versicolor
+54,5.265202868989419,3.1309370709115365,1.4214925413634238,0.3289604942962413,Iris-setosa
+55,4.981085097232236,3.7285143957048823,1.2670136156018201,0.2882194618326788,Iris-setosa
+56,6.0359240138364445,2.539883884243458,5.714718670185079,1.704729441770622,Iris-virginica
+57,5.120655616353416,2.4917134665523175,2.893794400420539,1.2007790360830963,Iris-versicolor
+58,6.1855929516848285,2.849018633547854,5.31760189615258,1.65561292827241,Iris-virginica
+59,4.444219301792783,3.389058404309457,1.6630187554594476,0.20328385208273103,Iris-setosa
+60,5.8774339349300275,3.3604596477541873,4.301454832457946,1.6280560317184318,Iris-versicolor
+61,5.346549633947069,3.0934716757622667,4.149876118393101,0.8439929432935762,Iris-versicolor
+62,6.062359899457164,2.630448587299245,3.994026627699039,1.0083050556173467,Iris-versicolor
+63,6.233692630221843,2.9725524438318653,5.332950278553624,2.0660803361677744,Iris-virginica
+64,4.777075222298769,2.828382442945748,1.307826917766125,0.20692171022985592,Iris-setosa
+65,4.936245959502332,3.0833977796928442,1.2867606780052647,0.17880708345622415,Iris-setosa
+66,6.4264833802097865,2.7207778231786848,5.260428004176278,1.7646101101303944,Iris-virginica
+67,4.232609948988559,2.968795311806423,1.3070906574017773,0.14048155008319796,Iris-setosa
+68,4.928947866243341,3.129509393053773,1.3938408147186987,0.16521545434026852,Iris-setosa
+69,5.547501435570647,3.036129685077765,1.5302899155839933,1.519384150276313,Iris-setosa
+70,5.704302689575968,2.769162403031966,4.811429958079998,1.870077307023348,Iris-virginica
+71,6.42610265579419,2.929256638098762,5.168433290290767,2.098305817773427,Iris-virginica
+72,6.269946752229403,2.698664175642934,5.083418091970981,1.521965489313316,Iris-virginica
+73,6.047349566975398,3.1571488342563216,4.362299053653995,1.4907448954268125,Iris-versicolor
+74,5.461494434058466,2.8839656725257403,4.323384770663628,1.3599656406625829,Iris-versicolor
+75,6.470965217109627,2.628589422044136,4.768729011426963,1.7838428090498173,Iris-virginica
+76,5.2549364757846995,2.7663532587395894,3.783069119731839,1.0309728634992923,Iris-versicolor
+77,5.689263220829771,2.982470193565928,3.6309872644823407,1.0894954439582034,Iris-versicolor
+78,6.004928117386128,2.824887969032136,4.826050833097245,1.656122284339031,Iris-versicolor
+79,7.127502269344397,3.087668957337819,5.4321834592902905,2.3571201391955823,Iris-virginica
+80,6.371561425891673,2.7861846404157866,5.421096107961091,1.8769543933943709,Iris-virginica
+81,6.472367271763053,2.833384034248388,5.340521008069294,1.7454733051315103,Iris-virginica
+82,7.41644167298502,2.8779126387625564,5.875322747284088,1.9678851857055346,Iris-virginica
+83,5.833309309161587,2.809264227850348,4.356290486277436,1.3241344003253326,Iris-versicolor
+84,6.612316282209653,3.3119856897337683,5.263811526295322,2.0833501464021773,Iris-virginica
+85,6.061089663742102,2.8429560852191464,3.6182916838297206,1.251442964249999,Iris-versicolor
+86,6.006066887258478,2.618632174795639,3.8567396888884904,1.0789935221562164,Iris-versicolor
+87,5.471028363862689,2.4416357772759665,3.848129294003506,1.2595886822927067,Iris-versicolor
+88,7.1786023696232215,2.9084033257363293,5.982896751688555,1.7510066671901483,Iris-virginica
+89,6.76192867161409,3.076596094470586,4.625810201801227,1.543989405713574,Iris-versicolor
+90,5.26479827686843,3.3418400189861432,1.772343355936238,0.3545731437726046,Iris-setosa
+91,5.703080536735316,3.1748354234050633,4.99763322814451,1.751680919494598,Iris-virginica
+92,5.152305084442488,3.070037086887254,4.52372308161835,1.2263829546481781,Iris-versicolor
+93,7.056165717899572,3.591196962193602,6.0314715658899285,2.29209250941741,Iris-virginica
+94,6.176841187316985,2.8760937074871125,4.563537656744054,1.4378610960970748,Iris-versicolor
+95,5.931689013623581,2.9312666641069542,4.357296278953399,1.801578563615872,Iris-virginica
+96,5.3402356124597485,2.3101964634745444,3.7387048393006004,0.8784337611393461,Iris-versicolor
+97,5.299991042533057,3.583543085972839,1.6364184760390557,0.2948991852374813,Iris-setosa
+98,5.541372685699638,2.857342776420438,4.251315661943044,1.1488355429829529,Iris-versicolor
+99,7.758134622221941,2.802205436805623,6.156769278247603,1.8123444731375704,Iris-virginica
+100,6.80964010367629,2.773424766732494,5.065623431682609,1.563667790612338,Iris-virginica
+101,5.002739439723604,3.7656344158518307,1.3475801911887566,0.2560216434739195,Iris-setosa
+102,4.610165100216431,3.2461248369244604,1.2730388584399193,0.11734359591395171,Iris-setosa
+103,6.390836592471396,3.049166244403611,4.439861721592867,1.3061833655278907,Iris-versicolor
+104,5.128541387597157,3.614273094050873,1.6985295278739578,0.1480852706852017,Iris-setosa
+105,6.8668095021448865,3.5504121250000895,5.4112631573218035,2.167337942806267,Iris-virginica
+106,4.69689136616426,2.8464025986889423,1.5320226196796138,0.25981175802317297,Iris-setosa
+107,5.972839003332454,2.988823284009405,3.711428217847468,1.536325310835593,Iris-versicolor
+108,6.081364122713235,3.0407988506305625,4.895337814313825,1.775881870698311,Iris-virginica
+109,6.159360862292169,2.6198792163010096,4.120773323983887,1.2019850250323232,Iris-versicolor
+110,5.947081580193356,3.129113804929296,4.6822198295338096,1.7746397700936887,Iris-virginica
+111,5.83530711125889,2.988905240986622,4.741104812853095,1.5905473853845964,Iris-versicolor
+112,6.411602552730822,2.834962911101711,4.7819169234285175,1.435407150700725,Iris-versicolor
+113,6.504523314735219,2.8341543632569053,5.335417986482484,1.7402778568008777,Iris-virginica
+114,4.77292115499418,3.4027686238112715,4.600784074833072,0.28247962205206045,Iris-setosa
+115,5.352961727600899,3.1824732021722726,4.783158870296452,1.709934402372145,Iris-setosa
+116,6.410550639408264,2.7852507284534074,4.864106495251282,1.80132481416101,Iris-virginica
+117,7.26068591805489,2.720046564040941,5.205647162469459,1.7674091110170487,Iris-virginica
+118,5.661233826913139,3.0512167740971896,4.557487276578444,1.5309639865316074,Iris-versicolor
+119,7.188828342536508,2.8512705527310036,5.763913386816315,2.186535248173941,Iris-virginica
diff --git a/iris/tvae/1/3/test.csv b/iris/tvae/1/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/3/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/3/train.csv b/iris/tvae/1/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/3/val.csv b/iris/tvae/1/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/3/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/4/synth.csv b/iris/tvae/1/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d4437a815f86e3be03b1f6e453c529486dfeae64
--- /dev/null
+++ b/iris/tvae/1/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.542840496693131,3.1059929426297694,5.443305070982724,1.78648135322177,Iris-virginica
+1,6.57065001727717,3.2348303125927753,4.7468243015830955,1.678984664861504,Iris-versicolor
+2,5.715683782913201,2.3697763599513397,3.864920552808549,1.0891103021085298,Iris-versicolor
+3,4.84571155631541,1.9733961495353751,3.089804662580189,0.7009096829829825,Iris-versicolor
+4,6.605396368405472,2.976881844381215,5.61514700982795,1.882702085120489,Iris-virginica
+5,5.0541104374601336,3.1836209808287657,1.2261588576094806,0.3298980087967712,Iris-setosa
+6,5.0081093709120985,3.8981507209233226,1.2837710610782096,0.2147243050527733,Iris-setosa
+7,4.990761465327715,3.585198393912278,1.4239402077824272,0.14489793336359422,Iris-setosa
+8,5.1248401129266705,3.531094424851241,1.3556669713918772,0.17303847196965666,Iris-setosa
+9,6.5272356065956645,2.749736708479741,4.599144178351756,1.5897213507076764,Iris-versicolor
+10,5.7666954120058875,4.144714012815886,1.3348430178777044,0.19149918258907184,Iris-setosa
+11,5.043528355081261,2.4003135065571324,4.2001507706172365,1.196701739550944,Iris-versicolor
+12,5.201538324896629,2.122712391498172,3.7170346046551455,1.2014121374277045,Iris-versicolor
+13,4.969699004725088,3.0924331044658766,1.3800906490048743,0.2054332070854526,Iris-setosa
+14,5.509940496057876,2.650776842041743,3.490542388642164,1.0163275632092956,Iris-versicolor
+15,5.787088174439094,3.108521000970653,4.947246833989478,1.6467171377421366,Iris-versicolor
+16,4.424683160801572,3.1162303283912522,1.3363792134362678,0.20048286848999278,Iris-setosa
+17,4.678519896877797,3.167934930589361,1.4225531142586139,0.20998041670203746,Iris-setosa
+18,4.969155356667405,3.054286208434054,1.6012491213493336,0.364378890838957,Iris-setosa
+19,6.20464051516516,2.738220293859036,4.30301651263466,1.333253758077313,Iris-versicolor
+20,4.606815412072107,3.1638372706139175,1.26741140678303,0.11089677634168651,Iris-setosa
+21,5.968284507780301,2.3744697318007963,3.9415045964974382,1.1843762098713118,Iris-versicolor
+22,5.795417340139066,3.2454141289894163,4.78809273380766,1.3892805674635018,Iris-versicolor
+23,5.879213244228187,2.7171576595638873,4.816188797604391,1.5725113135254627,Iris-virginica
+24,5.866768111347729,2.834567471702461,4.162090562960304,1.2184326251812145,Iris-versicolor
+25,4.5879529672907715,2.461239430659842,1.497006550481908,-0.014450124633538619,Iris-setosa
+26,6.5097373060349035,2.967836281985432,5.141049597945501,2.0211744983542745,Iris-virginica
+27,5.787573761438107,2.954355078539694,4.77268636074693,1.404719590788026,Iris-virginica
+28,5.555927329896056,3.7813148766442257,1.769524322638589,0.35305950934676983,Iris-setosa
+29,5.659733904728617,2.592195677152243,3.664892951016811,0.8275646742265451,Iris-versicolor
+30,6.8255467568784844,3.062821461531757,5.72765680292323,1.9023448035593202,Iris-virginica
+31,4.925657857688722,2.846879504580015,4.3556783021189185,1.4630814531077883,Iris-virginica
+32,5.957897336172907,2.862232615020913,4.210166875764367,1.309028999716144,Iris-versicolor
+33,6.40213539805505,3.255185158741925,4.67321906298414,1.4518360681389382,Iris-versicolor
+34,5.97805394600415,3.195248904444907,4.536947760646833,1.5907202425952325,Iris-versicolor
+35,6.931958041383259,2.8011485857443206,5.042034672434062,1.6159141460080233,Iris-virginica
+36,4.848399656860072,3.544654601195328,1.5177398427388773,0.20178505387784432,Iris-setosa
+37,6.042680970058827,2.948710082567111,4.001284085376639,1.3689197337220163,Iris-versicolor
+38,6.114462047525387,3.1352614491277815,5.132343215197954,2.139470715544388,Iris-virginica
+39,4.736674683849561,3.216603407095553,1.524430660072433,0.20090190498295368,Iris-setosa
+40,4.822893991522021,3.0815502592832575,1.5783928278667627,0.32948460351990727,Iris-setosa
+41,6.7652426604904115,3.150518916782396,5.341479151118798,1.8340545112035684,Iris-virginica
+42,6.234181782575145,2.4308551767620212,4.911387432278983,1.887743223712561,Iris-virginica
+43,5.8547532037686745,2.8390836730858116,4.736686865521138,1.5706967551299975,Iris-versicolor
+44,5.842488173040707,2.613928407636819,3.845943347609539,1.029342815757248,Iris-versicolor
+45,4.9316749744181045,3.6428839812026355,1.5414381691647088,0.23426956045212638,Iris-setosa
+46,6.6956166429270585,3.154155429353397,5.925536228953693,2.134657190129186,Iris-virginica
+47,5.293805491554154,3.658551703638495,1.5473153021397992,0.25452103808954396,Iris-setosa
+48,5.368961942307266,2.6265661603751975,3.5500129390508226,1.1034201977664608,Iris-versicolor
+49,6.007768021583531,2.6252498863891343,5.420975313714642,1.6714090366983712,Iris-virginica
+50,7.026193027645861,3.3526916700881895,5.954208358759177,2.2632963919735696,Iris-virginica
+51,5.05836157362618,3.9947697907995527,1.6452246381669091,0.15454816915621866,Iris-setosa
+52,4.754159207400867,3.6868025936926108,1.72548351811489,0.8462053766340756,Iris-setosa
+53,5.494221306768069,3.090008789243462,4.247785542595649,1.4543390668392373,Iris-versicolor
+54,5.315953995771472,3.1608375478149555,4.596099062091918,1.418996766542529,Iris-versicolor
+55,5.499207328022777,3.034809229861183,4.713453891866472,0.33911822046580686,Iris-setosa
+56,4.8641283326677085,3.8137175653808413,1.4986328972984777,0.20382896590300317,Iris-setosa
+57,4.566893101744247,2.973297157202837,1.4542359936366382,0.2000972788780303,Iris-setosa
+58,4.566884792345584,3.010597607321619,1.5718926123089572,0.19413016752362056,Iris-setosa
+59,5.646562084870753,2.2465373748369304,4.070598083778365,1.0094535872301367,Iris-versicolor
+60,5.026441528562722,3.6281161981542396,1.445942972875094,0.1827103321866281,Iris-setosa
+61,5.742374406486497,2.9240153106186964,4.014809848481022,1.4844564540510945,Iris-versicolor
+62,5.121866445954562,3.263046875195961,1.4582993399143356,0.2573658932309472,Iris-setosa
+63,6.913300043269387,3.0420900540692584,6.043318207192305,1.8026609527748518,Iris-virginica
+64,6.218810631170607,2.741983346321454,4.987304063364947,1.4939208620008224,Iris-virginica
+65,4.585011696544264,3.2407728549745958,1.493523674418869,0.1961711361249201,Iris-setosa
+66,7.017041993177138,3.1483303815205437,5.866147084339182,2.2927458176267486,Iris-virginica
+67,6.21590029017217,2.5970206388886896,5.069666585214286,1.3862170811627452,Iris-versicolor
+68,6.318653374304642,3.144720351184892,4.883960080293672,1.3478285287456497,Iris-versicolor
+69,6.727332869032674,2.6505254040772424,5.120931229789411,1.9014235807021382,Iris-virginica
+70,7.06663341235347,2.8704517442301283,5.527323569280394,2.2762174480216117,Iris-virginica
+71,5.023354011797088,3.803776381370146,1.192496732398305,0.18926798816957568,Iris-setosa
+72,6.586817715048983,3.319661942808261,5.658508896502804,2.31514848574266,Iris-virginica
+73,5.888128235398934,2.366104937495402,3.3456380786742206,1.0136927912927458,Iris-versicolor
+74,5.35422296973364,2.966812961885034,4.3584955372851955,1.2214413044756611,Iris-versicolor
+75,4.757332593929775,3.371958914396849,1.3812587566687289,0.23074930031741808,Iris-setosa
+76,6.852743641230345,3.015016997329535,5.811086150392915,1.7717749815877766,Iris-virginica
+77,6.315714527257678,3.3648448710322714,4.898914448503707,1.973878253810723,Iris-virginica
+78,4.975803543751568,3.2436288412867014,1.7004685225331988,0.2454408431795244,Iris-setosa
+79,6.470409984672489,2.7278442072954645,4.768338095801104,1.5891625861551162,Iris-versicolor
+80,5.716046089529051,3.0142989984597643,4.700573071265319,1.6142411707035762,Iris-versicolor
+81,6.895267030038399,2.8717529728181357,5.692203469842918,1.7014998723420025,Iris-virginica
+82,6.48427931628426,3.0631293304328646,5.341676158299328,1.6129839907803092,Iris-virginica
+83,5.988561739685889,3.205780963707293,4.919948011304904,1.6281340417893437,Iris-versicolor
+84,6.151792624529989,2.9064563930772027,4.378217843496505,1.3614928293117603,Iris-versicolor
+85,5.036521053025927,2.8632079623190765,1.4339709211836305,0.3012014638171112,Iris-setosa
+86,6.16097884813962,3.3913826036868002,5.689725216482832,2.737449176978404,Iris-virginica
+87,5.964396990478994,3.726623932649069,5.465519987222437,2.6586388601442166,Iris-virginica
+88,5.05321061032803,2.913633817724309,4.823364360805284,1.8085040022395316,Iris-virginica
+89,5.94097313890998,3.1067153328698014,4.495020959096413,1.5742621338879146,Iris-versicolor
+90,4.92828613687702,3.5821046226829005,1.594950906070043,0.33531634875620303,Iris-setosa
+91,5.9143458236047355,2.3457162685390824,4.083299471319234,1.1302680315445577,Iris-versicolor
+92,6.668965789790159,2.908961973822596,5.087448379156776,1.7317693950736786,Iris-virginica
+93,6.343954765845512,3.2959891377860044,5.56275499635556,2.332860830583925,Iris-virginica
+94,5.268934260189892,3.585677493243354,1.4772271279808866,0.2094713524968243,Iris-setosa
+95,5.318997601684454,2.3208555835082176,3.7812782172786075,1.1009282932193671,Iris-versicolor
+96,6.059908089782464,2.9640979198538195,4.715654963442929,1.5754452847715261,Iris-virginica
+97,5.990758430341059,2.378601578115279,4.7484502398388635,1.905051757031199,Iris-virginica
+98,5.931298180711167,3.1082550556168522,4.762372385005265,1.4849467759068073,Iris-versicolor
+99,5.582782868822194,2.9689308125773146,4.767594244611724,1.5284082513488189,Iris-versicolor
+100,6.174230411921398,2.830931743306993,4.678552527309305,1.7482881049424066,Iris-virginica
+101,5.5770291642898435,3.0393387114037265,4.698477012724994,1.8168314961363343,Iris-virginica
+102,6.38512094631936,2.5606452567257247,4.800174114217342,1.8264023318473885,Iris-virginica
+103,6.477246207925336,2.8763517157534397,4.49988639619933,1.5994629246518388,Iris-versicolor
+104,6.6880871444710115,2.870499945868786,4.514860086947491,1.4819485821549518,Iris-versicolor
+105,6.261399191909931,3.1756760947551506,4.725649239549528,1.5926949475260002,Iris-versicolor
+106,7.053652038762757,3.237105555876075,5.613858575455145,1.680957170022227,Iris-virginica
+107,7.04751131717139,3.0055200859021998,6.029011399593393,1.9502188746902187,Iris-virginica
+108,6.528042276892205,2.949845788060369,5.191661989401108,2.273495792857609,Iris-virginica
+109,7.0528716918255965,3.147166382234221,5.922939622937826,1.59894598730972,Iris-virginica
+110,6.609934769084663,3.021546053271586,5.110421895622228,1.993172081709738,Iris-virginica
+111,4.964841014516079,3.3333912190990134,1.3666482911348956,0.23081593890426966,Iris-setosa
+112,4.7728010455964185,3.6498940842299454,1.379560917694411,0.2688315045466782,Iris-setosa
+113,6.404275586908992,3.2883505544748575,5.295239594767616,1.799596590135305,Iris-virginica
+114,4.701696619744111,3.085875975159596,1.4866704601093164,0.2040864257983358,Iris-setosa
+115,4.605904446826692,2.845560837942381,1.3717535949181232,0.11636354772953772,Iris-setosa
+116,6.421845970560176,2.729136759537758,5.077624046644865,1.6812047866603994,Iris-virginica
+117,5.605542435611143,2.5268168010383123,4.026488041093259,1.2834807795856176,Iris-versicolor
+118,4.953662354118351,3.2400952873033964,1.6214452822849579,0.29899706688780875,Iris-setosa
+119,4.79921225801485,3.263718801144085,4.543430776830669,0.2585731344691773,Iris-setosa
diff --git a/iris/tvae/1/4/test.csv b/iris/tvae/1/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/4/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/4/train.csv b/iris/tvae/1/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/4/val.csv b/iris/tvae/1/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/4/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/5/synth.csv b/iris/tvae/1/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9dc277c66eef42384517ca7a801b078e1d3485b7
--- /dev/null
+++ b/iris/tvae/1/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.212447831543257,3.3208458020167115,5.807770408834212,2.044185930500867,Iris-virginica
+1,5.621429938892622,3.0446154580614704,4.263210312905233,1.2329006742608377,Iris-versicolor
+2,6.910932746310387,2.6745615856630613,5.227319225727641,1.609955765454165,Iris-virginica
+3,5.89955644502159,2.6609332570994497,4.6830252413296005,1.8999227585519385,Iris-virginica
+4,4.777026421717422,2.996497046910686,1.4863759179962903,0.21188733594805087,Iris-setosa
+5,5.394790130628809,3.4416058728200962,1.69887285675105,2.3786039580040095,Iris-virginica
+6,4.562237206492986,3.5990711298517652,0.9359051726072658,0.2088400754817763,Iris-setosa
+7,6.626022314804478,2.6151191103242937,5.379187048783432,1.8080981562964191,Iris-virginica
+8,5.995809880143981,2.6513065447076825,5.074945574940413,2.070378182682717,Iris-virginica
+9,5.077039099656974,2.353401950004062,3.1236056239549503,0.9135056262106447,Iris-versicolor
+10,5.046227075500627,2.771891699357606,4.2850389811517875,1.2274939043556365,Iris-versicolor
+11,6.259708472736059,2.689393164726632,5.021604603119067,1.4180644223188918,Iris-versicolor
+12,6.2173230162736175,2.9718045217636293,5.344957006352501,2.2122025262692095,Iris-virginica
+13,5.465203285154684,2.7154581298281384,4.440539332223204,1.215834480725235,Iris-versicolor
+14,4.844799616141004,3.1682592171422117,1.5205423132376765,0.1937813270922269,Iris-setosa
+15,5.749281171995853,3.1918262331840404,5.007721302908985,1.915429738514603,Iris-virginica
+16,6.722548341519168,3.4437412157186964,4.451149962550567,1.3505287316464663,Iris-versicolor
+17,7.121327018577926,3.002380622108639,5.268635659551015,1.8343111785702757,Iris-versicolor
+18,5.848635039327643,2.828069163637037,4.891291706681934,1.6860581134649038,Iris-virginica
+19,6.7099024403698,3.2329812710432666,5.496168350717002,1.626545207335184,Iris-virginica
+20,5.964670043681666,2.894262082359559,4.296368065499423,1.2139821839139995,Iris-versicolor
+21,6.5340111360822295,3.0980715524420113,4.993053466934252,1.7608587624695364,Iris-virginica
+22,4.985828536236117,2.919855954190927,3.6638009011564505,0.8808031634699011,Iris-versicolor
+23,5.148460550487772,2.234458503210657,3.5927860505914206,1.179821546014864,Iris-versicolor
+24,7.254260003720635,2.6980703288678116,5.609701976186685,1.9369565313911283,Iris-virginica
+25,6.1454493580626846,2.9662056095207276,4.353808707617883,1.3180163242727763,Iris-versicolor
+26,5.927027588925154,2.900322572754608,4.53824026548568,1.48942943209645,Iris-versicolor
+27,6.156569429491826,2.8671359898104476,4.9091186552600075,1.499821202978051,Iris-versicolor
+28,5.485487318651556,2.8745395422643454,4.556998639650818,1.3528174392580015,Iris-versicolor
+29,5.02911955868346,2.914242367062332,1.4997721376012942,0.1627855365283391,Iris-setosa
+30,5.86606547805368,3.2122788508044704,4.640761384597005,1.6916159802241586,Iris-versicolor
+31,4.746955347156062,3.1725231948366215,1.504817357520499,0.025943806276068265,Iris-setosa
+32,4.479950874287191,2.566942273652689,1.1565559787532402,0.2681709270734301,Iris-setosa
+33,4.603652963588919,3.0646577879087644,1.3322678482697408,0.2096440049506634,Iris-setosa
+34,4.509410427900059,3.266734859023681,1.5853066765732071,0.12356349180638634,Iris-setosa
+35,4.841524622271411,2.4792459829576057,2.782864239162737,0.9166886936635389,Iris-versicolor
+36,5.612082421446375,3.208393367598503,5.062485015128986,1.9491849116083388,Iris-virginica
+37,6.83682994023703,3.2257938466377083,5.480147001096653,2.1343503765764242,Iris-virginica
+38,6.441870262516809,2.5644804560939156,5.5757575051887525,1.8573157060110987,Iris-virginica
+39,5.091343751936381,3.2786465477665763,1.333926779645611,0.2566501858317404,Iris-setosa
+40,4.9503237283373585,2.3271120155020695,3.6379384347958776,0.9916966063587899,Iris-versicolor
+41,6.054150445917485,2.511094859206893,3.5170983953730834,1.2093900495899097,Iris-versicolor
+42,5.591377896837189,3.920425849259913,1.2742903665797585,0.22776393132587486,Iris-setosa
+43,6.790344348560812,3.2270548213275787,5.635554257250056,2.055047522629267,Iris-virginica
+44,5.007015238477569,3.052381265106105,1.3208151337000582,0.3466650858594308,Iris-setosa
+45,5.934133418228058,2.8541957619624445,4.244308446481876,1.1190578134484457,Iris-versicolor
+46,4.989430955049387,3.197139309027867,1.3517440279586708,0.14779619025620394,Iris-setosa
+47,6.160068333317761,3.2913671123358896,5.361645051374436,2.166268808508483,Iris-virginica
+48,5.3695277856751185,2.915769471829665,3.7009360051821023,1.1802311231472118,Iris-versicolor
+49,6.462434491043843,2.5060474932673733,5.478187956978143,1.8595926648719379,Iris-virginica
+50,5.296915697618522,3.131813047886568,1.318097153816597,0.08465978413826145,Iris-setosa
+51,6.275393902159827,2.6764873626580448,4.823426650518298,1.474283024442359,Iris-virginica
+52,5.256961738295714,3.2808089587790477,4.3518673925877795,1.5276417151072557,Iris-versicolor
+53,4.827582384469676,3.314596023524412,1.326662243976885,0.1848056425463413,Iris-setosa
+54,5.449555365440738,2.9154775464009473,4.515344438851151,1.5011093953086747,Iris-versicolor
+55,6.006646246753807,2.3641655487348974,3.4886973124381204,0.8740243771243001,Iris-versicolor
+56,6.806653116392875,2.890895347566859,5.473679419844465,1.780628469513177,Iris-virginica
+57,4.705984194753263,2.760126467442333,1.3541935126528684,0.2070204749237422,Iris-setosa
+58,4.601790419606338,3.3950889001130804,1.6543196630589567,0.3423635432859846,Iris-setosa
+59,5.268452167296014,3.4197627628349356,1.4382455082830792,0.13569458144134658,Iris-setosa
+60,5.023779746449351,3.524937431690871,1.476561556476451,1.1172030695197646,Iris-setosa
+61,7.013169487394726,3.0609321929046938,5.049021746539247,1.3052391630222253,Iris-versicolor
+62,5.861533486469564,2.724316896596505,4.2415108579601135,1.2867837169362824,Iris-versicolor
+63,6.5484193719372605,3.240265131237388,5.773642197137081,2.6161118096737623,Iris-virginica
+64,6.2882945856740005,2.798053380345673,4.290936837481381,1.40659236399599,Iris-versicolor
+65,5.6654814624601455,3.0766051962198446,4.806483997693901,1.5029353605557616,Iris-versicolor
+66,5.87964811102861,2.56241136192241,4.069445676288018,1.0335723142953541,Iris-versicolor
+67,6.609508026354974,2.8354918881291424,4.381210835730499,1.7132497072186967,Iris-versicolor
+68,5.947970033334661,2.779307147661864,4.2711432779793554,1.5792936125816346,Iris-versicolor
+69,5.520108231005952,2.9017974244119937,5.121270660122484,1.6563189583585818,Iris-versicolor
+70,5.733333348393823,3.0748256056383068,5.050353684271409,1.8333019629628982,Iris-virginica
+71,5.204020458424827,3.77799591959815,1.5017072803769678,0.14221018763079127,Iris-setosa
+72,6.858401915167853,3.034803995040057,5.0811819947621535,1.6234111319056554,Iris-versicolor
+73,7.25201386192056,3.0095239591331526,6.388128913693322,1.7992893863951633,Iris-virginica
+74,6.507105168665114,2.8185354335626314,5.725502923396367,1.8454941827350544,Iris-virginica
+75,5.547865245038222,4.6938083820238745,1.196868796193332,0.5019288877507739,Iris-setosa
+76,5.096750402877533,3.417540952342693,1.6240291938449993,0.1365678631935105,Iris-setosa
+77,7.332300309072122,2.784294049582181,5.838583728573189,1.931042458451524,Iris-virginica
+78,5.580139176159979,3.1821373683321372,4.288326329979295,1.3185841303298138,Iris-versicolor
+79,5.729048810980372,2.748961798452435,4.023465709031889,1.2076376737542427,Iris-versicolor
+80,6.37492294987961,2.9154952516291006,4.823647220456899,1.579761740610787,Iris-versicolor
+81,4.521836505043504,2.8902528274282098,1.4408506642785301,0.09860612493627413,Iris-setosa
+82,5.822990847764148,2.8539547602307453,4.217373159760735,1.3279522573959683,Iris-versicolor
+83,6.055436322903969,2.6494487033565175,4.703805163091609,1.7236405060459856,Iris-versicolor
+84,6.309436993374266,2.9808560895726885,4.498715610376874,2.0280780877176205,Iris-virginica
+85,5.106087614358075,3.2499561681351956,1.4338926541701043,0.3399643692344097,Iris-setosa
+86,4.979066193452953,3.2251921356081112,1.3705667136961424,0.940894920452959,Iris-setosa
+87,6.232106402055023,3.0106056267609302,5.312318790290099,2.0487613663890487,Iris-virginica
+88,5.207000200531418,3.7613864987792316,1.3418646325878394,0.16150104339266552,Iris-setosa
+89,5.3802131112189056,3.347213937471857,4.564771961808291,1.8098159761796557,Iris-versicolor
+90,6.0903136807365925,2.6528077824190537,5.76435734350745,1.8626029723619149,Iris-virginica
+91,4.477023485565861,2.9206517843294537,1.3152718921692332,-0.031090237052157965,Iris-setosa
+92,5.04357925359566,2.317899811419761,2.8030310550138724,1.1894383912495146,Iris-versicolor
+93,5.961581364992337,3.0209609967782027,5.0214998348139,1.5529318457744195,Iris-versicolor
+94,6.332466424481509,2.7111727451236938,4.638636587578967,1.5956718279460909,Iris-virginica
+95,6.046129378184783,2.9256846309367113,4.724018239802835,1.4129518990597327,Iris-versicolor
+96,6.028033552319881,2.8468268266864105,5.027951461175585,2.0073109452330975,Iris-virginica
+97,5.051044503402794,2.621488279431019,3.686855267184999,1.011867334119498,Iris-versicolor
+98,6.221965626302297,2.925097210440588,4.814503608508716,1.8307075713413377,Iris-virginica
+99,5.4041523033261,2.9953679187792748,1.3808181309657428,0.16702215510407134,Iris-setosa
+100,6.367507332897575,2.8215618176859834,4.602962455241351,1.451135393053362,Iris-versicolor
+101,6.370828928017564,3.2477272096782683,5.148916862181302,2.153428797877492,Iris-virginica
+102,5.181298365746069,2.687566926879202,4.223269564563826,2.483424164413285,Iris-versicolor
+103,6.497901474388616,3.2679141486848007,4.276031083248092,1.3423035311170806,Iris-versicolor
+104,6.82133596750735,2.831860962217888,5.05358164723799,1.694661981161633,Iris-virginica
+105,6.113039201060982,3.1419177087471737,5.188037216637565,2.1901775797775596,Iris-virginica
+106,4.9919304057945,3.6464501531911386,1.2151829476311136,0.2018495084815995,Iris-setosa
+107,4.567290358454942,3.0134892915874594,1.5687979829635186,0.060449010621650895,Iris-setosa
+108,7.098666201404098,3.181197304148032,6.122317654665869,2.0004890183678965,Iris-virginica
+109,5.533876836541481,3.0966919440548515,4.815574207232175,1.7374688398059532,Iris-versicolor
+110,5.070436686537234,3.1244678442624156,1.334550385800905,0.3120501589021264,Iris-setosa
+111,5.991377676714417,3.125887004386689,4.644809378698925,1.2434491583800407,Iris-versicolor
+112,6.253957318641218,3.0471438388292382,5.435279051090379,2.117457597076081,Iris-virginica
+113,5.934819395873019,3.0605110332072054,4.64817899784903,1.4591185779500164,Iris-versicolor
+114,4.180509174938711,2.704638764546239,1.198623276195628,0.24045850081345224,Iris-setosa
+115,4.221856312800567,2.88921694266651,1.381680184484883,0.13484419394796188,Iris-setosa
+116,5.070792002772407,3.3933890758846283,1.4826729911908507,0.12562741478221182,Iris-setosa
+117,5.190425832582994,2.66496191820019,3.628559301442116,1.3751658740639672,Iris-versicolor
+118,5.521280324778991,2.699278460855756,4.679175240228653,1.5157122884354841,Iris-versicolor
+119,5.011266817506627,3.548145460851326,1.14522825260353,0.27610882793334923,Iris-setosa
diff --git a/iris/tvae/1/5/test.csv b/iris/tvae/1/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/5/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/5/train.csv b/iris/tvae/1/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/5/val.csv b/iris/tvae/1/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/5/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/6/synth.csv b/iris/tvae/1/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9459f6aa8efb23b03ff685b00fbc903a31591e2e
--- /dev/null
+++ b/iris/tvae/1/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.481940171858969,3.156927876537422,4.5859934779312725,1.5616458909163167,Iris-versicolor
+1,6.54933707192658,2.93395549182677,4.584227055920751,1.5321622791148233,Iris-versicolor
+2,6.212856005372836,2.9211699967728744,4.691213413848872,1.7215930437032572,Iris-versicolor
+3,4.778132068957843,3.275103580578597,1.4947207355974976,0.2455604911148863,Iris-setosa
+4,6.098840609061712,2.8725389163844173,4.41758393839364,1.1306059523021523,Iris-versicolor
+5,4.7789103888858495,3.403401082371105,1.7219751821551497,0.28500979904294094,Iris-setosa
+6,5.58334627254774,2.7264401941911895,4.243205158781897,1.4690790164758811,Iris-versicolor
+7,6.282841610469736,3.265818808457515,5.155598783915091,2.1419435209855395,Iris-virginica
+8,6.097232782619715,2.3283476354261787,3.891492633496952,1.131741426950835,Iris-versicolor
+9,5.025990574624521,2.8075041708113324,1.254463718976809,1.2104259236326604,Iris-setosa
+10,6.293221753145494,2.820011396129508,5.2182047968189655,1.977492218359353,Iris-virginica
+11,6.155682752362579,2.7288404318831083,5.110184188684729,1.9634376219845884,Iris-virginica
+12,5.954189673245068,3.1337346485883004,5.1178381549537315,1.452508895734207,Iris-versicolor
+13,6.7969201245555135,2.7399237564588543,5.3619895137955815,1.7672061915260655,Iris-virginica
+14,5.950408643932379,2.85952545358448,4.653114178874237,1.6911889968697535,Iris-virginica
+15,6.200281217749294,2.695095153082868,4.032393942550211,1.356161680078087,Iris-versicolor
+16,5.353792500137563,2.5506707543050466,4.1839021845582405,1.1646906185561043,Iris-versicolor
+17,6.221759236507967,2.605985767541875,5.534355028257043,1.762752469213984,Iris-virginica
+18,6.805498439813442,3.317185727262754,5.930155374361631,2.2643679930411387,Iris-virginica
+19,6.62528626658517,3.0661837200749438,5.848499182519705,2.3784471619704566,Iris-virginica
+20,5.6899969309389755,3.0351172809400206,4.540342204210883,1.3396546684684496,Iris-versicolor
+21,5.239253589551685,3.501441818810774,1.429593554132081,0.24464037129085855,Iris-setosa
+22,5.342687019701417,2.3415293499756644,4.502047715696606,1.6981264695205172,Iris-versicolor
+23,5.0421103904429145,3.135088423096111,4.7227776676465565,1.7213054238096146,Iris-virginica
+24,4.792528950013548,3.158750323801724,1.6292902695091906,0.16369671924851037,Iris-setosa
+25,4.940334292756392,3.6795262126967674,1.446728892837575,0.1711825352255083,Iris-setosa
+26,6.725915190141339,2.6701705210763826,4.329584109456078,1.4701109143314384,Iris-versicolor
+27,6.456271522523858,2.951241608218193,4.432064770697471,1.2704713015678302,Iris-versicolor
+28,5.060681470788879,3.590995928313237,1.4058211674729115,0.22967764915316655,Iris-setosa
+29,5.481517335699289,2.267865144825631,3.9218184621026566,1.202130438470463,Iris-versicolor
+30,5.7169391041643,2.9658938715330763,4.702056506103815,1.4100720708201262,Iris-versicolor
+31,4.837004674238655,2.8266509589713618,5.028912360975705,1.548449334936849,Iris-virginica
+32,6.016820565482366,3.1959754746598956,4.763774097011894,1.4316660304733997,Iris-versicolor
+33,5.936716648465974,2.992975495215122,4.179058305903656,1.2729269134821481,Iris-versicolor
+34,4.634364239476305,3.927811435799385,1.694504339816572,0.2919764484067544,Iris-setosa
+35,6.012087993025144,4.390439588071306,1.6084883450652545,0.28958696281970703,Iris-setosa
+36,6.212965353831442,2.8395523417417765,5.165710294714632,1.781203306370806,Iris-virginica
+37,5.931444732965215,2.9838894291537263,5.339238122891551,1.8201727473696818,Iris-virginica
+38,5.5332035985098855,3.103731241882602,4.39460607119699,1.2415226742304146,Iris-versicolor
+39,6.085740885756091,2.356540741957145,3.876834284805078,1.2006713761028815,Iris-versicolor
+40,6.323948234330207,3.1078295179807833,4.407328222636296,1.3382410302032501,Iris-versicolor
+41,6.473384243573393,2.7559386323071036,5.4005010080820215,1.8422609361171376,Iris-virginica
+42,6.605394522066286,2.9543349287357845,5.375879296697406,2.120083208376349,Iris-virginica
+43,5.684184192042312,2.9452990497337006,4.477563183828392,1.3734197346350798,Iris-versicolor
+44,6.172437704241039,3.001053971502328,5.422956413238001,1.8779633460849996,Iris-virginica
+45,5.933904689321374,2.9956898054125403,4.6423330023707,1.6345777074600687,Iris-versicolor
+46,6.918640350675714,3.063148785472644,4.293734568326601,1.6051587951669333,Iris-versicolor
+47,7.294670964929864,2.845230834462604,6.397065002059115,1.6954088684929143,Iris-virginica
+48,5.983528030252906,2.81213895839256,4.396717144048206,1.2452035800049344,Iris-versicolor
+49,5.365511365836589,2.8900820581348063,4.516484221807964,1.4036911959495848,Iris-versicolor
+50,6.703973214541934,2.8845286190404518,5.466707900869981,1.9570565189206086,Iris-virginica
+51,4.869134849367253,3.5573804356632217,1.3514654431062296,0.14000355613754029,Iris-setosa
+52,5.941757031474538,2.9472810856922793,4.342041602053448,1.4841784774226994,Iris-versicolor
+53,5.63937077394524,2.421369246721913,3.6549166112655724,1.3105574919356593,Iris-versicolor
+54,4.936432128968633,2.9724664745921032,1.2713809256631228,1.0221687756619602,Iris-setosa
+55,5.411436529162813,2.929275368791266,1.403219854815346,0.16490211623336257,Iris-setosa
+56,6.894403798276071,2.949693778969656,5.230350255252111,2.1221954880475544,Iris-virginica
+57,7.2534576290605655,2.941148569774628,5.9147261141731065,1.932188580649693,Iris-virginica
+58,6.44332634649382,3.078349893041751,4.570962113354034,1.542680974309267,Iris-versicolor
+59,5.025764802317031,3.1229561226660527,1.5294334080597813,0.11915000105138071,Iris-setosa
+60,5.033035713738226,2.5257786896311876,3.510419025412456,0.9363706674885629,Iris-versicolor
+61,6.757584194595084,3.1900164806990796,5.8922508311985275,2.091825701058931,Iris-virginica
+62,5.214278936870156,3.5416714951878028,1.5713479006356703,0.32023181787610305,Iris-setosa
+63,5.958869319682964,2.8367212067063123,4.727468388464937,1.549272283853885,Iris-versicolor
+64,5.8846200282573555,2.8251152030293842,4.331828992955796,1.4241955219638212,Iris-versicolor
+65,5.725854667429026,2.6897825852309065,3.8505916947251393,0.9966631251133583,Iris-versicolor
+66,6.921806504268016,3.0774553658786217,5.6706823194134195,2.1725335416894476,Iris-virginica
+67,5.442588770989269,2.365374557006332,3.8258849485802475,0.949335024286783,Iris-versicolor
+68,5.161533104225084,3.782684512094471,1.6162111638144825,0.26362274917792816,Iris-setosa
+69,6.0029694096242245,3.2079706616606303,4.266690084631239,1.2359139452102028,Iris-versicolor
+70,4.3595683510269785,2.95234039293331,1.260448428594767,0.0013914085337433657,Iris-setosa
+71,6.113301398796123,3.1805038947640707,5.069335687868456,1.8436721114470571,Iris-virginica
+72,6.321620720141574,2.645419578790315,4.127882345015316,1.2026135213427382,Iris-versicolor
+73,7.308411814369825,3.0859382256933134,5.684586215360115,1.8173788632320198,Iris-virginica
+74,5.999334849659043,2.9995984729057925,4.2366240650893605,1.3043357222946694,Iris-versicolor
+75,4.906399665005386,2.903045844038303,1.4906857323087455,0.0614754914950382,Iris-setosa
+76,4.420315574449059,2.675343920474872,1.3850993358055164,0.13712883822879463,Iris-setosa
+77,4.207340803246973,2.153274477562288,1.455948588388968,0.09693926138796705,Iris-setosa
+78,5.160228931674542,2.6288825774301,4.0183285859262226,1.1559672714464102,Iris-versicolor
+79,4.760950888031717,3.401136065266178,1.3457985981409386,0.15916433679203684,Iris-setosa
+80,6.275394262654159,2.6558364104825833,5.0989771210701775,1.613917780135845,Iris-virginica
+81,5.705623955969796,3.2864447076839487,4.824936371101072,1.2918608283914919,Iris-versicolor
+82,4.368819668354842,2.5624297277313968,1.4252227767955967,0.0914605571953474,Iris-setosa
+83,6.112559974791287,3.128939531075874,4.931326319872833,1.7708617645336193,Iris-virginica
+84,5.275321689254887,4.4095493948234665,1.590780334812937,0.25427532019961446,Iris-setosa
+85,6.96832010937959,3.511901536701772,5.503588093706622,2.1773416960878995,Iris-virginica
+86,5.076166346547247,2.484308392633391,4.532378803386235,1.7582027040229888,Iris-virginica
+87,4.690413359060476,3.370690503799347,1.3945152352816566,0.2639100976815364,Iris-setosa
+88,6.7635427540458695,3.369467475539346,5.28307180435833,2.264392740418291,Iris-virginica
+89,6.904394323504304,3.543800420640043,5.950272096342895,2.4549774157091853,Iris-virginica
+90,4.96595561128872,3.1846847763034614,1.3724096937865147,0.23662239142325542,Iris-setosa
+91,5.376294263267578,2.50637566324467,3.521864920446617,1.100709272411767,Iris-versicolor
+92,5.676508286811627,3.235509217760671,4.841414899765225,1.5560544260533407,Iris-versicolor
+93,5.613441966164303,2.469873322629057,3.9049768241343354,1.219233170028586,Iris-versicolor
+94,5.06124782104449,2.0616880717666475,2.641335932587461,0.8501057183955618,Iris-versicolor
+95,5.200431312507958,3.465447684016711,1.7704801189907484,0.14313637030911064,Iris-setosa
+96,5.429866162841309,2.2110844885338947,3.849315464064615,1.2180935096688286,Iris-versicolor
+97,6.04060931511511,4.5902294042106035,1.4939366312580038,0.2649741930156281,Iris-setosa
+98,5.072968677979574,3.6658205809315088,1.4101040443198012,0.21033689866934951,Iris-setosa
+99,4.606338336928012,3.072092250702805,1.5873080253872989,0.8800222820835126,Iris-setosa
+100,6.650804546792104,3.091119850290351,5.780189762100916,1.8315119552299521,Iris-virginica
+101,4.997300311714189,2.999266857981397,1.234594489231085,0.28515477968957137,Iris-setosa
+102,4.7536172944352355,3.2401739297294245,1.5353811474720285,0.12182656687021937,Iris-setosa
+103,5.436866560104806,2.7117218399656786,4.218751949207846,1.0669427819266497,Iris-versicolor
+104,5.156413318184535,2.5709066399231864,4.258820408713436,1.1088500067294125,Iris-versicolor
+105,6.096088434453536,3.239398676455875,4.136529721502813,1.393137628975826,Iris-versicolor
+106,4.699116522060774,3.449389286403351,1.7034530058707527,0.30896668557084833,Iris-setosa
+107,6.104226820297586,2.908836915597482,5.016873695509033,1.6060435030185247,Iris-versicolor
+108,4.462710839845699,3.067405411015768,1.5106309843635741,0.14391754112118757,Iris-setosa
+109,6.561318268227645,3.2809882846311083,5.381990418219439,2.0256639612575587,Iris-virginica
+110,6.462029032776843,3.3337748712248265,5.490940061136781,2.1332708583468563,Iris-virginica
+111,7.374853412906086,2.6647503644720976,5.2011722574305095,1.788313452185418,Iris-virginica
+112,5.529732533700636,2.821164617484995,4.857898899955632,1.8176287789190813,Iris-virginica
+113,4.799292601658731,3.0652043073760455,1.135455539254604,0.32365350209401256,Iris-setosa
+114,5.535651408792271,3.2439827688517835,1.6024428598019094,0.3231333238421625,Iris-setosa
+115,4.9722830029360185,3.15959390534318,1.4285060165865648,1.0991564623634957,Iris-setosa
+116,5.618421471360553,2.775325168418938,4.767071115278197,1.649021037455705,Iris-versicolor
+117,5.91896954676451,3.361915144222636,4.905052866546744,1.9699927039457281,Iris-virginica
+118,6.610995149370226,3.013249930868434,5.341278697307162,2.054053650374133,Iris-virginica
+119,6.318717235414118,2.7664284517395705,4.923378181615344,1.6471453399169105,Iris-virginica
diff --git a/iris/tvae/1/6/test.csv b/iris/tvae/1/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/6/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/6/train.csv b/iris/tvae/1/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/6/val.csv b/iris/tvae/1/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/6/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/7/synth.csv b/iris/tvae/1/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8a9b4bed1a48f93e4206a68d991df1a4a42b9dd7
--- /dev/null
+++ b/iris/tvae/1/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.200929937067494,3.368421948634231,1.3849317226932232,0.2701062637495517,Iris-setosa
+1,5.559491829412637,2.9424453086560893,4.087702434348902,1.5952075245008517,Iris-versicolor
+2,6.70072506876658,2.951594244160399,5.26629806803247,1.6305808898524718,Iris-virginica
+3,5.7221433999473374,3.9020826231850587,1.465545379203237,0.24311668851216162,Iris-setosa
+4,6.090957972256906,2.71987239004469,5.1429496336734095,1.5496261763183337,Iris-virginica
+5,6.772053570656166,3.357666691313374,5.413099676702231,2.0048210007839695,Iris-virginica
+6,5.583026421999316,2.46604630781865,3.7030888725439532,1.1917487761691095,Iris-versicolor
+7,6.916125212701134,2.9680307209520005,5.269950960187156,1.6693232023256162,Iris-virginica
+8,5.158310764314721,3.6923181462310937,1.508795355245268,0.205294365185164,Iris-setosa
+9,5.075141832115681,2.4017948873170645,2.873329671219543,0.728275199426708,Iris-versicolor
+10,5.486779345947237,2.5077815574370876,4.040919568779096,1.3218151610925613,Iris-versicolor
+11,6.141434869466113,2.9350961305855807,4.661278123386553,1.3282329370841714,Iris-versicolor
+12,5.45503036264617,2.4108257538911806,3.8679578167066033,1.002579919045285,Iris-versicolor
+13,5.921856678549577,2.587346881549985,4.118599419850987,1.3752122886319724,Iris-versicolor
+14,5.46380123343083,2.8430108726873944,4.41054689194508,1.3480565637803563,Iris-versicolor
+15,5.8483033158353335,2.7822865880992884,4.897788931104195,1.3727374981932277,Iris-versicolor
+16,5.326386889860636,3.114563578841064,4.532677852601079,1.462337724505062,Iris-setosa
+17,6.238940518842516,2.636970779468702,4.954862049468297,2.0738072878419698,Iris-virginica
+18,6.730907618373811,2.5524598150792803,5.341427621396967,1.8041367849945846,Iris-virginica
+19,5.8434125037696125,3.0876849462660774,5.065425062339231,2.004067676765479,Iris-virginica
+20,6.068813169946564,2.3214705147770225,4.08293985951656,1.2095777069311757,Iris-versicolor
+21,5.821767998280766,4.356124433097762,1.532962608171332,0.3357779427374967,Iris-setosa
+22,6.0917910939731765,2.724851104707767,4.495392395954294,1.549937324208213,Iris-versicolor
+23,6.839590080441175,2.667825584109015,5.059618785482511,1.4364913059871873,Iris-versicolor
+24,5.154740768880696,3.4101672577788813,1.6259826237085326,0.017854595117965583,Iris-setosa
+25,5.297527247856595,2.6365348281050096,4.058060712283165,0.9920332194964556,Iris-versicolor
+26,6.084492723349567,2.748961774126675,4.946685331962803,1.709377374168521,Iris-virginica
+27,5.333082803650131,3.7118007664263892,1.5529198585387671,0.27225306457783394,Iris-setosa
+28,5.0106636747420845,3.0663005098733627,1.3642034198606958,0.27538103587941704,Iris-setosa
+29,6.792821192565465,2.9284501830709453,5.798724085209677,2.118166263887709,Iris-virginica
+30,4.682148062585185,3.6050115983674815,1.615294571626051,0.2778367724088802,Iris-setosa
+31,5.206503831276717,3.09053111849696,1.4502004925728518,0.2398288406582858,Iris-setosa
+32,6.72108635717383,2.957785102584309,5.481255967722594,1.5185200843337912,Iris-virginica
+33,5.246593282911713,3.1400238064883843,1.2252116180105048,1.1972609623511836,Iris-versicolor
+34,6.092538213579738,3.1533842887266497,4.802389550349574,1.3072609764498975,Iris-versicolor
+35,6.11376730863419,2.9411068630220294,4.232395341102105,1.3578788492290714,Iris-versicolor
+36,5.991953025858002,2.4218331621203646,4.861495640191676,1.7299376515032527,Iris-virginica
+37,5.301817942468296,4.3402719504589395,1.2281828220703555,0.18933388764782738,Iris-setosa
+38,6.32092337916949,3.015663668689975,4.419180298606783,1.9381667211423899,Iris-virginica
+39,6.077820297351166,2.876586207213036,5.220582881765552,1.9151879152239784,Iris-virginica
+40,6.393978593345393,3.2049324518201985,5.428518372835949,2.3856275792503396,Iris-virginica
+41,5.264937929585049,3.9304925890463824,1.1676986587020224,0.18330417777089555,Iris-setosa
+42,5.80267196736872,3.0965944186639,3.6765935043353863,0.9856481286389651,Iris-versicolor
+43,5.766847750635677,2.8599381643736193,4.565754010757008,1.6299178743743437,Iris-versicolor
+44,6.463609372844115,3.125205453798553,5.619132938166319,2.0652281231822505,Iris-virginica
+45,4.519619424423904,3.181259540324846,1.3339697664742394,0.12033241926661353,Iris-setosa
+46,4.45389773311331,2.9662617835912832,1.5016111856557353,0.2413383351936436,Iris-setosa
+47,6.655369722396452,3.3240130040462157,5.192779566288661,2.225063399604994,Iris-virginica
+48,6.516685726918816,2.7106543798936467,5.015982386577439,1.9444061131305952,Iris-virginica
+49,6.119250379681225,3.115737503274659,5.396646997785947,2.037592846443541,Iris-virginica
+50,4.944358571294951,3.1342340018923895,1.546542499781966,0.2682110469888157,Iris-setosa
+51,6.239990157134295,2.824487914851778,4.871356795397401,1.7178419590767553,Iris-virginica
+52,4.8717602506423905,3.2419382266781076,1.5627768603773027,0.1652104472020005,Iris-setosa
+53,5.353114904024964,3.1103205280519552,4.2048343717126,1.0399357086642143,Iris-versicolor
+54,6.326840949967634,2.6415774879581804,4.188871036330504,1.3105578495476582,Iris-versicolor
+55,6.008807376624006,2.884237656837611,5.133329916907953,1.9925527510916299,Iris-virginica
+56,6.444317333770393,3.1523539213943392,5.719883304153363,1.9619544533837188,Iris-virginica
+57,5.418170320626747,4.323417353517586,1.2190645494477463,0.27203212585293196,Iris-setosa
+58,5.248429136332633,3.2780132554244212,1.8173192770031208,0.372976427148503,Iris-setosa
+59,5.713476670024809,2.9119765883784345,4.094512424084571,0.9708221497059037,Iris-versicolor
+60,5.590287976960444,2.672442961661334,4.800762560445522,1.6570924634569058,Iris-virginica
+61,4.551871091507201,3.187929130630227,1.5066622010670443,0.20426135671094697,Iris-setosa
+62,4.755672500726901,3.259868624731701,1.274282742439936,0.22100363219488295,Iris-setosa
+63,7.367308413772221,3.332416287451444,5.927393007077856,1.8717316430764366,Iris-virginica
+64,4.787481984112143,3.2628754793628323,1.5656764299433248,0.18009149744905953,Iris-setosa
+65,6.097797202623041,2.547362434758709,5.018690624582262,1.817892599907438,Iris-virginica
+66,4.568101617232407,2.8318608518255717,1.4353166338701386,0.16682710926462127,Iris-setosa
+67,6.234978648076661,2.9804601205315446,5.026043244787623,1.4828146063851113,Iris-versicolor
+68,5.363312310440852,2.370746347218067,3.692307149647321,0.768676149981387,Iris-versicolor
+69,5.698070071209141,3.2704618879138527,4.491687624345794,1.4694179672358696,Iris-versicolor
+70,6.7305909287081,3.2023761134363817,5.323760651386175,2.087380001381546,Iris-virginica
+71,5.774998567090918,2.946329965258828,4.118753570609559,1.444724283709101,Iris-versicolor
+72,4.883753574091837,3.8128145661400517,1.6622662703260678,0.19676473260954155,Iris-setosa
+73,6.312966943391229,2.600977603310759,4.925511947754139,1.802952193684494,Iris-virginica
+74,4.769730020171965,2.736081947240404,1.3632077161196647,0.2308635271984245,Iris-setosa
+75,6.332344162913824,3.236246692395595,4.675213517235952,1.4933328172944342,Iris-versicolor
+76,6.1248114572461185,2.4570706903074813,5.688576452154479,1.9645216010873647,Iris-virginica
+77,4.499242657783714,3.3161170964083437,1.3186251311287558,0.17606304635536957,Iris-setosa
+78,4.5331573235345495,3.38443935606123,1.3684759789305938,0.18042645194882848,Iris-setosa
+79,5.545998626092767,3.013430125597135,5.166643601920326,2.168487118548962,Iris-virginica
+80,5.139057802653208,3.1320850736406793,1.5040986103802685,0.1649423216208883,Iris-setosa
+81,4.646425853081013,3.1899794212730384,1.4295804734992976,0.2186196897875189,Iris-setosa
+82,4.889233630927558,3.4455291361062583,1.3500409978262278,0.3357159971507774,Iris-setosa
+83,5.528602130880479,3.6025053662220863,1.5476435396673178,0.28129714032094405,Iris-setosa
+84,5.972579029789971,2.7492101028126203,4.807588709157017,1.668754088283937,Iris-virginica
+85,6.858100713628787,3.2122295849303013,5.722535480200718,1.928627447571533,Iris-virginica
+86,7.036889443488811,3.2649499224650294,4.390161821340739,1.5125706940777577,Iris-versicolor
+87,6.216101740110597,3.021876374655602,5.253515128673576,1.9681651292262603,Iris-virginica
+88,5.468461327227721,3.5119697064914797,1.604779514374746,0.2431926887175571,Iris-setosa
+89,6.525299206049203,2.8948921999664035,5.1909633804936695,1.6637002705091786,Iris-virginica
+90,5.649494731471255,2.72795682717872,4.414115829139385,1.473977142351388,Iris-versicolor
+91,4.756488308642025,3.1323559810523003,1.2582752620932853,0.08970050961170456,Iris-setosa
+92,4.767925770042139,2.798338084174422,1.3321693061166406,1.0071846377904525,Iris-setosa
+93,4.893161202350438,2.834445438766739,4.368025794622299,1.5905520550405652,Iris-virginica
+94,5.4764075052301235,2.9602464087198097,4.274915867660867,1.17779303994926,Iris-versicolor
+95,5.242982703315094,2.6346143306686756,3.8851413945236004,1.372615069069947,Iris-versicolor
+96,4.913992686451613,3.169610704726579,1.3280207792263832,0.20356284558975002,Iris-setosa
+97,6.628374987511631,3.3357107959850927,5.27910682029974,2.0359726634380992,Iris-virginica
+98,5.835026861046441,2.946173722959501,4.742597137936661,1.6732295316655663,Iris-versicolor
+99,6.3169316560999835,2.8950585550299865,4.880455197449858,1.6861040287717945,Iris-virginica
+100,6.236434254616426,2.611358925531233,4.335662453872741,1.2012123622115898,Iris-versicolor
+101,4.955042097154996,2.3529405240200987,2.3437828830669396,0.9219588795569706,Iris-versicolor
+102,6.136944441884738,2.8083358903466915,3.833150859030071,1.0660382833482736,Iris-versicolor
+103,5.5240859538323015,2.6912793989625103,3.901176021463258,1.0758978891020803,Iris-versicolor
+104,7.794135098058396,3.1540176226136913,6.254168019216345,2.339708051990388,Iris-virginica
+105,5.463083873622561,3.9348860365642477,1.4703549494627182,0.3611505324326759,Iris-setosa
+106,6.391463932916967,2.9972798096678783,4.846850900729486,1.5472117864304593,Iris-versicolor
+107,5.164576882092042,2.313507795565015,3.843335696967572,1.072386952663742,Iris-versicolor
+108,5.956864918571598,2.981257969429022,5.196629701451803,1.6240190967726553,Iris-versicolor
+109,5.424046241619193,3.1580490474130145,4.512277183579926,1.643687552080711,Iris-versicolor
+110,4.761028039830169,3.07135789333065,1.6609058476598886,0.25310768084937996,Iris-setosa
+111,6.019289976966804,2.5964096622054114,4.602237339927443,1.3055392788218056,Iris-versicolor
+112,6.4332184082375425,3.02681296073946,4.747924591793913,1.4484779866584847,Iris-versicolor
+113,6.584363645698194,2.9948886549367266,4.267087251059894,1.4846808575325374,Iris-versicolor
+114,5.1383434740374305,3.4855729487833775,1.582263799301228,0.2653921296897056,Iris-setosa
+115,6.233237189271541,3.0648111678871266,5.225426355060212,1.9796245448103231,Iris-virginica
+116,6.473394923384404,2.983163346898623,4.817342533422632,2.046541873837716,Iris-virginica
+117,4.968397178628944,3.0925499326643826,1.4067743401910928,0.2025593314282147,Iris-setosa
+118,6.35522173014927,2.8140134908087635,5.354953474336742,1.7094200190353466,Iris-virginica
+119,6.1239233970532965,2.9228044617823494,4.0745417957128645,1.2064989872552756,Iris-versicolor
diff --git a/iris/tvae/1/7/test.csv b/iris/tvae/1/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/7/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/7/train.csv b/iris/tvae/1/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/7/val.csv b/iris/tvae/1/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/7/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/8/synth.csv b/iris/tvae/1/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..69142092e97b4758bdb359acc8b422dbdf3946d4
--- /dev/null
+++ b/iris/tvae/1/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.421759394229401,2.8091582920274667,5.085438934058679,2.2961510748591016,Iris-virginica
+1,7.10916960877918,3.2320825218659617,5.975946420324293,1.7335623070551178,Iris-virginica
+2,4.7971068986066765,3.374367124673354,1.5423157533240468,0.8054847560255856,Iris-setosa
+3,4.779200737244162,3.551067210135191,1.3754077335462815,0.1702043245349258,Iris-setosa
+4,4.371188432772176,3.210281437067019,1.5495321790978691,0.20967980390437727,Iris-setosa
+5,5.4322894556768615,3.0392447469617268,4.548907782915442,1.049829422172834,Iris-versicolor
+6,5.558037826935441,3.7252853229523177,1.6786035664702115,0.31644593637407237,Iris-setosa
+7,8.020487806829893,2.9396423726585477,6.183543652606232,2.545903197619566,Iris-virginica
+8,6.138428374301075,2.6934291256582448,4.895476642658291,1.8749334726891786,Iris-virginica
+9,5.105486265682747,3.3796784555304917,1.4131046940343261,0.10142198481896958,Iris-setosa
+10,6.525285297621728,2.751400920827552,5.093155989282753,1.6308390506603336,Iris-virginica
+11,5.98009133813616,3.778005516677218,1.3305420170510835,0.29112828800008644,Iris-setosa
+12,6.514389452995245,2.927869688526236,5.339618637992774,2.0585595917459862,Iris-virginica
+13,6.202725722223776,3.5787746798401487,5.528397201085921,2.0551486136984423,Iris-virginica
+14,4.985856105356533,3.1750551994135554,1.5334394920117382,0.23118769926474006,Iris-setosa
+15,4.795558985447164,3.8079659519575246,1.5090738325240252,0.36089655566854656,Iris-setosa
+16,7.309592573534279,3.0625183273017056,6.003268237520182,1.7124662833245181,Iris-virginica
+17,4.588853060945382,3.4224329554581865,1.1146337835698046,0.17896163231475837,Iris-setosa
+18,5.677535101398458,2.759150527617367,4.184690757675403,1.5512830673996714,Iris-versicolor
+19,5.228678989605614,3.7268597503451235,1.517938788739559,0.3242012518935805,Iris-setosa
+20,5.714231614368324,2.4115502720845488,4.152455763287684,1.0470182057924737,Iris-versicolor
+21,6.682313215100632,2.961699628360958,5.383574701409068,1.9433657200086711,Iris-virginica
+22,5.757782527340932,3.4434441849424604,4.476647041628589,1.294582273591971,Iris-versicolor
+23,6.496779936693217,2.992701366427433,5.34417404927618,1.9724506234050532,Iris-virginica
+24,5.57858856541902,4.129381732274415,1.2915862086757453,0.2299471395238754,Iris-setosa
+25,6.00365108067218,2.8708047166268758,4.312987787992852,1.1379295261543583,Iris-versicolor
+26,4.832103036525254,2.8336597340101397,1.4035294327545254,0.01661538295039211,Iris-setosa
+27,5.639144199209778,2.6668489882142112,5.109332858564987,1.7294407707038495,Iris-virginica
+28,6.158987546102106,2.8650499719577502,3.9160243054865926,1.1279023227229135,Iris-versicolor
+29,5.737209309512444,1.9960805100349333,3.7955183112960924,1.0077733418274715,Iris-versicolor
+30,5.126535827326511,3.46627548276587,1.4965438259545152,0.21565011095962833,Iris-setosa
+31,5.817512544339643,2.758394085148986,4.004725322537958,1.1372326181627699,Iris-versicolor
+32,5.4092798498930925,4.058251062079316,1.369420786856749,0.2538568233784182,Iris-setosa
+33,5.138667212465495,3.102975685670111,1.5834896608447178,0.379158179983091,Iris-setosa
+34,6.660701028456069,2.7978152209623963,5.051346964151334,1.7083602214517546,Iris-virginica
+35,4.2600372715159445,2.885323250202347,1.4112337706719236,0.07060775386214962,Iris-setosa
+36,6.587709091412376,3.0667428978729228,5.600119230208474,2.110470235617666,Iris-virginica
+37,6.527184419655558,2.6633424521745557,5.1872077740623554,1.9052472552316304,Iris-virginica
+38,6.0177953666457,2.3494729375464183,4.07281490441689,1.1303520303695862,Iris-versicolor
+39,5.982745130342172,2.8065074573760045,4.9716350977316575,1.8333860225516814,Iris-virginica
+40,6.112992417651735,2.706283884522932,4.2966446985005415,1.417094351527095,Iris-versicolor
+41,4.884176131754639,3.1042606063074114,1.374996159151515,0.19031493521010645,Iris-setosa
+42,5.985861928765589,2.846759746108787,5.075873308889759,1.7413591536758821,Iris-virginica
+43,6.113372537431084,3.3861555770495926,4.521556398143107,1.35989824911735,Iris-versicolor
+44,6.053901163046397,3.0713995008955153,4.219716005675915,1.461104467969626,Iris-versicolor
+45,6.847969544149294,3.209449465723992,4.593007091887344,1.5502829141401184,Iris-versicolor
+46,6.303674554568222,2.7905166807309887,5.175664273999269,1.5927437285997568,Iris-virginica
+47,5.174201793271572,3.990253463579112,1.2446187570015619,0.17704993737131197,Iris-setosa
+48,5.590959071345326,3.012007890096027,3.9558200866603443,1.145308536672967,Iris-versicolor
+49,6.859044634655364,2.952777014494417,5.471661736894666,2.0337026480900966,Iris-virginica
+50,5.076263302274071,2.6906290181659513,4.102943844889938,0.82250007056598,Iris-versicolor
+51,4.630766934934572,3.1846726167385837,1.3916957192681385,0.28856091274342544,Iris-setosa
+52,6.063984757643641,2.6504661932317553,4.796879377226828,1.7415277279426067,Iris-virginica
+53,6.049841786811596,3.020588117036811,4.709929641568219,1.3456180952648813,Iris-versicolor
+54,6.719567721935332,3.4008127673796094,5.342278389817736,2.3908312963916,Iris-virginica
+55,6.614285459458266,2.9606108602001218,5.203281295643696,1.4899530733242923,Iris-virginica
+56,4.428530011150456,3.0024428587988563,1.5296497630220227,0.17504360838049304,Iris-setosa
+57,4.634897190151917,4.101838369762823,1.2502026570698235,0.20765807882785237,Iris-setosa
+58,6.578791536584095,2.977269760798749,4.8072775587550725,2.001752755002881,Iris-virginica
+59,4.780676468317532,3.407208581418729,1.5149273032780666,0.2250098171200739,Iris-setosa
+60,5.521983413336026,2.7540016799193006,4.442181665253147,1.5645886762880699,Iris-versicolor
+61,5.464884038173221,2.983623170759448,1.2646960059750478,1.2438438508092888,Iris-versicolor
+62,6.099185835735441,2.9042622710228225,4.938257546422635,1.639458468487394,Iris-versicolor
+63,5.7916634748785745,2.5788115884414813,4.237477295844071,1.2958202285899967,Iris-versicolor
+64,6.092871971724177,2.7181989844415946,3.9663368745828156,1.321082795397709,Iris-versicolor
+65,5.519674257158879,3.0855331657978056,3.9777935447630868,1.1495752269301467,Iris-versicolor
+66,5.824452995676829,2.9143833766534772,5.253961711485114,2.017441123006291,Iris-virginica
+67,6.0170029811573285,2.9666740067316066,4.1649580993610265,1.4798606599381854,Iris-versicolor
+68,6.299142923242354,2.7490156875963514,4.534528111304563,1.6302465328065288,Iris-versicolor
+69,6.061737956994086,2.909446930811735,4.870854115526933,1.8479952466189689,Iris-virginica
+70,4.970323102550517,3.2096192621925796,4.307404449251932,1.8524481281453862,Iris-virginica
+71,6.622099288983683,3.0906066372537007,5.537385208323608,2.334300580661098,Iris-virginica
+72,6.261469525147453,2.967849995869759,3.76378430424636,1.1919091588562793,Iris-versicolor
+73,4.305350199929468,3.2842294518333137,1.0332911933901348,0.16630286175115394,Iris-setosa
+74,5.8594562481905825,2.665718661831161,5.507863855773909,1.6587560507270838,Iris-virginica
+75,7.106135458746767,3.5286480140104017,5.921658002685588,1.9448732890149594,Iris-virginica
+76,6.34890682941217,2.3544279827807832,5.418187787438537,1.7981357607002435,Iris-virginica
+77,5.895175936474653,3.1837070706314106,4.605015685241596,1.3565352978868739,Iris-versicolor
+78,5.636762726996045,2.372679029097947,4.076748432179091,1.1746841307371205,Iris-versicolor
+79,4.951468051237354,3.689135317115066,1.5070178805778376,0.19244769723828703,Iris-setosa
+80,6.075374000080299,2.8196374331875544,4.949873839287543,1.7928788523505281,Iris-virginica
+81,6.197347401699395,2.9190002984056957,5.333162000537584,2.164463247036879,Iris-virginica
+82,6.890123981973631,2.9418579752700333,4.986690559704209,1.9356207244079124,Iris-virginica
+83,6.213271432763622,2.659819234825986,4.979490750101648,1.7074029189861384,Iris-virginica
+84,5.631351562027506,2.9286793784887917,4.904314679116111,1.526823291258614,Iris-versicolor
+85,6.131695990059673,2.682201670531053,5.167554679916822,2.0981249629857857,Iris-virginica
+86,6.863458267995717,3.060280784821326,5.843890408353614,1.8311771960084944,Iris-virginica
+87,6.5274226988559665,2.5930790178016587,4.653786512647108,1.6697707253861334,Iris-versicolor
+88,4.980913966003759,3.6045380435558485,1.5077186612437097,0.18357010279021457,Iris-setosa
+89,5.798871082198532,2.5747763749246135,3.717643212885351,0.9803636498906455,Iris-versicolor
+90,5.859299436151354,3.235761581816143,3.9410374912143196,1.3124905998195253,Iris-versicolor
+91,4.929179994952565,3.703687832752778,1.752746945277358,0.29211655473073833,Iris-setosa
+92,5.19529269012805,2.5147316848974977,4.096410823359172,1.2570342181929188,Iris-versicolor
+93,6.811826292903726,3.0406256228552966,5.620948936474173,1.7272748890064349,Iris-virginica
+94,5.191493661405185,3.4281728048825064,1.3655881408229709,0.169509044974581,Iris-setosa
+95,6.651980327791967,2.7764787520480123,4.125585429104846,1.4179736629728765,Iris-versicolor
+96,6.085184750182596,2.9178707354329725,4.846298918584307,1.6782058121563717,Iris-virginica
+97,6.742619802655327,3.120804463640367,5.244474825708648,2.0899745197384068,Iris-virginica
+98,6.12574642157507,2.9247977994131658,5.029842004981051,1.9756569012208476,Iris-virginica
+99,5.009070998830059,3.1404873990335327,1.422204940251911,0.2060518800050719,Iris-setosa
+100,6.59785104313729,2.81285289048595,5.613666891526543,1.4816763808043967,Iris-virginica
+101,6.2734156213853005,2.6217582865757287,5.127402681345142,1.9569204829385645,Iris-virginica
+102,5.627230165788582,2.9938612028429996,4.2603416782976025,1.4393441362392807,Iris-versicolor
+103,5.977418470507133,2.9339544243221787,4.952926531641361,1.9554944044148677,Iris-virginica
+104,7.162047845504672,2.7820849338623135,6.108292754581617,1.8494591381470933,Iris-virginica
+105,5.783315772842625,2.767753588955561,4.2708770744316595,1.1895305480319145,Iris-versicolor
+106,5.516583615001541,3.1232092885500404,4.5847888961257945,1.6141506731090938,Iris-versicolor
+107,5.027079009144901,3.6919870735531446,1.4758776934192483,0.20137317819904543,Iris-setosa
+108,6.6420492156463045,3.2930920881778016,5.779569560661263,2.608925322169396,Iris-virginica
+109,5.4385946608285325,2.5696239390510733,4.023210485422822,1.3891479249536,Iris-versicolor
+110,5.419848380819611,2.9628209681622755,3.860942619004357,1.30155304485288,Iris-versicolor
+111,6.640158110888926,2.7933325999701037,4.6221614537247895,1.3520459970773686,Iris-versicolor
+112,5.638553508757665,2.7657520683328025,4.531297865199675,1.6831507917855602,Iris-versicolor
+113,6.283634095724253,2.820953788336506,5.144930777572872,1.663310147824141,Iris-versicolor
+114,5.50107347547438,2.5544517236294078,4.181173563959218,1.485310339363497,Iris-versicolor
+115,6.934488012992187,2.8559208782887735,5.144982460108192,1.6928712530673942,Iris-virginica
+116,4.332908224925734,3.0969619309028795,1.249588310970576,0.29293065141194297,Iris-setosa
+117,4.951093996739627,3.137332492835526,1.507773654272907,0.4011309044627539,Iris-setosa
+118,4.69722265040092,3.520471610088938,1.5489481850370228,0.15011920074036278,Iris-setosa
+119,5.267306231730581,4.04678540224797,1.7008841794249128,0.15319006355088383,Iris-setosa
diff --git a/iris/tvae/1/8/test.csv b/iris/tvae/1/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/8/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/8/train.csv b/iris/tvae/1/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/8/val.csv b/iris/tvae/1/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/8/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/9/synth.csv b/iris/tvae/1/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4c9df1b9235147ba26f2c3e2e46dfb096094929a
--- /dev/null
+++ b/iris/tvae/1/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.477682905919769,4.115688628460722,1.0910295859640256,0.2892183071061981,Iris-setosa
+1,6.3123721508880415,3.263323209245406,4.45358746000804,1.4494209246139464,Iris-versicolor
+2,5.602474185251517,2.5887659253202133,5.471358367939002,1.6357980496018412,Iris-virginica
+3,4.713400873939983,3.5335704626891697,1.4609090485873077,0.27336355923561395,Iris-setosa
+4,5.844683433529199,2.879403158574608,4.4796937890820105,1.6175692485302409,Iris-virginica
+5,4.677581315560747,3.1481050916178654,1.300353627432803,0.09699146898046535,Iris-setosa
+6,5.064928755995185,3.605762341740965,1.5617169218359348,0.15787660443497437,Iris-setosa
+7,5.112932478248351,3.827388988761247,1.6093252477122015,0.18100657872173043,Iris-setosa
+8,4.752045868743352,2.742112794683525,1.2646627512683681,0.08301109548382976,Iris-setosa
+9,6.371954674628937,3.0555972354241776,4.889731625663424,1.6864470258327575,Iris-virginica
+10,5.496032224898144,2.991590636870372,4.582958384007736,1.3276808149814845,Iris-versicolor
+11,5.896440366866037,3.657739150160296,1.5515246316084836,0.267422918033695,Iris-setosa
+12,7.00741949806712,2.8730198506380553,5.398221517204594,1.6308087917431406,Iris-versicolor
+13,4.889597290182438,3.2217592982586547,1.349538600422045,-0.08104702142422654,Iris-setosa
+14,6.172055264382886,4.216746622709529,1.3036888713323953,0.2420970785824412,Iris-setosa
+15,5.909379352909225,3.030884833015728,4.414098577320233,1.5771543656202553,Iris-versicolor
+16,5.297199420146388,3.2787520321454013,1.4177369514435294,1.1688253245467783,Iris-setosa
+17,4.365034229449801,3.1589581417923593,1.4594719243591339,0.17354416210314602,Iris-setosa
+18,4.910497070307111,3.6666657191411556,1.117629816370144,0.2064705286729553,Iris-setosa
+19,5.176092290707752,3.4856104569328004,1.3124378574506208,0.20769217225868422,Iris-setosa
+20,7.02120025336167,3.1141191185731385,5.440408754893346,1.8477192100198732,Iris-virginica
+21,6.08427657194939,2.725519682901525,4.847197727366865,1.7502997553285402,Iris-virginica
+22,4.982032969521127,2.7451466122449877,3.8543182727899445,1.1175495879205124,Iris-versicolor
+23,4.956906795678082,3.1714912988665174,1.6153665387684337,0.33080400201379234,Iris-setosa
+24,6.096632704870918,2.7002804840411643,4.6123600694404105,1.8459702216577494,Iris-virginica
+25,5.0437046900410865,3.3368011035507794,5.302419924352258,2.0765580156250865,Iris-virginica
+26,7.028762137792212,3.067757501544021,4.474939945498139,1.2518612842583594,Iris-versicolor
+27,5.090596004294829,3.1053020322413034,1.477067722399972,0.08570069403440408,Iris-setosa
+28,6.137501566881601,2.5547176090541743,4.7117774240022205,1.7547407078674628,Iris-virginica
+29,5.88267334944242,3.1171474577703737,5.25394439018204,2.0557428021603985,Iris-virginica
+30,4.885227846814002,3.1395480550735297,1.3613606551123625,0.9849470106931704,Iris-setosa
+31,5.526456866950178,3.926492128865718,1.5481586460727674,0.19863483237239732,Iris-setosa
+32,6.755104707089096,3.4767936053346613,6.172688375714935,2.43182600578132,Iris-virginica
+33,6.324910230915871,2.926413403395673,4.650946473298681,1.5153333571691576,Iris-versicolor
+34,6.040071104621041,3.1318941415255956,4.728427552970193,1.3586114482588845,Iris-versicolor
+35,6.155689913287855,3.152307454844874,4.516842747368508,1.0834576174802506,Iris-versicolor
+36,4.91921388769917,3.110924352642484,1.4051959946027888,0.31888833921538545,Iris-setosa
+37,6.8220289236139635,3.1358281530265475,5.648075679777885,1.687372202094536,Iris-virginica
+38,5.037253296089783,2.9879488330355213,1.4167767784940353,0.329148182110161,Iris-setosa
+39,6.283859485182886,2.843464334063813,5.099268506327476,1.5417436104441757,Iris-virginica
+40,4.321092942710924,3.238763410491801,1.2142675492835606,0.1620586864228798,Iris-setosa
+41,6.495137932897326,2.8380229940645845,5.0726047758000385,1.637595203269304,Iris-virginica
+42,5.441060133762935,3.0477685443411646,4.293953882599394,1.4382828638191574,Iris-versicolor
+43,6.4221045512663055,2.960568624131925,4.548162481080664,1.4841136347684933,Iris-versicolor
+44,6.314974809674099,3.1542094846993844,4.822310945035599,1.1809368484058735,Iris-versicolor
+45,6.432798763935547,3.5389909649318905,5.782621841921971,2.359321815455216,Iris-virginica
+46,5.844178613112718,3.7556622063851943,1.4684057793119853,0.27169491447738775,Iris-setosa
+47,5.502263724910789,2.719886195264219,4.225132067655786,1.3520015884137144,Iris-versicolor
+48,6.6589103042415125,3.2581773153896294,4.740345027433589,1.5809137751033084,Iris-versicolor
+49,7.1069950874508665,2.7843483968563225,5.778693622533538,1.5533876067806638,Iris-virginica
+50,6.81678660141927,2.7210653822161897,5.638675506198832,1.8466358718773503,Iris-virginica
+51,6.128923363199858,2.6752036850572454,4.143000714673855,1.276883889031312,Iris-versicolor
+52,5.346264836630171,4.0336906232945,1.5590467483824724,0.3255706970219582,Iris-setosa
+53,4.55353427315819,3.453138058471176,1.5859188927214434,0.24876370921059426,Iris-setosa
+54,5.937502512517472,2.738390104722093,4.974080019173283,1.9695111956041464,Iris-virginica
+55,6.027703247018725,2.2297109782298437,3.952960315817536,1.0173118470937634,Iris-versicolor
+56,5.047838480714269,3.275985650469107,1.385422068801914,0.2505387222509097,Iris-setosa
+57,4.742429810798079,3.4252097557759336,1.5693258030575372,0.14526429769683558,Iris-setosa
+58,5.984890851370291,2.8878100285017845,4.523788416569985,1.4492255382004997,Iris-versicolor
+59,6.3685194726067,3.0764601368754523,5.08281132373866,2.0291301415037184,Iris-virginica
+60,6.44566445297579,2.7886596613366477,4.32017052735126,1.5310738562764907,Iris-versicolor
+61,6.10999757513222,2.7998244698075356,5.184657846080666,1.9389798498731792,Iris-virginica
+62,6.235863120753215,3.231906430494095,5.5608874820273035,2.488630329698642,Iris-virginica
+63,5.128329323667847,3.087807901450632,1.3760404381027378,1.41232164516056,Iris-setosa
+64,5.3997392535044595,3.1386090268733664,4.832728595355985,0.2606206000644274,Iris-setosa
+65,6.157474038364062,2.978417172330131,5.149658878731642,2.06360467042876,Iris-virginica
+66,6.232219178467517,2.6820188557801883,5.473566093761225,1.6604128596272822,Iris-virginica
+67,6.897461758648318,3.237925008816684,5.743488706967889,1.9088859843787152,Iris-virginica
+68,4.883469841766415,3.3258226935623614,1.6592587822155764,0.24679265925972316,Iris-setosa
+69,5.983834743373183,2.905086648435522,5.178920079644502,1.6189711744263973,Iris-virginica
+70,4.596719826942772,2.8148609539727683,1.455650555873116,0.2573695535170312,Iris-setosa
+71,4.924802765681757,3.595965321672132,1.5249790864779997,0.13995556338043819,Iris-setosa
+72,6.468813430307428,2.9169692933942444,5.305643563677545,2.3466638645318016,Iris-virginica
+73,4.966930491741071,4.062362597159342,1.362315006800253,0.19936978705178476,Iris-setosa
+74,5.577237200654361,2.824737902616069,4.19424052670355,1.5755230736727261,Iris-versicolor
+75,6.256713093400281,2.991858669586602,5.072009399587977,1.6149584078845824,Iris-virginica
+76,5.46514475408674,2.9146456759800676,4.9136114772857615,1.5712051460028031,Iris-virginica
+77,5.69382946602197,2.861627947595438,4.384185739008205,1.3841696247429955,Iris-versicolor
+78,6.938430899792704,3.076474676616668,5.284313326167852,1.7351806736781983,Iris-virginica
+79,6.34392882881842,2.6447704093872213,4.88962452201335,1.864628809524638,Iris-virginica
+80,5.332934150090585,2.165267924906923,3.8947160371513396,1.4065940529776837,Iris-versicolor
+81,6.111914257521559,2.7141982923386476,4.984122185260419,1.7485071532222771,Iris-virginica
+82,6.7625379677130235,3.034811194006887,5.627786848922927,2.0222118544411516,Iris-virginica
+83,5.45773737344805,3.5775701670202578,1.5153215480982951,0.31795101138832643,Iris-setosa
+84,5.4359431147507875,3.6215198660441894,1.7386981367015428,0.22488187599979065,Iris-setosa
+85,6.308996756606918,3.063197426069382,5.113944489831928,2.010821174298936,Iris-virginica
+86,4.738513150083102,2.982460755612213,4.325945291566915,1.3150698912971224,Iris-versicolor
+87,4.904745044201235,3.7954426948522055,1.2075356958821368,0.18877152895003033,Iris-setosa
+88,7.149601026378823,3.452565163851731,5.565769272192123,2.069860122686058,Iris-virginica
+89,6.127112941690763,2.972128781900232,4.959869636694317,1.8204695446092767,Iris-virginica
+90,5.225846451880175,3.1672464945447714,1.5038897651340761,0.24294716557902246,Iris-setosa
+91,6.212011963836417,2.657558491536367,4.900098302610969,1.6332892647878732,Iris-versicolor
+92,4.988929388867924,2.875731027540265,1.5319040651769846,0.26194938236542287,Iris-setosa
+93,4.922745332351664,3.1365589440915365,1.2953133703349318,0.3370181609063371,Iris-setosa
+94,5.498250492807146,2.446006154443679,4.054760897248543,0.8642059398152195,Iris-versicolor
+95,5.713913095726055,2.9449821990636487,4.5487199212219025,1.52391926196443,Iris-versicolor
+96,5.608520010563015,4.052290896089273,1.2983150665758476,0.3364487725421386,Iris-setosa
+97,6.736441268732641,3.5616107797724084,5.741032931831938,2.4915587596737567,Iris-virginica
+98,6.7791195543350256,2.9162236325443955,4.766886350062657,1.6394592496513891,Iris-versicolor
+99,6.8723189895711885,2.6149583358897472,5.310587688327204,1.9294802280411751,Iris-virginica
+100,5.319848318291146,2.5769169570084727,3.9254649243315156,1.3700029188588316,Iris-versicolor
+101,6.529355963730084,2.9583175175560865,5.377572904786772,2.152055515952481,Iris-virginica
+102,6.213629394656426,2.711218400602991,4.270857659885532,1.5009646299595674,Iris-versicolor
+103,6.102153466238785,3.084776852733439,5.091337870831008,2.242011813084585,Iris-virginica
+104,4.867950332594898,4.005327633916275,1.4542845949575904,0.22099214905639292,Iris-setosa
+105,4.40912224767808,2.6433012783670855,1.3067727241555993,0.24208612449069758,Iris-setosa
+106,7.700596911044726,3.4128607970506653,6.31244504886652,2.158509021070979,Iris-virginica
+107,7.0681222468601215,3.2025358765315746,5.540735549641621,1.6712466195267133,Iris-virginica
+108,5.620943751299907,3.1753838966765424,4.738075011540794,1.4649137336012146,Iris-versicolor
+109,5.166959302882928,3.6166995669391557,5.050031842016423,1.8677827322938754,Iris-virginica
+110,4.5781551473542486,3.6678286807155764,1.1631192564611963,0.27496042037189283,Iris-setosa
+111,5.68518870198494,3.7169301941994806,1.4165258017282423,0.3885801124655164,Iris-setosa
+112,6.358882096082179,3.2991708543082705,5.3429518667944995,1.977262668438575,Iris-virginica
+113,5.011446870595086,3.3125557975943063,1.3493464387745013,0.24198339875367414,Iris-setosa
+114,6.480691021242783,3.2923283130196492,5.17087601310522,2.0296975107369217,Iris-virginica
+115,6.321290858685116,3.045911698479024,4.6064966638936475,1.3887367114749156,Iris-versicolor
+116,6.365730053256763,3.1331113126135377,4.80305572298246,1.5456297905639393,Iris-versicolor
+117,5.411545560875366,2.801133943276551,4.24942575731101,1.5354671688703552,Iris-versicolor
+118,4.610116720779697,2.9693250360351513,1.466787653243449,0.36486073073594166,Iris-setosa
+119,6.096901926908121,2.933468860551942,4.86435418610473,1.6187184701451787,Iris-virginica
diff --git a/iris/tvae/1/9/test.csv b/iris/tvae/1/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/9/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/9/train.csv b/iris/tvae/1/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
+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/1/9/val.csv b/iris/tvae/1/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/9/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tvae/1/model.pt b/iris/tvae/1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d5f0aead7e8a4a87b91211cfcad8b880dd5ea869
--- /dev/null
+++ b/iris/tvae/1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cfd387e57bef53b641e86353a253968f00ea623c2601ae31c104882350b24e59
+size 847554
diff --git a/iris/tvae/1/params.json b/iris/tvae/1/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..e914bc4a9dbe8454031ca6a1184a2cc4b7bcb2d0
--- /dev/null
+++ b/iris/tvae/1/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ee4a86cc116ea1fd6d62b1dbcba3ed6e607fa59379ced3f4169eb7346a3132a0
+size 284
diff --git a/iris/tvae/1/state.json b/iris/tvae/1/state.json
new file mode 100644
index 0000000000000000000000000000000000000000..edd011eb253e43b7256e2921a4603cf2f64eead2
--- /dev/null
+++ b/iris/tvae/1/state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:66158d830adfd54ce7b93c8aae06f6defe43c7998ff51f967bd5a29a6c762e4d
+size 768194
diff --git a/iris/tvae/1/tvae_eval.ipynb b/iris/tvae/1/tvae_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..32a77fbc19461e14c2dc1d565c102f33d39f1b2a
--- /dev/null
+++ b/iris/tvae/1/tvae_eval.ipynb
@@ -0,0 +1,1685 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "1490b9a7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:10:39.522369Z",
+     "iopub.status.busy": "2024-07-21T13:10:39.521690Z",
+     "iopub.status.idle": "2024-07-21T13:10:52.168999Z",
+     "shell.execute_reply": "2024-07-21T13:10:52.167928Z"
+    },
+    "executionInfo": {
+     "elapsed": 556,
+     "status": "ok",
+     "timestamp": 1697339009466,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 12.66113,
+     "end_time": "2024-07-21T13:10:52.171587",
+     "exception": false,
+     "start_time": "2024-07-21T13:10:39.510457",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 41%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r"
+     ]
+    },
+    {
+     "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... 4%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "9eca2b3d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:10:52.198784Z",
+     "iopub.status.busy": "2024-07-21T13:10:52.197969Z",
+     "iopub.status.idle": "2024-07-21T13:10:52.206585Z",
+     "shell.execute_reply": "2024-07-21T13:10:52.205662Z"
+    },
+    "papermill": {
+     "duration": 0.02516,
+     "end_time": "2024-07-21T13:10:52.208841",
+     "exception": false,
+     "start_time": "2024-07-21T13:10:52.183681",
+     "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": "20a1438a",
+   "metadata": {
+    "papermill": {
+     "duration": 0.010782,
+     "end_time": "2024-07-21T13:10:52.230255",
+     "exception": false,
+     "start_time": "2024-07-21T13:10:52.219473",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "a2766647",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:10:52.253662Z",
+     "iopub.status.busy": "2024-07-21T13:10:52.252839Z",
+     "iopub.status.idle": "2024-07-21T13:10:52.260831Z",
+     "shell.execute_reply": "2024-07-21T13:10:52.259915Z"
+    },
+    "papermill": {
+     "duration": 0.022185,
+     "end_time": "2024-07-21T13:10:52.263012",
+     "exception": false,
+     "start_time": "2024-07-21T13:10:52.240827",
+     "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": "34089ba3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:10:52.286411Z",
+     "iopub.status.busy": "2024-07-21T13:10:52.286080Z",
+     "iopub.status.idle": "2024-07-21T13:10:52.291607Z",
+     "shell.execute_reply": "2024-07-21T13:10:52.290737Z"
+    },
+    "papermill": {
+     "duration": 0.01982,
+     "end_time": "2024-07-21T13:10:52.293789",
+     "exception": false,
+     "start_time": "2024-07-21T13:10:52.273969",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = False\n",
+    "gp_multiply = False\n",
+    "df_name = 1\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tvae/1\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = True\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "19762f4d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:10:52.319513Z",
+     "iopub.status.busy": "2024-07-21T13:10:52.319164Z",
+     "iopub.status.idle": "2024-07-21T13:10:52.325437Z",
+     "shell.execute_reply": "2024-07-21T13:10:52.324482Z"
+    },
+    "papermill": {
+     "duration": 0.021494,
+     "end_time": "2024-07-21T13:10:52.327543",
+     "exception": false,
+     "start_time": "2024-07-21T13:10:52.306049",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_est_eval_5_nogp_iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "repo = \"mlu_est_eval\"\n",
+    "if repo_index:\n",
+    "    repo = f\"{repo}_{repo_index}\"\n",
+    "if gp:\n",
+    "    if gp_multiply:\n",
+    "        repo = f\"{repo}_gp_mul\"\n",
+    "    else:\n",
+    "        repo = f\"{repo}_gp_nomul\"\n",
+    "else:\n",
+    "    repo = f\"{repo}_nogp\"\n",
+    "repo = f\"{repo}_{dataset_name}\"\n",
+    "print(repo)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "cd235c04",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:10:52.352632Z",
+     "iopub.status.busy": "2024-07-21T13:10:52.351813Z",
+     "iopub.status.idle": "2024-07-21T13:10:53.597336Z",
+     "shell.execute_reply": "2024-07-21T13:10:53.596152Z"
+    },
+    "papermill": {
+     "duration": 1.261619,
+     "end_time": "2024-07-21T13:10:53.600055",
+     "exception": false,
+     "start_time": "2024-07-21T13:10:52.338436",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Cloning into 'final'...\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "remote: Repository not found\r\n",
+      "fatal: repository 'https://huggingface.co/linearch/mlu_est_eval_5_nogp_iris/' not found\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "#\"\"\"\n",
+    "%cd /kaggle/working\n",
+    "#!rm -rf final\n",
+    "!git clone https://huggingface.co/linearch/{repo} final\n",
+    "#\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "9ef8d1f6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:10:53.625688Z",
+     "iopub.status.busy": "2024-07-21T13:10:53.624803Z",
+     "iopub.status.idle": "2024-07-21T13:10:54.716027Z",
+     "shell.execute_reply": "2024-07-21T13:10:54.714704Z"
+    },
+    "papermill": {
+     "duration": 1.106692,
+     "end_time": "2024-07-21T13:10:54.718517",
+     "exception": false,
+     "start_time": "2024-07-21T13:10:53.611825",
+     "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": "a326dfd9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:10:54.745121Z",
+     "iopub.status.busy": "2024-07-21T13:10:54.744706Z",
+     "iopub.status.idle": "2024-07-21T13:10:54.755474Z",
+     "shell.execute_reply": "2024-07-21T13:10:54.754480Z"
+    },
+    "papermill": {
+     "duration": 0.026931,
+     "end_time": "2024-07-21T13:10:54.757779",
+     "exception": false,
+     "start_time": "2024-07-21T13:10:54.730848",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tvae/1\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": "f6eb1b0a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:10:54.787436Z",
+     "iopub.status.busy": "2024-07-21T13:10:54.786714Z",
+     "iopub.status.idle": "2024-07-21T13:10:55.220191Z",
+     "shell.execute_reply": "2024-07-21T13:10:55.219091Z"
+    },
+    "executionInfo": {
+     "elapsed": 573,
+     "status": "ok",
+     "timestamp": 1697340246093,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.451571,
+     "end_time": "2024-07-21T13:10:55.222943",
+     "exception": false,
+     "start_time": "2024-07-21T13:10:54.771372",
+     "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": "d9347e4a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:10:55.249546Z",
+     "iopub.status.busy": "2024-07-21T13:10:55.248849Z",
+     "iopub.status.idle": "2024-07-21T13:10:57.094595Z",
+     "shell.execute_reply": "2024-07-21T13:10:57.093667Z"
+    },
+    "executionInfo": {
+     "elapsed": 17,
+     "status": "ok",
+     "timestamp": 1697340246097,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.862095,
+     "end_time": "2024-07-21T13:10:57.097348",
+     "exception": false,
+     "start_time": "2024-07-21T13:10:55.235253",
+     "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": "6cf945bc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:10:57.128717Z",
+     "iopub.status.busy": "2024-07-21T13:10:57.127535Z",
+     "iopub.status.idle": "2024-07-21T13:10:57.135891Z",
+     "shell.execute_reply": "2024-07-21T13:10:57.135107Z"
+    },
+    "executionInfo": {
+     "elapsed": 365,
+     "status": "ok",
+     "timestamp": 1697343112569,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.02618,
+     "end_time": "2024-07-21T13:10:57.138068",
+     "exception": false,
+     "start_time": "2024-07-21T13:10:57.111888",
+     "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": "c5ea32d9",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:10:57.166570Z",
+     "iopub.status.busy": "2024-07-21T13:10:57.165726Z",
+     "iopub.status.idle": "2024-07-21T13:10:57.170876Z",
+     "shell.execute_reply": "2024-07-21T13:10:57.169824Z"
+    },
+    "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": 0.022455,
+     "end_time": "2024-07-21T13:10:57.173347",
+     "exception": false,
+     "start_time": "2024-07-21T13:10:57.150892",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "e89281d2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:10:57.201949Z",
+     "iopub.status.busy": "2024-07-21T13:10:57.201070Z",
+     "iopub.status.idle": "2024-07-21T13:10:57.329111Z",
+     "shell.execute_reply": "2024-07-21T13:10:57.328167Z"
+    },
+    "papermill": {
+     "duration": 0.145691,
+     "end_time": "2024-07-21T13:10:57.332005",
+     "exception": false,
+     "start_time": "2024-07-21T13:10:57.186314",
+     "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": "86cf74db",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:10:57.362232Z",
+     "iopub.status.busy": "2024-07-21T13:10:57.361532Z",
+     "iopub.status.idle": "2024-07-21T13:11:02.255185Z",
+     "shell.execute_reply": "2024-07-21T13:11:02.254289Z"
+    },
+    "papermill": {
+     "duration": 4.912014,
+     "end_time": "2024-07-21T13:11:02.257705",
+     "exception": false,
+     "start_time": "2024-07-21T13:10:57.345691",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-21 13:10:59.329400: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-21 13:10:59.329465: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-21 13:10:59.331137: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_lct_ae\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    print(\"mlu_run\", mlu_run)\n",
+    "#     lct_ae = load_lct_ae(\n",
+    "#         dataset_name=dataset_name,\n",
+    "#         model_dir=os.path.join(path_prefix, \"ml-utility-loss/models\"),\n",
+    "#         model_name=\"lct_ae\",\n",
+    "#         df_name=\"df\",\n",
+    "#     )\n",
+    "lct_ae = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "410cc116",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:11:02.285864Z",
+     "iopub.status.busy": "2024-07-21T13:11:02.284889Z",
+     "iopub.status.idle": "2024-07-21T13:11:02.291411Z",
+     "shell.execute_reply": "2024-07-21T13:11:02.290446Z"
+    },
+    "papermill": {
+     "duration": 0.022856,
+     "end_time": "2024-07-21T13:11:02.293597",
+     "exception": false,
+     "start_time": "2024-07-21T13:11:02.270741",
+     "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": "410a8027",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:11:02.322002Z",
+     "iopub.status.busy": "2024-07-21T13:11:02.321616Z",
+     "iopub.status.idle": "2024-07-21T13:11:05.564957Z",
+     "shell.execute_reply": "2024-07-21T13:11:05.563853Z"
+    },
+    "papermill": {
+     "duration": 3.261599,
+     "end_time": "2024-07-21T13:11:05.568376",
+     "exception": false,
+     "start_time": "2024-07-21T13:11:02.306777",
+     "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": "146794f9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:11:05.611189Z",
+     "iopub.status.busy": "2024-07-21T13:11:05.610514Z",
+     "iopub.status.idle": "2024-07-21T13:11:05.625971Z",
+     "shell.execute_reply": "2024-07-21T13:11:05.624925Z"
+    },
+    "papermill": {
+     "duration": 0.040128,
+     "end_time": "2024-07-21T13:11:05.628923",
+     "exception": false,
+     "start_time": "2024-07-21T13:11:05.588795",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'tvae': 24,\n",
+       " 'realtabformer': (31, 89, None, True),\n",
+       " 'lct_gan': 14,\n",
+       " 'tab_ddpm_concat': 5}"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "preprocessor.adapter_sizes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "1106f6e9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:11:05.656896Z",
+     "iopub.status.busy": "2024-07-21T13:11:05.656469Z",
+     "iopub.status.idle": "2024-07-21T13:11:06.224103Z",
+     "shell.execute_reply": "2024-07-21T13:11:06.222813Z"
+    },
+    "papermill": {
+     "duration": 0.585314,
+     "end_time": "2024-07-21T13:11:06.227467",
+     "exception": false,
+     "start_time": "2024-07-21T13:11:05.642153",
+     "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": "ff9373b8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:11:06.261934Z",
+     "iopub.status.busy": "2024-07-21T13:11:06.261460Z",
+     "iopub.status.idle": "2024-07-21T13:11:06.269455Z",
+     "shell.execute_reply": "2024-07-21T13:11:06.268395Z"
+    },
+    "papermill": {
+     "duration": 0.026003,
+     "end_time": "2024-07-21T13:11:06.271529",
+     "exception": false,
+     "start_time": "2024-07-21T13:11:06.245526",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.model.pipeline import remove_non_model_params\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    params2 = remove_non_model_params(params)\n",
+    "    mlu_model = create_model(\n",
+    "        adapters=preprocessor.adapter_sizes,\n",
+    "        #Body=\"twin_encoder\",\n",
+    "        **params2,\n",
+    "    )\n",
+    "    #cf.apply_weight_standardization(model, n_last_layers_ignore=0)\n",
+    "    print(mlu_model.models, len(mlu_model.adapters))\n",
+    "else:\n",
+    "    mlu_model = None\n",
+    "    mlu_trainer = None\n",
+    "    ae_mlu_trainer = None\n",
+    "    gan_mlu_trainer = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "c402c7ac",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:11:06.300563Z",
+     "iopub.status.busy": "2024-07-21T13:11:06.299760Z",
+     "iopub.status.idle": "2024-07-21T13:11:06.372136Z",
+     "shell.execute_reply": "2024-07-21T13:11:06.371124Z"
+    },
+    "papermill": {
+     "duration": 0.089592,
+     "end_time": "2024-07-21T13:11:06.374715",
+     "exception": false,
+     "start_time": "2024-07-21T13:11:06.285123",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import ml_utility_loss.synthesizers.tvae.params2 as MLU_PARAMS\n",
+    "from ml_utility_loss.tuning import map_parameters\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_params0 = getattr(MLU_PARAMS, dataset_name)\n",
+    "    mlu_params = mlu_params0.BEST_DICT[gp][gp_multiply]\n",
+    "    if isinstance(mlu_params, (list, tuple)):\n",
+    "        mlu_params = mlu_params[param_index]\n",
+    "    mlu_params = map_parameters(mlu_params, param_space=mlu_params0.PARAM_SPACE)\n",
+    "    mlu_params[\"target\"] = mlu_params.pop(\"mlu_target\", mlu_params.pop(\"target\", None))\n",
+    "    mlu_params[\"lr\"] = mlu_params.pop(\"mlu_lr\", mlu_params.pop(\"lr\", None))\n",
+    "    mlu_params[\"loss_fn\"] = mlu_params.pop(\"mlu_loss_fn\", mlu_params.pop(\"loss_fn\", None))\n",
+    "    mlu_params[\"Optim\"] = mlu_params.pop(\"mlu_Optim\", mlu_params.pop(\"Optim\", None))\n",
+    "    mlu_params.pop(\"gradient_penalty_kwargs\", None)\n",
+    "    print(mlu_params)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "d53ff759",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:11:06.408340Z",
+     "iopub.status.busy": "2024-07-21T13:11:06.407709Z",
+     "iopub.status.idle": "2024-07-21T13:11:06.414417Z",
+     "shell.execute_reply": "2024-07-21T13:11:06.413419Z"
+    },
+    "papermill": {
+     "duration": 0.027425,
+     "end_time": "2024-07-21T13:11:06.416531",
+     "exception": false,
+     "start_time": "2024-07-21T13:11:06.389106",
+     "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": "ff904f1a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:11:06.445297Z",
+     "iopub.status.busy": "2024-07-21T13:11:06.444387Z",
+     "iopub.status.idle": "2024-07-21T13:11:06.449524Z",
+     "shell.execute_reply": "2024-07-21T13:11:06.448506Z"
+    },
+    "papermill": {
+     "duration": 0.022099,
+     "end_time": "2024-07-21T13:11:06.451780",
+     "exception": false,
+     "start_time": "2024-07-21T13:11:06.429681",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "989b5039",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:11:06.481341Z",
+     "iopub.status.busy": "2024-07-21T13:11:06.480592Z",
+     "iopub.status.idle": "2024-07-21T13:11:06.487930Z",
+     "shell.execute_reply": "2024-07-21T13:11:06.486731Z"
+    },
+    "papermill": {
+     "duration": 0.024859,
+     "end_time": "2024-07-21T13:11:06.490141",
+     "exception": false,
+     "start_time": "2024-07-21T13:11:06.465282",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_dataset\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    dataset = load_dataset(\n",
+    "        dataset_dir=os.path.join(path_prefix, \"ml-utility-loss/\", \"synthetics\", dataset_name),\n",
+    "        preprocessor=preprocessor,\n",
+    "        cache_dir=os.path.join(path_prefix, dataset_name, \"_cache_inference\"),\n",
+    "        val=False,\n",
+    "        ratio=None,\n",
+    "        drop_first_column=True,\n",
+    "        model=single_model,\n",
+    "        train=\"train\", test=\"test\", value=\"real_value\",\n",
+    "        file=\"info_2.csv\",\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "413214be",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:11:06.522073Z",
+     "iopub.status.busy": "2024-07-21T13:11:06.521666Z",
+     "iopub.status.idle": "2024-07-21T13:11:06.529521Z",
+     "shell.execute_reply": "2024-07-21T13:11:06.528512Z"
+    },
+    "papermill": {
+     "duration": 0.027587,
+     "end_time": "2024-07-21T13:11:06.532113",
+     "exception": false,
+     "start_time": "2024-07-21T13:11:06.504526",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.wrapper import MLUtilityTrainer\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_trainer = MLUtilityTrainer(\n",
+    "        model=mlu_model[single_model],\n",
+    "        dataset=dataset,\n",
+    "        debug=True,\n",
+    "        log_path=os.path.join(model_dir_2, \"mlu_log.csv\"),\n",
+    "        **mlu_params,\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "b40dab52",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:11:06.565989Z",
+     "iopub.status.busy": "2024-07-21T13:11:06.565117Z",
+     "iopub.status.idle": "2024-07-21T13:11:06.575530Z",
+     "shell.execute_reply": "2024-07-21T13:11:06.574636Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697343113004,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.027534,
+     "end_time": "2024-07-21T13:11:06.577862",
+     "exception": false,
+     "start_time": "2024-07-21T13:11:06.550328",
+     "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": "38bde11b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:11:06.607217Z",
+     "iopub.status.busy": "2024-07-21T13:11:06.606339Z",
+     "iopub.status.idle": "2024-07-21T13:11:38.373213Z",
+     "shell.execute_reply": "2024-07-21T13:11:38.372186Z"
+    },
+    "executionInfo": {
+     "elapsed": 286822,
+     "status": "ok",
+     "timestamp": 1697343399823,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "wGsDQTlk8Zl1",
+    "papermill": {
+     "duration": 31.797504,
+     "end_time": "2024-07-21T13:11:38.388983",
+     "exception": false,
+     "start_time": "2024-07-21T13:11:06.591479",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(-18.255714416503906, 5.049765586853027)"
+      ]
+     },
+     "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": "ea274418",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:11:38.419255Z",
+     "iopub.status.busy": "2024-07-21T13:11:38.418801Z",
+     "iopub.status.idle": "2024-07-21T13:11:38.455686Z",
+     "shell.execute_reply": "2024-07-21T13:11:38.454909Z"
+    },
+    "executionInfo": {
+     "elapsed": 403,
+     "status": "ok",
+     "timestamp": 1697343400203,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.055012,
+     "end_time": "2024-07-21T13:11:38.457912",
+     "exception": false,
+     "start_time": "2024-07-21T13:11:38.402900",
+     "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": "2b02440b",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 228
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:11:38.486968Z",
+     "iopub.status.busy": "2024-07-21T13:11:38.486388Z",
+     "iopub.status.idle": "2024-07-21T13:11:39.498469Z",
+     "shell.execute_reply": "2024-07-21T13:11:39.497557Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "error",
+     "timestamp": 1697343400203,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "outputId": "57519fd1-a4d2-4922-c834-1fe290391c16",
+    "papermill": {
+     "duration": 1.029772,
+     "end_time": "2024-07-21T13:11:39.501232",
+     "exception": false,
+     "start_time": "2024-07-21T13:11:38.471460",
+     "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": "82f0ecc5",
+   "metadata": {
+    "executionInfo": {
+     "elapsed": 10,
+     "status": "aborted",
+     "timestamp": 1697343400204,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "nB724X33v4Qd",
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