diff --git a/iris/tvae/4/0/synth.csv b/iris/tvae/4/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c562748f4827cce7052ea9a542e7fcfe86507b00
--- /dev/null
+++ b/iris/tvae/4/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.95223182860676,2.8941990870138703,5.221068544208321,1.9382898523450665,Iris-virginica
+1,5.725798763769055,3.3395673837463766,1.4819980342491075,0.23312382590848577,Iris-setosa
+2,6.25608188056014,2.988478370104422,5.0285172144592885,2.1832647100389364,Iris-virginica
+3,6.833567044070491,3.2023866108694437,5.14507059814063,2.1106733881062825,Iris-virginica
+4,5.636487469119132,2.078081607064789,3.649894069026079,1.228995080631917,Iris-versicolor
+5,4.979807349122501,3.292324163612584,1.3033450708887326,0.2650235991239924,Iris-setosa
+6,6.530003875365418,3.0280205113137013,5.056670952335986,1.545527701383571,Iris-versicolor
+7,4.99990189089788,3.520394323746719,1.648464956018329,0.1303571599259302,Iris-setosa
+8,4.927843390332726,3.2099643085414953,1.3559367062501093,0.21997533938386382,Iris-setosa
+9,6.342243934617871,3.133332559697544,4.195130845289265,1.226637601781766,Iris-versicolor
+10,5.6214709096433,2.611872443545609,4.6122142474973025,1.4235860439325987,Iris-versicolor
+11,5.791499197192461,2.947694034262461,4.561578448464789,1.2888426234055474,Iris-versicolor
+12,6.21583334219971,2.9158446530307867,4.9750837797579095,2.050222177098948,Iris-virginica
+13,6.167553490998071,3.1459104056190026,4.481183989047351,1.3687590856238487,Iris-versicolor
+14,4.8631067369733145,3.0294532116007757,1.5757676828083835,0.16642161123561067,Iris-setosa
+15,6.57220518717962,2.816907001362549,5.633683844847125,1.9480695614947965,Iris-virginica
+16,6.493405699755195,3.1000960063676093,4.629285320356834,1.8446412624213329,Iris-virginica
+17,5.214301039989392,3.1768069363587204,1.2921170038738075,0.07433914607727668,Iris-setosa
+18,6.954446365388677,2.9869604018163947,5.423654225595145,1.9489277074122748,Iris-virginica
+19,5.935255256678191,3.097606360367653,4.896541959237756,1.629724568898214,Iris-versicolor
+20,5.309443496148528,2.7478510830306493,4.306766673549546,1.1572431000777161,Iris-versicolor
+21,6.659977217884306,2.988812704397028,5.295293385008415,1.9702402977749733,Iris-virginica
+22,4.862305948475449,3.438082107225178,1.245446520737776,0.04256329523540103,Iris-setosa
+23,5.8836235743045675,3.0783135144282268,4.482304614173966,1.1968560573915445,Iris-versicolor
+24,5.654902990505163,4.201591248988911,1.1464129262671443,0.29187567392291947,Iris-setosa
+25,4.907460081761859,3.454996446317936,1.5441532494245516,0.11990926326457851,Iris-setosa
+26,5.096217929396551,1.9880459184027677,3.989438915677746,1.1562689579056915,Iris-versicolor
+27,7.010650988166263,3.863594166508391,5.6507359502090395,1.8502862497948394,Iris-virginica
+28,6.755757190772322,3.1491236842221433,5.240149873759566,2.5342354321662457,Iris-virginica
+29,7.431274378526245,2.922252141806453,6.008636360110774,2.003886080623396,Iris-virginica
+30,6.135709618268525,2.933917822834935,5.138182232824843,2.1385992172847477,Iris-virginica
+31,5.190018314576932,3.5502554429703186,1.2116846400635657,0.4422385333008062,Iris-setosa
+32,5.946528459194622,2.4318397328988413,4.734449936856468,1.227444413481386,Iris-versicolor
+33,5.1628895314323895,3.688530063845481,1.6834449517756989,0.16834880708976302,Iris-setosa
+34,5.04664089548649,3.205796493322352,4.866386269869539,1.9811417996364302,Iris-setosa
+35,5.89191608587839,2.8591075135364767,4.346828743936497,1.2091145789523567,Iris-versicolor
+36,6.82022825408073,3.140871174101647,4.837672728630908,1.6180384652573199,Iris-versicolor
+37,5.875366453797142,2.171429944209907,3.723632125920009,1.3394900048214127,Iris-versicolor
+38,6.255477835509558,2.7803786203584844,3.996140093914085,1.7091314869285086,Iris-versicolor
+39,4.865477480370556,3.23869831425528,1.8049272755010448,0.2227472194185264,Iris-setosa
+40,5.134457449050194,3.5045599099814657,1.5700616019674156,0.4685487990949626,Iris-setosa
+41,5.968454497503327,3.3455716899712447,5.041268352020371,1.4561138392652577,Iris-versicolor
+42,4.751133040611643,3.348907780306182,1.3821644308649021,0.19011971826546492,Iris-setosa
+43,5.370301999799598,3.3565631406833525,1.7654113167499936,0.41280517154846963,Iris-setosa
+44,7.182200816135294,3.097453895431942,6.227170195074166,1.8438331591370771,Iris-virginica
+45,5.693023297218199,4.096744130402959,1.6847166130432132,0.3904376473945466,Iris-setosa
+46,5.213596160818333,2.45526873015096,5.102600368932408,2.197349395496449,Iris-virginica
+47,6.873691434932996,2.7983509755079963,5.968825077479453,2.1019876801519057,Iris-virginica
+48,5.689450242142429,3.3277000405830623,5.103879376177638,1.84809571492982,Iris-virginica
+49,5.2011619364826265,3.6571208698713207,1.635309560957289,0.20576285171631495,Iris-setosa
+50,5.233474957165162,2.701265032893967,4.9335334205370245,1.695499279993134,Iris-virginica
+51,5.593421790474944,3.468891864492253,1.439827723568666,0.29636091355766436,Iris-setosa
+52,7.181268185232452,3.2789191180769244,6.795841735162777,2.2119062799457634,Iris-virginica
+53,6.869783024645111,3.293037705128005,5.812841238631881,2.2503779295684683,Iris-virginica
+54,5.626476830674705,2.7796704214204815,4.33802138757832,1.6650886541122474,Iris-versicolor
+55,5.713142387578637,4.226154713880969,1.7483981518307286,0.4520519654022916,Iris-setosa
+56,5.2064744140985475,2.2788072364975847,3.857117769584461,1.2169556286407939,Iris-versicolor
+57,6.47729811061695,2.7573495887223682,5.002366087449758,1.7319989792112656,Iris-virginica
+58,6.127814652119363,2.9017761409012937,4.382741938631363,1.677801061216646,Iris-versicolor
+59,5.576417220798883,2.920461443546386,4.380583018600487,1.6009191611690505,Iris-versicolor
+60,5.929458297472485,3.03695284205317,4.556872141098819,1.9263219122832347,Iris-virginica
+61,6.163731470778461,2.5604698347668267,5.7219550989083,1.9382663894386742,Iris-virginica
+62,4.539710401104658,2.6315659610156734,1.3093105364172504,-0.016883781510632967,Iris-setosa
+63,5.9676958506675435,2.6373128234823793,5.189091160096742,1.897505778408324,Iris-virginica
+64,5.041285910867012,2.4447660503787545,4.019386299170186,1.133888507707471,Iris-versicolor
+65,5.068824501257447,3.113436242496114,1.4967328215772695,0.40411896562896343,Iris-setosa
+66,6.097098879273747,2.9637127001526604,4.28314728762116,1.567098687436252,Iris-versicolor
+67,5.864533588069226,3.0459862318659945,4.094730410118336,0.8157421890914754,Iris-versicolor
+68,6.208488723930142,2.9843849791273986,4.7610427232578925,1.2981901532028506,Iris-versicolor
+69,5.298254561544696,3.5341739977132742,1.4616691145453344,0.2521762269131794,Iris-setosa
+70,5.416210058902136,3.620279049462649,1.4113756217446873,0.2599040997622222,Iris-setosa
+71,4.7779909848371735,3.172783331067683,1.6447334795469062,0.05037997811153705,Iris-setosa
+72,4.914966874428217,3.0440773222059536,1.3378684875046813,0.2606958923862084,Iris-setosa
+73,4.569443866441556,2.629121336960464,1.1892664163352027,0.18843191592994535,Iris-setosa
+74,4.9365045965564285,3.5688565555258727,1.484060608646885,0.16037043231640263,Iris-setosa
+75,4.7009963817494125,3.0708047052596648,1.504598419229331,0.18459545827850532,Iris-setosa
+76,6.525134396385103,3.377468853540738,5.641750329220027,2.53791506165213,Iris-virginica
+77,6.0309931911977515,3.052255823372267,4.417675491179295,1.3962745684627529,Iris-versicolor
+78,4.931826470282145,3.5095254330153876,1.5114619784498846,0.20386505756740197,Iris-setosa
+79,5.302534570264872,2.4849161829935063,4.012759248089921,1.3399700434113293,Iris-versicolor
+80,4.997312212831143,3.3022334651099357,1.4426185671641585,0.313943744224806,Iris-setosa
+81,6.579445400301313,2.640048275958511,5.2285884661038695,1.6444306473477033,Iris-virginica
+82,5.687343069875137,3.936412342423356,1.655317244210491,0.3072413920964598,Iris-setosa
+83,4.838332420877443,3.3892587531293756,1.3892951585845614,0.2224475644888116,Iris-setosa
+84,6.496467126128803,3.148981295313152,4.877065466972875,2.2203891927126405,Iris-virginica
+85,5.821316118617546,2.631495106852224,4.01600755907996,1.2943006942505981,Iris-versicolor
+86,7.0322212971579505,2.667122321058123,5.658652715807156,1.904312655637589,Iris-virginica
+87,4.868146748493132,2.992322952738846,1.7308207907227313,0.08384603141078384,Iris-setosa
+88,4.97563672019489,3.315471470729985,1.467093140590909,0.30378690062711533,Iris-setosa
+89,5.525097759599637,3.1266371512576345,1.604077700394641,0.20228590019027315,Iris-setosa
+90,4.857635216996792,3.4312093741327634,1.627245434049294,0.08025227730299919,Iris-setosa
+91,5.854762606324922,3.0339742816305835,4.199285302725385,1.4937161386434974,Iris-versicolor
+92,5.564312574130938,3.022175622348218,4.890949857400518,1.5380077209256562,Iris-versicolor
+93,6.481511474125434,2.626334061863152,4.629997990745935,1.78511326969259,Iris-virginica
+94,4.81443847220155,2.8805124209440063,1.0816485080757765,0.19608545178880926,Iris-setosa
+95,6.450248606551027,2.8239125507785383,5.387304938033236,2.257830595671137,Iris-virginica
+96,5.621379272684141,2.6373408271548695,4.886376888441019,2.1009893049209474,Iris-virginica
+97,5.4105904455406,2.4072105031538475,3.677239799506907,0.6749044786516533,Iris-versicolor
+98,6.281238870109852,3.467622826704081,4.601084467423672,1.628743722311951,Iris-versicolor
+99,6.24377909290713,3.211148045488342,5.296320107968111,1.8798287788574561,Iris-virginica
+100,5.485936310786101,3.514151541214872,1.6385372488528354,0.23653535334181458,Iris-setosa
+101,6.062209730686481,2.5841843596532175,5.14315083447635,1.6179054080784623,Iris-virginica
+102,5.061716226660155,2.515200705743258,4.092443964589721,1.305392466154162,Iris-versicolor
+103,6.5191528130534095,2.9369816001405034,4.154103490870482,1.4514139930005903,Iris-versicolor
+104,5.95206965102282,2.657886684523688,4.790536126101754,1.6713751022868957,Iris-virginica
+105,6.0100274209249,2.6349004847768307,5.140775849268846,2.589857694513542,Iris-virginica
+106,6.11358964695677,2.9368176239574044,4.78358519914383,1.5475368103227838,Iris-virginica
+107,6.006276977416707,3.085565483478865,4.6590058235216,1.5473264906863182,Iris-virginica
+108,5.381662809687325,3.3919943638396086,1.59430692815182,0.047277766119708714,Iris-setosa
+109,5.329197511087014,3.3191052466190047,1.6208069145932502,0.4179045496696489,Iris-setosa
+110,6.5483544186354745,2.996032023352127,4.895952230407563,1.6791046379309047,Iris-virginica
+111,6.517479250394967,2.8850668652166016,4.467633311237216,1.531458771266283,Iris-versicolor
+112,5.072187373397908,3.1793100981546307,1.6584861521210907,0.2295641657411899,Iris-setosa
+113,7.0914686376605935,2.986364431989861,5.384608085196474,1.8395106884977728,Iris-virginica
+114,6.174265643135659,3.0337085898112726,4.516212558425855,1.800990949614559,Iris-versicolor
+115,5.2885244332587655,3.484254693956651,1.5226691554262581,0.593156070505899,Iris-setosa
+116,6.0358867880604485,4.003170223001033,1.3511597598426206,0.43648792685344195,Iris-setosa
+117,5.919999096499967,2.429736182577922,5.0829360692109,2.214577511599732,Iris-virginica
+118,5.306101573229934,3.6317705011305192,1.3906929502513439,0.36846020684847025,Iris-setosa
+119,6.577623135766939,2.9827788142396874,5.526409295265237,2.032562251726239,Iris-virginica
diff --git a/iris/tvae/4/0/test.csv b/iris/tvae/4/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/0/train.csv b/iris/tvae/4/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/0/val.csv b/iris/tvae/4/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/1/synth.csv b/iris/tvae/4/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..57ecc9dcd3c44da9e026d5254139cf074a663079
--- /dev/null
+++ b/iris/tvae/4/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.173637694454074,3.631071298808319,1.4637337922360842,0.20377912270373544,Iris-setosa
+1,5.942271457033852,2.9333474232096757,4.88835829660268,2.0837189929394717,Iris-virginica
+2,6.31973468971746,3.1116052770228704,4.502820936240361,1.0741706436128555,Iris-versicolor
+3,6.1600886757031965,2.881346862147601,4.926625082109782,1.8640218389488974,Iris-virginica
+4,6.398637068456659,2.883106432093054,4.4374078224118625,1.446397854701695,Iris-versicolor
+5,4.32568442749267,3.0100480039361317,1.5133704292158028,0.33265981436001557,Iris-setosa
+6,6.638446499838769,3.280806793151895,4.712291582533905,1.4877270371207747,Iris-versicolor
+7,5.910003182302513,2.444508120883195,3.878934255979981,0.7326128595652633,Iris-versicolor
+8,6.870919787905676,2.6604213970870245,5.20687709969458,1.6497559575968683,Iris-virginica
+9,5.671046902430936,3.144222000713883,4.214705440843449,1.4023087164424488,Iris-versicolor
+10,5.632600067806794,2.7154270222069266,4.835616937409854,1.8096651085452535,Iris-virginica
+11,4.326144081230336,2.5757526470812118,1.3154812927615123,0.1849748938041575,Iris-setosa
+12,5.204072896805117,3.3886910987672914,1.1706049120199586,0.4926690253957602,Iris-setosa
+13,6.687273237864628,2.768012608261029,6.242404351911058,1.7621051431687476,Iris-virginica
+14,6.444968392743583,2.876828206354081,5.098394728316027,2.1193029342160212,Iris-virginica
+15,4.593052761999153,3.007658228655845,1.3683990552855814,0.19567754865228143,Iris-setosa
+16,5.262060474197743,3.8095165517862357,1.7644587704349977,0.48580961060103983,Iris-setosa
+17,5.864293367290408,2.714853844990131,4.480802954090446,1.2130440354739718,Iris-versicolor
+18,4.779416346174084,3.119650916720747,1.5096278074330167,0.02190700273896909,Iris-setosa
+19,5.686608797658086,3.5263623909324484,1.4311220645574185,0.3064146538269585,Iris-setosa
+20,4.859143363575661,3.577420678856069,1.5211438400127981,0.3281156224524825,Iris-setosa
+21,6.8675729093232025,3.457309350326205,4.993976935607266,0.5514361418303356,Iris-virginica
+22,5.602654831195671,2.928166870175165,5.0679182953314035,1.3991474430465944,Iris-virginica
+23,4.890454090614408,3.2085225851952686,1.4486120372051203,0.11991396360881562,Iris-setosa
+24,4.766683592886272,2.7254919208062045,1.347300168289993,0.27078361376461324,Iris-setosa
+25,5.896261845712612,3.1952349936193025,5.2112440095770465,1.7596088803242218,Iris-virginica
+26,6.35487535470276,2.648532829852177,5.01611406438297,1.7851391362434128,Iris-virginica
+27,4.915157247244713,3.3493378192455725,1.5238044208132435,0.20047156653896445,Iris-setosa
+28,6.093148647662501,3.278871758090035,4.887358524880676,1.281058790366917,Iris-versicolor
+29,5.634753879924743,2.773708407527115,4.003523242503327,1.1960826285107653,Iris-versicolor
+30,6.029575608669625,3.1876409612970145,4.998323346387199,1.3000803682609758,Iris-versicolor
+31,7.344079811578162,2.4257214921177006,6.835378002597305,2.3710130931536684,Iris-virginica
+32,5.718527853594196,2.960165231902264,5.23233270668184,2.023884442723596,Iris-virginica
+33,4.842314064375194,3.5233408053164084,1.6482123854585775,0.2046877632043,Iris-setosa
+34,5.922711399328144,3.1642461190005196,4.655343756099059,1.6599170950155147,Iris-virginica
+35,6.3300796205063,2.973699586910568,4.3741230409169765,1.5867503341584648,Iris-versicolor
+36,4.7800875506414116,3.401616510600541,1.332309586693066,0.03896871082953157,Iris-setosa
+37,5.86046326519084,3.6949521783500128,1.7431366063750349,0.39673894627586015,Iris-setosa
+38,6.555212056695256,3.0253886628694935,4.410731139033195,1.388683024445864,Iris-versicolor
+39,6.438871108134606,2.7935076109926946,5.183365461359145,2.097901739729945,Iris-virginica
+40,5.073586840102456,3.3525040767399488,1.4135140624523579,0.10528435773978395,Iris-setosa
+41,5.2347336650737235,2.338269443003312,3.865382269585066,1.2117847911710615,Iris-versicolor
+42,5.236114677063999,3.755708908089828,1.4663038657196181,0.4721572633740202,Iris-setosa
+43,5.776595997332699,2.1621430382988915,3.847755046515693,1.2948676217174664,Iris-versicolor
+44,4.983949998361801,3.360859615015306,1.5211264063270775,0.1332711086496822,Iris-setosa
+45,4.469825060967156,2.435580254011046,1.2185317289341335,0.18797199265214765,Iris-setosa
+46,6.470280427691284,3.1374780585942523,4.77008432590908,1.200913554289576,Iris-versicolor
+47,5.588537123033309,3.5695195846802754,1.4918542547818607,0.17608208007777917,Iris-setosa
+48,6.386323899965453,3.0042317185630245,4.666590666638946,1.8464475518652284,Iris-virginica
+49,5.31012950151908,3.3006653377888346,1.543866126370144,0.41383150086788756,Iris-setosa
+50,4.6655535162721105,3.019402286855861,1.4670612735606392,0.1869684295943813,Iris-setosa
+51,5.359022070762654,2.746424668206479,3.879726344976288,1.5908121524755876,Iris-versicolor
+52,5.863462020953964,3.108598816877865,4.4616437821763375,1.6909352439236423,Iris-versicolor
+53,6.721671729394933,2.621399592888747,5.408616101691711,1.8824903770252446,Iris-virginica
+54,5.452426214802127,3.4800912992331763,1.495688954671095,0.01054487073476551,Iris-setosa
+55,7.645834730374054,2.512184572058783,6.2186496936409315,1.8306618539115258,Iris-virginica
+56,5.361018023605283,3.386823731319827,1.5331884569149121,0.1856788001034741,Iris-setosa
+57,7.007199727047589,3.2406355781723306,5.903959290205611,2.516035743950062,Iris-virginica
+58,6.108447053299418,3.1088107702422856,4.7223300830691395,1.9424589488026212,Iris-virginica
+59,6.274317032477888,2.962174969326064,5.119522413263337,1.4976843111273173,Iris-virginica
+60,6.439907345941611,2.71555736261491,5.2958563419378,1.4890068480180663,Iris-versicolor
+61,6.454405365595056,2.9737343697258263,4.816966573132913,2.2726410705077797,Iris-virginica
+62,5.706296227143229,2.8105549986955647,4.31897651238584,1.3259442857824095,Iris-versicolor
+63,4.780699234328833,3.178237623559685,1.285879360486838,0.09760882455615788,Iris-setosa
+64,4.708890311138272,2.965128863071776,1.436004401214166,0.37651251790162554,Iris-setosa
+65,5.187757234961409,3.429873517724097,1.7250313513495792,0.2916793367183354,Iris-setosa
+66,5.324085602613858,3.5284996877255566,1.5275917915788495,0.23779008954027012,Iris-setosa
+67,6.563133129429307,2.6735424873027767,4.126314887145039,1.3768324286725733,Iris-versicolor
+68,5.652643832854311,3.44332017054689,1.5586029734781366,0.23654286227885457,Iris-setosa
+69,5.951519106948023,2.7953140900847226,5.033923643447567,1.724624287773654,Iris-virginica
+70,7.242298248589068,2.8842809207567432,6.893524112424123,2.2506835375106,Iris-virginica
+71,5.925672162656869,2.858155087104313,5.089277765622214,2.3446890436687235,Iris-virginica
+72,5.538637754876357,2.8319625188229023,4.408918221671268,1.3413032975734236,Iris-versicolor
+73,6.257598808536165,3.182255044940547,4.798097816413219,2.0667090557474417,Iris-virginica
+74,6.587934357408468,3.3967572601714755,6.130078706230547,2.4739459236880155,Iris-virginica
+75,4.874372870155445,3.339005720301451,1.61004345102345,0.2347541418220827,Iris-setosa
+76,6.137811223821138,3.2846086996083326,4.931104852481077,1.5874017501906468,Iris-versicolor
+77,5.424599177961198,2.3837725923314186,3.8226720372545784,1.4376177260264695,Iris-versicolor
+78,5.065278701051937,3.5039190123840203,1.3897963977311734,0.31084567790921047,Iris-setosa
+79,6.897999797851368,3.178201593492254,5.390828196704463,2.3160556636934126,Iris-virginica
+80,6.140285945408139,2.8208023499116655,4.860024663950171,1.8374815983953567,Iris-virginica
+81,5.58776660847714,2.868463157763297,4.093605827987942,1.041524908284273,Iris-versicolor
+82,6.1783356425850116,3.073934837294554,4.884481375050472,1.4783618321501797,Iris-versicolor
+83,5.115201252460762,3.517139460636949,1.5139857794046656,0.6128291200622933,Iris-setosa
+84,6.147162748276457,3.070933913120461,5.011094193852374,1.576731751516051,Iris-versicolor
+85,5.118584736217178,3.2504224140022897,1.6314969067271905,0.2633117990523096,Iris-setosa
+86,5.296697530835962,3.077836032152621,1.4012243589101576,0.10461387671719963,Iris-setosa
+87,5.296274411249507,3.188161352973397,1.8399659781417994,0.6471140563931529,Iris-setosa
+88,4.889447213342902,2.919770412904933,1.40430423462069,0.2180919172277971,Iris-setosa
+89,6.52729455897665,3.423456115939321,4.953139490411271,1.7827494433336326,Iris-versicolor
+90,6.279381900024631,3.137051206351223,5.009184375969057,1.6725529007245317,Iris-virginica
+91,7.129624173028173,3.2022405637492297,6.256324259667039,2.5364841794241135,Iris-virginica
+92,6.537440972728004,3.181620450633404,4.414880541115199,1.5694622924301462,Iris-versicolor
+93,5.0045210057547855,2.956363123584171,1.4402552401873643,0.1443223265384161,Iris-setosa
+94,4.977818660593122,3.303989878803013,1.688486628178984,0.3206713829168204,Iris-setosa
+95,6.2043869863257886,3.2458376082886398,5.01645438952575,1.956134206329684,Iris-virginica
+96,6.7306375643992045,3.4849872078718804,5.19543609454201,2.1133977333318854,Iris-virginica
+97,5.163824759609553,3.4638668915620325,1.2541872750010998,0.31274175799375503,Iris-setosa
+98,4.96732209198135,3.56745072926477,1.1801764846081764,0.15737940204280151,Iris-setosa
+99,4.986378953684036,3.1838969016717615,1.197328527607849,0.09722283253850303,Iris-setosa
+100,6.854495641475869,2.973157885808329,5.895195735340227,1.857182493387556,Iris-virginica
+101,5.208986021886558,3.39623153842302,1.6973540673165708,0.08474947136297456,Iris-setosa
+102,5.266431347759501,3.975768524495675,1.4185553362823466,0.3571628719983321,Iris-setosa
+103,5.3791136253038925,2.6515126368084303,5.284383705583558,2.0452141133832584,Iris-virginica
+104,5.116543258606354,3.4527979674406297,1.5249324206519699,0.4524794800206234,Iris-setosa
+105,5.93071521504616,3.3558198832270656,4.633784146579662,1.547097375595421,Iris-versicolor
+106,4.912800523777342,3.3275501096831195,1.2153440956928065,0.23737404365357098,Iris-setosa
+107,4.778547352232425,3.139209619158771,1.460307262514602,0.3038187122641443,Iris-setosa
+108,5.031532646025493,3.1523356319306792,4.953822242925836,1.769020355096597,Iris-setosa
+109,6.7121307225532,2.877998320910062,4.3014491465291185,1.3065740501333236,Iris-versicolor
+110,4.749687193715911,3.1794783140578784,1.5651721304352302,0.19726622151485063,Iris-setosa
+111,6.302313893323466,3.0626815528427827,4.721183573816692,1.3883144264050915,Iris-versicolor
+112,6.4256991589501276,3.293327206848795,4.666981608349732,1.4743637216166228,Iris-versicolor
+113,4.604867513492871,3.232974540919832,1.5807302202659885,0.3598558877050828,Iris-setosa
+114,5.076937479151906,2.432193807695059,3.467734570594449,1.0696950891991328,Iris-versicolor
+115,6.293981119674042,2.8381465124945184,5.389844640559266,1.8475532390528178,Iris-virginica
+116,7.3078808896782625,3.2040515016885687,6.279360552788246,2.1015144189524166,Iris-virginica
+117,5.807524444444276,2.889750736904444,5.048498873536345,1.5778368681965358,Iris-virginica
+118,6.551901964030997,2.5636875381545012,4.8507646758445775,1.8672547316996813,Iris-virginica
+119,5.175684743504272,3.6282996108286953,1.3814040937409529,0.17464309430826275,Iris-setosa
diff --git a/iris/tvae/4/1/test.csv b/iris/tvae/4/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/1/train.csv b/iris/tvae/4/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/1/val.csv b/iris/tvae/4/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/10/synth.csv b/iris/tvae/4/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c76f212e03eb90c39d212b5966d6f7a2a4c3bdf6
--- /dev/null
+++ b/iris/tvae/4/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.39939274316146,2.883788872241217,3.890573174262184,1.3748326911780953,Iris-versicolor
+1,6.198918893367086,2.9662887036159935,5.13430479189089,1.9318736856299183,Iris-virginica
+2,4.659281453970967,3.2817700074918195,1.2907777544264802,0.23060025202210993,Iris-setosa
+3,6.606425765204859,3.333230350366956,5.187867218267511,2.082156029603354,Iris-virginica
+4,4.633010057144702,3.0623106590025486,1.3034502478228063,0.12826514805237516,Iris-setosa
+5,6.328088151039897,2.9494862136049944,4.726857421636402,1.6212253187345795,Iris-virginica
+6,6.339402861010215,2.637240315342518,4.410269191313189,1.3073916308176732,Iris-versicolor
+7,6.505789840450712,3.0812047823980175,4.290834503316377,1.4204235035901822,Iris-versicolor
+8,6.999692132253737,3.403645063776782,6.358663365075459,2.2508278570734146,Iris-virginica
+9,5.625822924315256,2.972390589287221,5.016262533350658,1.8965588591619498,Iris-versicolor
+10,6.269317008932278,3.189288338747654,4.70945509839071,1.6350425547779905,Iris-versicolor
+11,5.1027761658883115,2.984684173441245,1.3543947440420672,1.1284851651126342,Iris-versicolor
+12,4.408560461115578,2.479246372837304,1.1070072409785117,0.2462833761580027,Iris-setosa
+13,5.112231565417861,2.5680330205244157,3.644598498988473,0.7259015861519214,Iris-versicolor
+14,5.158303243472844,3.2846554758032314,1.5170461013137553,0.2853439951579235,Iris-setosa
+15,6.0258330955644395,3.104041616993992,4.9350583723976555,1.472829461534785,Iris-versicolor
+16,4.765088805257811,3.274449170449468,4.507769398794756,1.3645365267256726,Iris-versicolor
+17,5.488486921830021,2.6575510653125356,5.64737460700496,1.828156997422138,Iris-virginica
+18,7.038595813892694,3.079618281270773,5.5689244776840425,1.657461549017459,Iris-virginica
+19,4.948436979718294,3.508887007102329,1.438687294660952,0.3521091382671646,Iris-setosa
+20,5.377200848287105,2.6829593035592976,5.528235691569586,1.7884045966907813,Iris-virginica
+21,6.15501796890968,2.518320770524543,5.044899596838128,1.9120640176885968,Iris-virginica
+22,5.40017841617365,3.5351149633552046,1.5452134711867558,0.17025553248570852,Iris-setosa
+23,7.308727968544167,2.818425575026399,4.520004446091026,1.5003934655501587,Iris-versicolor
+24,5.597481575197585,2.927561483346508,4.464006742180087,1.537582818283963,Iris-versicolor
+25,6.668110618651182,3.379920663072407,4.713950087334149,1.5075797175934558,Iris-versicolor
+26,5.813596803374919,3.676722764004172,1.4752998333412128,0.31545054766275576,Iris-setosa
+27,5.214917748686739,3.591431959760002,1.5948184958828384,0.30349300470637425,Iris-setosa
+28,6.6027370419231985,3.0264140804785455,4.839022341592621,1.5730279454018303,Iris-versicolor
+29,6.165403823833773,3.200333235066849,4.74181304035234,1.9480624460719824,Iris-virginica
+30,6.515180257998526,2.9611144606646738,4.8941638886939325,1.6777345578238843,Iris-versicolor
+31,5.4318485317283836,2.9151642707327916,4.426805914888288,1.4034503452375788,Iris-versicolor
+32,6.430650593172768,3.3680301037303715,5.403272363681132,2.2940330245980243,Iris-virginica
+33,4.944301344590537,3.4307455954772315,1.3609692886881002,0.2181416543109697,Iris-setosa
+34,5.176964869606528,3.292476036000786,1.398575827273802,0.20858190269835072,Iris-setosa
+35,7.325669660099265,2.6551458316201435,6.391943551409404,2.1884187591378157,Iris-virginica
+36,6.047456890342951,2.556562152979133,4.396731816980615,1.072969017041998,Iris-versicolor
+37,5.900633322899879,3.116556668201351,4.2439891823531415,1.129775344381401,Iris-versicolor
+38,5.017660658776902,3.2684775887649735,1.6425019807485395,0.13716620301088944,Iris-setosa
+39,5.155043170445245,3.2877671350233397,1.503491688034457,0.3238693477755157,Iris-setosa
+40,5.082350579684666,3.435966321276514,1.382254915083951,0.17903740206915147,Iris-setosa
+41,6.20460664233845,2.8080891727412727,4.997037962743788,1.5282703269743674,Iris-virginica
+42,5.4233988083534825,2.604283425930889,4.272230420159951,1.2644665316560926,Iris-versicolor
+43,6.415719855646542,2.80108083922283,4.53964428303211,1.4486675322797296,Iris-versicolor
+44,5.500235416093988,2.622088940746008,5.04487944494131,1.0915566503324245,Iris-versicolor
+45,5.477773292521691,2.371712323524174,5.480297806846019,2.1922716072606563,Iris-virginica
+46,6.196228348458024,2.962498655389548,5.014792126075133,1.875574042634514,Iris-versicolor
+47,5.597012311490976,2.687310372620229,4.3737596288733265,1.3808582222681944,Iris-versicolor
+48,5.436094297878143,3.5335497585991664,1.8561486333264376,0.4839556410630279,Iris-setosa
+49,5.158076556690036,3.457250757767178,1.1967340052708655,0.22317402687168353,Iris-setosa
+50,5.4299836346792505,3.5853907152134896,1.4181095133743598,0.5019688027863544,Iris-setosa
+51,6.497718238284314,2.9036547160199384,4.740586500425222,1.5243533760093881,Iris-virginica
+52,6.239810240180163,3.172012674447555,4.910519779375367,1.0566465258410216,Iris-versicolor
+53,5.246626145871093,3.5762640777429793,1.5323430867836945,0.38408183009278696,Iris-setosa
+54,5.372891403460384,2.4726611547399777,4.2991877369052425,1.1548418801749714,Iris-versicolor
+55,4.916825888615039,3.062376721863152,4.708508814583014,1.333028256292681,Iris-versicolor
+56,4.9613220133357725,2.930929985580932,1.3984218631751288,0.24515693827580864,Iris-setosa
+57,4.836405044763076,3.009976757259193,1.3971323193576957,0.21522832517286286,Iris-setosa
+58,4.703322169311226,2.8820302827828894,1.3866758059409303,0.1560631011586505,Iris-setosa
+59,5.802075789297088,2.990076171459953,4.674017534069471,1.3610793250462208,Iris-versicolor
+60,5.114638232394812,3.296709048101985,1.6207195565736414,0.2922827824719312,Iris-setosa
+61,6.027635994718497,2.8727656830359254,5.224079603515214,1.9877540716762776,Iris-virginica
+62,6.93587363585311,3.0170337418519275,5.503484424214019,1.8863146702035436,Iris-virginica
+63,6.250803183573943,2.856719869143154,4.681521205408736,1.8054117304602844,Iris-virginica
+64,5.068873051906322,3.510192308614713,4.7302861719933045,1.6887439027449789,Iris-versicolor
+65,5.510415007280806,3.6434025457429744,1.6231984934710868,0.24077935147516333,Iris-setosa
+66,6.185269263578191,2.7745742071349664,4.654457955140625,1.1025247820761113,Iris-versicolor
+67,4.811385483914483,3.6604733004429573,1.4927479885616806,0.2877198653758145,Iris-setosa
+68,5.008195331315026,3.27247419992991,1.5854484284267039,0.21806637929457404,Iris-setosa
+69,5.207076976588114,3.6394974958355464,1.2683256478705318,0.3633524698913664,Iris-setosa
+70,5.842857309478302,3.8876609221046126,1.9583711442195182,0.28394931490780245,Iris-setosa
+71,6.514905021749968,2.7515873291356243,4.194178200367869,1.5021038985855377,Iris-versicolor
+72,5.483968915056499,2.5741260849222414,5.408827853206177,1.927007836491022,Iris-virginica
+73,6.283218429495236,2.43537681657193,3.795372346152851,1.452694845692276,Iris-versicolor
+74,5.392546074754457,2.6658348389003024,4.590081994708374,1.4593478303089908,Iris-versicolor
+75,7.409965634512901,2.7668758988865116,6.004940855238019,2.2669220111806467,Iris-virginica
+76,4.926567653749972,3.393984542085931,1.6066536194428949,0.48788149316518575,Iris-setosa
+77,5.025503243184727,3.112875641472332,1.5016448415973198,0.09138046063295444,Iris-setosa
+78,6.124877466038321,3.0625426840113508,5.041678881833818,1.8472644231293165,Iris-virginica
+79,6.184416484871038,3.071069329673182,4.68282929023777,1.5374919712269135,Iris-versicolor
+80,6.8311027216999545,3.0641185439664214,5.054883051268072,1.2782619663064296,Iris-versicolor
+81,6.81076309550908,2.9925447599898427,4.585174265748845,1.5291613286093262,Iris-versicolor
+82,5.126992497041043,2.5550778961382976,3.945429577760158,1.292669893323196,Iris-versicolor
+83,5.1128203616663725,3.3228433526733006,1.7240237235340792,0.4083902016501303,Iris-setosa
+84,6.333273749774817,2.985700079591266,4.404179175254255,1.3963551923097781,Iris-versicolor
+85,4.607435720667733,2.9632263273778494,1.5311556653264948,0.07839580880828956,Iris-setosa
+86,5.429454690656592,2.843035208286671,4.679177931920341,1.6703099240459238,Iris-virginica
+87,5.096774701974743,3.2812965170032826,1.3798947024046038,1.3365024820340738,Iris-setosa
+88,6.433190767201883,3.0381718171852525,5.564736517659016,2.1576464898269108,Iris-virginica
+89,6.443043020165765,3.191921824367192,5.668419009331063,2.1591632839000456,Iris-virginica
+90,5.153551806322207,2.928063551133483,1.2269672388690034,0.11396994290196649,Iris-setosa
+91,6.1528047071208585,3.3073768592337887,4.899390061045388,2.0378896125987445,Iris-virginica
+92,5.027821490118194,3.226215786826642,1.5746199781258512,0.2284503790341771,Iris-setosa
+93,5.397265919297475,3.795573706141292,1.4973396253972437,0.35345704135659506,Iris-setosa
+94,4.80733360057038,2.893041349870985,1.6165930858942008,0.20628930307183577,Iris-setosa
+95,6.547558522905901,3.1453332196056607,4.956293050825726,1.851794931360294,Iris-versicolor
+96,6.451328041952594,2.445719486575246,5.740598860065455,1.8087278443335628,Iris-virginica
+97,5.356787390355739,3.7995208811928336,1.6541901458752601,0.5489437836165745,Iris-setosa
+98,6.52818539083163,3.1464517877845024,5.731133405665697,1.8976068789717169,Iris-virginica
+99,4.706749692952693,3.493255561796906,1.2790263912621538,0.15409365716748277,Iris-setosa
+100,6.458040734044959,3.2127087988963545,5.658330864478507,2.0404701371008493,Iris-virginica
+101,4.500464475071444,3.014252823971474,1.4900378627774273,0.21520249979978454,Iris-setosa
+102,5.061421118210638,3.555221709399186,1.488015093870699,0.4252470022306959,Iris-setosa
+103,5.319678655990875,2.5005403764904206,4.178147452067518,1.1679260071222728,Iris-versicolor
+104,7.649137611077631,2.6362110698159085,6.747920427238589,1.8801249864889897,Iris-virginica
+105,5.622010279218471,3.6217725340289437,1.4495131516482904,0.33796086343616205,Iris-setosa
+106,6.382122343337304,2.739308913781516,4.900150207868767,1.4147931083383256,Iris-versicolor
+107,6.797939391962843,2.754874621502388,4.8971883051914284,1.3329458249807067,Iris-virginica
+108,4.886110701005945,3.316134488285062,1.6551342857636375,0.22474001789157846,Iris-setosa
+109,4.79204557570569,3.4755097613509722,1.4950557804456606,0.34987331906319763,Iris-setosa
+110,5.619153968837663,2.5180675945872704,4.744878916092537,2.0453376374564884,Iris-virginica
+111,6.917585389187581,2.7060427621090075,6.168919260780406,2.2129626679944074,Iris-virginica
+112,5.785412524150903,3.355777365852438,1.4554502777771094,0.35320008356719945,Iris-setosa
+113,4.789755456703674,3.449589101436641,1.3390035864433438,0.16767372994920368,Iris-setosa
+114,6.433522246629896,2.6632505355804375,5.082190042125707,1.9359936627895897,Iris-virginica
+115,5.437831320548122,4.130133687936386,1.4596207128279715,0.10630049194420224,Iris-setosa
+116,6.328314084949126,3.0612752223458206,5.760602274167274,2.135678614827515,Iris-virginica
+117,5.267855678095214,3.4837465845026117,1.6752675679218187,0.23108769696523435,Iris-setosa
+118,5.717764640739037,2.793938265370615,4.888015725582872,1.7115674313534166,Iris-versicolor
+119,4.588584103660681,3.3137990045118073,1.522544209864866,0.07124076314654498,Iris-setosa
diff --git a/iris/tvae/4/10/test.csv b/iris/tvae/4/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/10/train.csv b/iris/tvae/4/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/10/val.csv b/iris/tvae/4/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/11/synth.csv b/iris/tvae/4/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cd6649cff70cee59c04816b40d86de147cf56f24
--- /dev/null
+++ b/iris/tvae/4/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.09907305196494,2.8324177257151915,4.8452434056667775,1.574637245043071,Iris-versicolor
+1,7.103744515249249,3.5542169617529615,6.3492735408003655,2.528797070073314,Iris-virginica
+2,5.23248891276098,3.4284727447989223,1.7030796357840887,0.3707394239253475,Iris-setosa
+3,5.454061942016871,3.418425036230332,4.814197811550015,2.0541585133079012,Iris-versicolor
+4,5.958989622223435,2.753764101559261,4.036076709413623,1.2906133648180307,Iris-versicolor
+5,5.012964198923126,3.1720899945742995,4.767356482265872,1.976771990436618,Iris-virginica
+6,5.360479155727937,2.719982621105814,4.2465039818224986,1.4477231879768695,Iris-versicolor
+7,5.762187891174152,2.557771600014903,4.118326828884769,1.2067308176833254,Iris-versicolor
+8,4.757186728813181,3.1690190655665136,1.3427363955071254,0.12883585678526782,Iris-setosa
+9,5.040530722387906,4.281052931135096,1.536539985168252,0.30475492661414555,Iris-setosa
+10,4.831303276996804,3.2753084294852726,1.5601392281983104,0.2978502822114681,Iris-setosa
+11,6.1627994225426175,3.2174915865057114,4.525568397585841,1.208780092300342,Iris-versicolor
+12,7.480401190864619,2.855250477218472,6.310543984757457,1.520766835614908,Iris-virginica
+13,6.449673082603422,3.09831688426474,5.674694217301337,2.2254456852734825,Iris-virginica
+14,5.842235325230172,3.0249513506381485,4.842973373688796,1.4396925289526523,Iris-versicolor
+15,5.367096245915774,3.885935941195612,1.4613079583243704,0.3588282142077971,Iris-setosa
+16,5.326943397372654,3.6536369532412363,1.5130663332712346,0.5905487557281546,Iris-setosa
+17,5.538256152768127,2.774183187804005,4.239321706607447,1.2181925524289432,Iris-versicolor
+18,4.959428477782151,3.2652331693541394,1.5080124249879185,0.2051492600605018,Iris-setosa
+19,6.2056788149404545,3.1447838107306505,5.793371742235544,2.3315630154995093,Iris-virginica
+20,4.919780546330988,3.076685642001917,1.5992082673931531,0.30524493327002156,Iris-setosa
+21,6.2771613100116825,2.78811242849844,5.345628051590568,2.040993684006038,Iris-virginica
+22,5.230282888103609,2.375939700600869,4.403116071839431,0.9995329914508868,Iris-versicolor
+23,6.717566069631793,2.6807629207258477,5.135782299427634,1.6146772384216659,Iris-virginica
+24,6.562244444831886,2.4836206203821307,4.9004285195506645,1.7246245898739314,Iris-virginica
+25,6.26642270350729,3.144190373739466,4.718013517948738,1.1946044091062715,Iris-versicolor
+26,6.292844620112196,2.9739986266949283,5.318109384196571,2.1058923565922925,Iris-virginica
+27,6.046752669659132,3.03263134789131,4.775896018073593,1.6038860206646246,Iris-virginica
+28,5.026397882008345,3.2323347273862737,1.5840457845213005,0.1599766951140668,Iris-setosa
+29,6.794928699640191,2.953572050601164,4.998941610249109,1.301998640208196,Iris-versicolor
+30,6.377596251607514,3.17202973658329,5.019957909627635,1.852231027622808,Iris-versicolor
+31,5.871966773463248,2.450203343079348,4.224271664137677,1.3244299059858387,Iris-versicolor
+32,6.753654402265005,2.699549851903643,4.641448585659033,1.5128291612703986,Iris-versicolor
+33,6.078753378490311,3.1457218231533806,4.377053014373692,1.617102997030507,Iris-versicolor
+34,5.414467092074618,2.6268830276285566,5.197214620944722,1.7200672120816713,Iris-virginica
+35,5.168514137442434,3.8625817725524128,1.480438683262183,0.3156464984946715,Iris-setosa
+36,7.4095571686703945,3.7867599511747243,5.793365086538859,2.3883023095395077,Iris-virginica
+37,5.911391398351637,2.7446129460776496,4.040997167776647,1.2641993956552566,Iris-versicolor
+38,4.89764959830901,3.192823892296679,1.4889559244933686,0.31155319684645466,Iris-setosa
+39,6.853653252290026,2.7860716871307387,5.061887241416432,1.9518864242521747,Iris-virginica
+40,5.970651601735977,3.0867724183879015,4.976281003686322,2.1295047804985017,Iris-virginica
+41,4.880517924243408,3.292055918544152,1.4128254674688807,0.23383275361081868,Iris-setosa
+42,5.323719270511672,2.6966890698356454,3.9777474522922653,1.26899746598529,Iris-versicolor
+43,4.840104387445417,2.9706829209448573,1.5294254616425877,0.09269113304873844,Iris-setosa
+44,5.378834095522137,3.2860252282516225,1.448967659388581,0.2273701715886411,Iris-setosa
+45,5.84744631180976,3.4264007095106748,4.968761976129654,1.465883870314491,Iris-versicolor
+46,5.1915840389578385,3.779595846110704,1.5994250143746593,0.3273537647537459,Iris-setosa
+47,6.126861792808729,3.3052195111184384,4.863504773679692,1.763691509704675,Iris-versicolor
+48,5.962408084664875,2.7328695488650823,4.393783917913613,1.4565752225941695,Iris-versicolor
+49,5.709611708959012,3.9033467060691343,1.8145215411599682,0.2695843157315468,Iris-setosa
+50,4.611795288601552,2.982924182521964,1.440194423891763,0.1389543077566235,Iris-setosa
+51,4.969541277714329,3.2400787068256918,1.7138500193856432,0.08804563815727587,Iris-setosa
+52,5.315151329778357,3.326164083767231,1.448228599313016,0.5518851018013451,Iris-setosa
+53,6.922878690709766,2.8237052887973575,5.860470887425681,1.8841450494140137,Iris-virginica
+54,5.6970706141621426,2.701017633434391,4.270036372867185,1.2342681587215236,Iris-versicolor
+55,4.997096984644436,3.760471605027243,1.3649248734437371,0.1292560696277157,Iris-setosa
+56,6.638316112663777,2.725104143090413,4.444327926185837,1.816664007423383,Iris-virginica
+57,5.480731836865574,3.8131430442758836,1.9791883826880234,0.2409085895589084,Iris-setosa
+58,6.065278552345348,2.8991334811021146,4.78299809152355,2.195079920813469,Iris-virginica
+59,6.078538901351613,3.065043396282736,4.249108084934117,1.3658726887425061,Iris-versicolor
+60,5.779343119070989,2.9129522403625403,4.534045167524386,1.4059765503444575,Iris-versicolor
+61,6.143723961342373,3.112874283383532,4.3998823056902845,1.1038249414237438,Iris-versicolor
+62,6.215364499420303,2.9276650631846426,4.805792748711006,1.3475457993616664,Iris-versicolor
+63,6.793797248803886,2.920214124030833,4.6309255533922595,1.4972067462985432,Iris-versicolor
+64,6.828310284779255,2.669939963509262,4.885662240331286,1.7538375983571437,Iris-virginica
+65,5.352238808803924,2.046088303242198,3.954419320114367,1.1714388602494665,Iris-versicolor
+66,6.743225096161796,3.4065402303242287,5.306411720905636,0.6765909635429788,Iris-virginica
+67,6.869084162277996,3.25739160142495,5.499458735002717,2.324099887609705,Iris-virginica
+68,4.920997563074915,3.5443620155757105,1.5879990299164493,0.039008105165398044,Iris-setosa
+69,6.193193956882986,2.921290222592967,4.843902246350458,1.2005631233835334,Iris-versicolor
+70,6.229537972061309,2.741245510840309,4.959154267363419,1.7069171567373629,Iris-virginica
+71,6.8651860298922,2.997866744450817,5.691990711760764,1.8374724968001124,Iris-virginica
+72,4.87247283805942,3.036036769259625,1.4701431904530535,-0.0030358522662449205,Iris-setosa
+73,5.648496824013328,3.2637900766116266,1.2676252411088802,0.06874189999103406,Iris-setosa
+74,5.151365083937557,3.21091218727573,1.4267513474402398,0.054387952587727134,Iris-setosa
+75,5.548815733472356,2.5480052669983313,4.029522757749135,1.1690860658489726,Iris-versicolor
+76,5.231940286792748,3.354985868638328,1.3650482531319545,0.3171416029852105,Iris-setosa
+77,4.661216662351588,3.15305956249723,1.4130167979461452,0.13417292130863404,Iris-setosa
+78,5.118754767315811,3.3577651476385717,1.5526846263472345,0.6391029029872819,Iris-setosa
+79,6.247561504794151,2.9794267132592247,6.060189358414118,1.6794790930794092,Iris-virginica
+80,6.317838727319137,3.28051190492496,5.527450348849161,1.8377638423354759,Iris-virginica
+81,4.990083912579182,4.16248211001097,1.251999582594577,0.35268320117520635,Iris-setosa
+82,5.22192061548304,3.2882546340365963,1.5351670887804616,0.20622221596438606,Iris-setosa
+83,5.882314334347752,3.382946534078994,1.3700232618533148,0.13495784120628498,Iris-setosa
+84,4.916680171424843,3.4790826032380626,1.5998433162589976,0.2863782244790431,Iris-setosa
+85,6.604722910959145,3.017641199692104,5.707403644144907,2.45419915172463,Iris-virginica
+86,6.11861275541345,2.4905952530674735,4.550662244915276,1.5968679385740396,Iris-versicolor
+87,5.8201733460259755,2.695848265190462,4.3322403408872905,1.2116990021921459,Iris-versicolor
+88,5.50630926728047,2.721851174627331,4.488951096966074,1.3184040085528541,Iris-versicolor
+89,6.063949355885562,2.977566998395428,4.4769383256647615,1.4709644732996543,Iris-versicolor
+90,5.975535648720302,3.1213319528398347,3.906244917648709,1.4486989441763172,Iris-versicolor
+91,4.681784660962769,3.141584953649657,1.2533478273100478,0.3546663913195797,Iris-setosa
+92,5.288963567704644,3.518436326217047,1.418997888225218,0.21580623551395317,Iris-setosa
+93,6.048249255635808,3.215683680761063,4.628048021347838,1.624959498391544,Iris-versicolor
+94,6.057445441849361,2.975942948427972,4.69390477192383,1.4526975073393096,Iris-virginica
+95,6.851059048492793,2.927164668705573,5.010806434742361,1.5148698400548286,Iris-versicolor
+96,4.57489862807314,2.640514820585514,1.3476625940732725,0.37895391860995703,Iris-setosa
+97,4.977259759200767,3.375707147528243,1.7513758738013738,0.3872362826964525,Iris-setosa
+98,5.697481901351041,2.824250426534094,4.5563009508470635,1.6018302442600019,Iris-versicolor
+99,6.06035059365377,3.523680355731133,1.7883162721278243,0.18357672851654627,Iris-setosa
+100,5.457916243771567,2.8308216659122682,4.645605881772021,1.6630792949720776,Iris-virginica
+101,5.142628779425973,2.909673292810646,1.557342248039497,0.07547336745959546,Iris-setosa
+102,4.894711517647752,3.3135463352993706,1.338408495334511,0.2791036111573577,Iris-setosa
+103,5.656237462855063,3.0801200274502563,4.591574895994708,1.4617610114828574,Iris-versicolor
+104,5.210333714212741,3.545070989098382,1.5669700973592198,0.13655435501622837,Iris-setosa
+105,5.28832114623363,3.7983353073086783,1.2736945977587464,0.3446439081610071,Iris-setosa
+106,5.761186102275046,3.4917188885210333,1.469353207305525,0.2772458553069022,Iris-setosa
+107,5.224875706066723,3.585812476037402,1.526925293143441,0.4527313001307345,Iris-setosa
+108,5.383789031875633,3.4834228237934006,1.494873518946675,0.21305069994365938,Iris-setosa
+109,5.6266113350177,2.774369107033648,3.9926966401205917,1.3930888933720662,Iris-versicolor
+110,5.064079459128928,3.153528386084308,1.5868677861683587,0.17030332597655584,Iris-setosa
+111,5.5172683594640315,2.95296279217881,4.652877988066837,1.4647164499801753,Iris-versicolor
+112,5.875833366295897,3.1083796210192807,5.5950710443875895,1.997605053483181,Iris-virginica
+113,7.128214163253383,2.9918060609797843,4.71381518777607,1.1610755534315027,Iris-versicolor
+114,5.996420005407259,2.9392646114670944,4.238020697560923,1.3153375156806888,Iris-versicolor
+115,6.57433767025571,3.046011829115739,4.554399784549856,1.7800106446698767,Iris-versicolor
+116,6.4771443793627155,3.067392676573284,5.079724181960402,1.562428373004858,Iris-versicolor
+117,5.962491957467883,3.1123565457025997,4.33167488508749,1.3136628239469064,Iris-versicolor
+118,5.162947677430392,3.5428908808555533,1.4604056194755,0.10436699256468998,Iris-setosa
+119,4.84198588313485,3.2683618616204275,1.5915826297336215,0.16620368248072165,Iris-setosa
diff --git a/iris/tvae/4/11/test.csv b/iris/tvae/4/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/11/train.csv b/iris/tvae/4/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/11/val.csv b/iris/tvae/4/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/12/synth.csv b/iris/tvae/4/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3e66104961ccf41138f3966425a8343c2e2c9f79
--- /dev/null
+++ b/iris/tvae/4/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.66271728024059,2.8372721730340724,1.4081775320201615,0.19488674536634812,Iris-setosa
+1,4.179318952365776,3.1504710501698954,1.1679635376219974,0.4016716517306982,Iris-setosa
+2,5.1102573776442695,3.4674333989920716,1.1337873940990382,0.20223325188111502,Iris-setosa
+3,5.0470764621368005,3.260180118943114,1.5758300378175027,0.11532335261875146,Iris-setosa
+4,6.394546942025463,2.610652794755732,4.397875918922688,1.2027264349035547,Iris-versicolor
+5,5.685527225620478,3.205671502466619,4.6801149300441995,2.0856795333547273,Iris-virginica
+6,4.671755469040289,3.035076160158308,1.6400829601828804,0.21313035132678904,Iris-setosa
+7,5.309752172850061,3.2533830876919807,1.6710569155242325,0.44920235951810766,Iris-setosa
+8,6.758784243428857,2.955329936519622,5.649559197371092,1.750626159585348,Iris-virginica
+9,6.641868676552636,2.9132733226167566,4.170374059478926,1.2644938323073995,Iris-versicolor
+10,5.2619268692835925,3.6693652642902284,1.5264050310407133,0.48982671347673074,Iris-setosa
+11,6.381539709609884,2.649474746483811,5.178117351530852,1.8371784381517609,Iris-virginica
+12,4.79617959952253,3.1093385051316482,1.4379503017462223,0.15343484033872248,Iris-setosa
+13,5.216568438913476,2.9409889035206995,4.231594453423496,1.3329541500970132,Iris-versicolor
+14,5.889119969315332,2.688736943925963,4.849692976988193,1.8566850268613662,Iris-virginica
+15,4.980277248659388,3.280628422536734,1.2861223185422883,0.03620405410002367,Iris-setosa
+16,6.555068798650798,2.8958638338099942,5.04851068975814,1.5497343995450497,Iris-virginica
+17,5.599278223926489,2.2313501845576105,3.743692900798679,1.0028889058426,Iris-versicolor
+18,4.535875662945815,2.9949994121037893,1.5150733501479687,0.20324237263462896,Iris-setosa
+19,6.583548291311033,3.1490481302585294,4.416708827701734,1.6001762298584834,Iris-versicolor
+20,6.346680550264782,2.9953669786680095,5.3733895705105965,1.8312495479886275,Iris-virginica
+21,5.4810423849488,2.718008037742251,4.797577918095356,1.629322749297979,Iris-virginica
+22,6.353817356731463,2.646279300727275,4.328162166341823,1.6251312099736785,Iris-versicolor
+23,5.787006885663353,2.9860428472442204,4.440731620341116,1.2379994026610288,Iris-versicolor
+24,5.319869225566991,2.8028592727006822,4.964088951574347,1.976221294447968,Iris-virginica
+25,4.405518154503224,2.8722186066637403,1.436699694577369,0.1018175586534697,Iris-setosa
+26,4.7481529524096375,3.3102245235529892,1.6045885670501596,0.12806146722177658,Iris-setosa
+27,4.936155311515885,2.7127608442747384,4.1511066024599375,1.4620135274243782,Iris-versicolor
+28,6.7231521697461565,2.6527081627490015,5.759594797125141,2.043086464972974,Iris-virginica
+29,5.840325612473618,2.2728609969444795,3.6268237771030645,1.0178248380733277,Iris-versicolor
+30,6.359394669430497,2.8094372165661805,5.102580601885085,1.4869521420299112,Iris-versicolor
+31,5.010397645791799,3.219523003069018,1.4623404263199493,1.2397599497703922,Iris-setosa
+32,5.9365862693319995,3.002054922337665,3.934066961907922,1.3151735472883908,Iris-versicolor
+33,7.511732534501435,3.840929110307951,6.269117364512659,2.1652002314478596,Iris-virginica
+34,4.410756295380752,2.303706349260781,1.552138252610851,0.22470985136972163,Iris-setosa
+35,6.683722464247767,2.9821749815012284,5.00607188238871,1.7137731778763767,Iris-versicolor
+36,6.596199946330687,2.9915165259361634,4.72271231861614,1.6355092153093171,Iris-versicolor
+37,6.200123414373378,2.9678891864026204,4.606567384013455,1.5667338838543847,Iris-versicolor
+38,4.703229879934921,3.1879581510573187,1.5979063922603554,0.13725582752613263,Iris-setosa
+39,5.674033196895664,3.1410693449598828,4.54271824759758,1.34871769460025,Iris-versicolor
+40,5.974678295069822,3.15632807554046,4.707833277960828,1.7970143612052454,Iris-versicolor
+41,4.9143715953935185,2.8921659816635175,1.7189407435716026,0.24748935877769707,Iris-setosa
+42,5.265330134176741,3.5282455876672802,1.462778909032385,0.28374171727682024,Iris-setosa
+43,6.41919115444607,2.54210943063939,4.616589841889587,1.2944988974640506,Iris-versicolor
+44,6.9762478201948515,2.570487263068016,5.57178585891711,1.8212046350220965,Iris-virginica
+45,5.138224426527464,3.551255690616764,1.4751062840957134,0.400361295233176,Iris-setosa
+46,5.140345223080857,2.438639579383135,3.6199777149253434,1.6469448612979933,Iris-versicolor
+47,5.6569838341080985,2.5906174090918896,5.181945679090619,2.108408370775035,Iris-virginica
+48,4.66970694343895,3.4471847902666224,1.407882619986891,0.37990724245978597,Iris-setosa
+49,4.938619307770213,3.603886434025425,1.4140683502550317,0.20813366150439774,Iris-setosa
+50,6.50735115593355,2.8711078308633318,4.3906788707235425,1.8244133011800425,Iris-versicolor
+51,4.9796904359955585,3.435076117562372,1.5184288871315268,0.24527157758732226,Iris-setosa
+52,4.912221594804856,3.335509197219925,1.6441879728136901,0.23190982996830337,Iris-setosa
+53,5.537569224955186,3.6577638500469414,1.4320307035192779,0.3093404406702175,Iris-setosa
+54,5.3259918338918055,3.593499286911377,1.6030110766049113,0.15313886217570605,Iris-setosa
+55,6.678528715872144,2.826231283164232,4.70057318772119,1.6037538420780622,Iris-versicolor
+56,6.188532626703584,2.6771171651454857,4.112294671072225,1.2663972941169765,Iris-versicolor
+57,7.254802175953554,2.791410642899571,6.430012833888875,1.9210769003438695,Iris-virginica
+58,6.478630771292229,2.5448290890615786,5.293567904914419,1.5217183521387252,Iris-virginica
+59,4.909023082236619,3.263730427662502,1.169058968403105,0.030787711602652312,Iris-setosa
+60,5.656537826689896,3.295148872355481,1.6000627909446485,0.11577977030398484,Iris-setosa
+61,6.28801139790479,3.2050596093011388,5.576456872040054,2.3229091429575224,Iris-virginica
+62,5.19949112357372,2.6475295945011474,4.1801106981179865,1.6519031707575444,Iris-versicolor
+63,5.213801699109323,3.5078953309446432,1.633818537615329,0.1807599640571721,Iris-setosa
+64,5.183701607557645,3.354975974663111,1.6281078325799592,0.21118150106382355,Iris-setosa
+65,5.67997740140357,4.034706828367891,1.6891385982553984,0.23929000171105352,Iris-setosa
+66,5.208209864767123,2.550829483901457,4.065751388544921,1.0103807149235735,Iris-versicolor
+67,5.226869059628991,3.568419188286841,1.7166079420340223,0.2565832531193247,Iris-setosa
+68,4.757566642683047,2.9946494335285005,1.6075708337240529,0.1567240934564622,Iris-setosa
+69,5.98913092400829,2.437704793531352,4.2375036954282,1.2898791155184357,Iris-versicolor
+70,5.672021108091121,3.633988207938458,1.5627690914747367,0.38986218463408623,Iris-setosa
+71,6.319203980432725,2.889504811189687,4.396011842340791,1.4345872580967458,Iris-versicolor
+72,5.417333473379542,2.4821343751396525,3.9170755691666312,1.0100193483154898,Iris-versicolor
+73,4.337690703923169,2.822235847659639,1.4144630510369582,0.39274350736426233,Iris-setosa
+74,7.206272449649665,3.1583268187911995,5.708974060039235,2.337463157392027,Iris-virginica
+75,5.212985309481946,2.519091570400442,3.666434353363716,1.2549908085592298,Iris-versicolor
+76,5.545128164125412,2.7830353753481853,4.7913550131288885,1.4558174507532275,Iris-versicolor
+77,5.260225587978896,2.8027788041840944,4.479234260656111,1.332393175755314,Iris-versicolor
+78,5.433219994831499,2.489849188903383,4.387536564709004,1.4491319468065673,Iris-versicolor
+79,6.579974500980535,2.476454103524492,5.4473000602205,1.6285378014798964,Iris-virginica
+80,5.012866155235021,3.579864901504429,1.4548626116464218,0.3402888760659888,Iris-setosa
+81,4.916511170686963,3.1596792568345933,1.415771116713916,0.10042286973400741,Iris-setosa
+82,6.32568403738342,2.6160716996538524,4.249475406660054,1.3072849126472021,Iris-versicolor
+83,6.137148218712152,2.560489913470966,4.741393864549319,1.4758830254487263,Iris-versicolor
+84,5.430422461707167,3.649633101866883,1.8691667986996643,0.4471900863742353,Iris-setosa
+85,6.031036810067599,2.668798706390087,4.90430472034716,2.0148712733849443,Iris-virginica
+86,5.482203936045169,2.8457721136447676,4.940988985758023,1.7668681069275258,Iris-virginica
+87,6.0652504940237035,3.1182652571187215,4.3844195926890315,1.2901469305791702,Iris-versicolor
+88,6.2829563751685775,3.10688068590183,5.1822756900500515,1.9267358201145752,Iris-virginica
+89,6.563494457346584,2.8843483481179484,4.7832383073747735,1.4550214953259917,Iris-versicolor
+90,5.2135461530617455,3.734949933390187,1.498612397304378,0.5029919352535669,Iris-setosa
+91,4.929990055799448,3.463116092805552,1.4131700832904477,1.842416038503129,Iris-setosa
+92,5.010165453423689,3.516149528242935,1.6053336332624637,0.2208967816541514,Iris-setosa
+93,5.476645569775344,3.4202662394260113,1.6999594236603173,0.6132159870913245,Iris-setosa
+94,4.954013016292844,3.290894981654876,1.51037116608802,0.139153044726186,Iris-setosa
+95,6.245643960508604,2.771577286297784,5.479768497279855,2.183276509043319,Iris-virginica
+96,6.510676956201942,3.0784004324197416,5.491291923357821,2.0445706100495986,Iris-virginica
+97,5.102514180078483,2.7480399708413956,4.386567728257604,1.2698083499749355,Iris-versicolor
+98,6.1431658047063085,3.145194488683415,5.414177228824394,2.005471987519286,Iris-virginica
+99,6.116648686337437,2.8374140312540814,4.978756081705871,2.061716463873918,Iris-virginica
+100,6.263840372465973,3.442209022225583,5.399228273557291,1.8899286855877095,Iris-virginica
+101,6.566506408922388,2.4264587825111232,5.976390893431093,1.665382203597939,Iris-virginica
+102,5.083120520640647,3.3410664950797457,1.5073381381602116,0.19333517250354781,Iris-setosa
+103,6.074901657147721,3.0376911261988035,5.156706970055322,2.1970661538386644,Iris-virginica
+104,6.350705469603515,3.291420388565748,4.825529015750125,1.289160511810133,Iris-versicolor
+105,4.696124167535928,2.9463051440515033,1.6147402729785045,1.5471658846984186,Iris-versicolor
+106,5.359184078336138,2.8217528668096747,4.623844745379647,1.5879277773416403,Iris-versicolor
+107,4.82097888547128,3.046107396160794,4.7844283525157,1.2176094366350965,Iris-versicolor
+108,5.388955914620697,3.095072806205094,1.540604044106123,-0.05783222189039289,Iris-setosa
+109,4.97911698439038,3.2903625806696333,5.177168290622501,1.6150770757610036,Iris-versicolor
+110,6.170875078008402,3.5612259186835047,1.4539804946222523,0.2565247900206379,Iris-setosa
+111,5.572029463135095,3.7349219741993545,1.4044585627799313,0.2582289853024228,Iris-setosa
+112,6.571662652293767,3.0119677003249037,5.136798553549551,1.9196931318146278,Iris-virginica
+113,5.625732616485195,2.577427341352665,4.367209237520421,1.4654874429962192,Iris-versicolor
+114,5.05132980156105,3.302083545989276,1.5139552923865638,0.08708625022144792,Iris-setosa
+115,4.604397455759537,3.289783457165461,1.3752090021124488,0.2244067551361961,Iris-setosa
+116,4.57619336495025,3.0778958086864736,1.62317759246349,0.10931617287268044,Iris-setosa
+117,6.953300828459757,2.8637434815861833,4.590960772854524,1.416158392753599,Iris-versicolor
+118,6.347355033135594,2.8816272525051487,4.48050490850622,1.3886261690324915,Iris-versicolor
+119,5.572236608593305,2.573246473139101,4.127763397782488,1.414828863524264,Iris-versicolor
diff --git a/iris/tvae/4/12/test.csv b/iris/tvae/4/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/12/train.csv b/iris/tvae/4/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/12/val.csv b/iris/tvae/4/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/13/synth.csv b/iris/tvae/4/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..701bef1e1bcc8cf7378bc3e9a3d5d221f83c3c1c
--- /dev/null
+++ b/iris/tvae/4/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.485285839399596,3.0457294354297977,5.500313890093445,1.753590782231871,Iris-virginica
+1,7.602311682804369,3.1516346379173354,5.92259726894223,1.976710690423012,Iris-virginica
+2,6.234652830330027,2.7537652259199747,4.809304989194555,2.0377013942206754,Iris-virginica
+3,4.934604023757818,3.0678208150929613,1.5570282407885772,0.22475797766455957,Iris-setosa
+4,6.724556075337821,2.6675479064118854,5.473137771896546,1.6392865939060335,Iris-virginica
+5,6.376459809045326,3.0583078285435,4.492554442075726,1.6738732077802974,Iris-versicolor
+6,4.632169173025066,2.8494207508905687,1.490670683827208,0.3022285050589474,Iris-setosa
+7,6.780609779585158,2.8569396256646917,4.704440341163702,1.3908414048807467,Iris-versicolor
+8,6.814452232098237,3.0081676035502767,4.6434317498993005,1.5788775524027372,Iris-versicolor
+9,5.020567708390319,3.1025061076199925,1.469576338478119,0.4203120108918114,Iris-setosa
+10,4.963528018509745,2.402411734448266,3.8542274866084156,1.2071850856736126,Iris-versicolor
+11,4.988203229486375,3.179934782237037,1.76325409912217,0.539081097669304,Iris-setosa
+12,5.629772516397611,2.9249088335392304,4.056269164267547,1.2113940838658557,Iris-versicolor
+13,6.011242063624231,3.196362091131364,4.884757518137936,1.881791583592222,Iris-virginica
+14,5.6899360829817995,2.5806592435761715,5.237496730153945,1.9996645309399341,Iris-virginica
+15,5.108806594601485,3.242227024084814,1.5344998917285104,0.23503747677125325,Iris-setosa
+16,5.093398483190934,3.1596902859698908,4.572630339735348,0.9210524088900125,Iris-versicolor
+17,5.656454532510302,2.776993217414094,5.350182526397513,1.7113466405001794,Iris-virginica
+18,6.372035552727208,2.738403236542005,5.211364199815438,2.0438005650334845,Iris-virginica
+19,6.316490968606855,3.1230414162147846,5.530309415253645,1.9731861726693352,Iris-virginica
+20,5.819186745666327,3.180773452357261,4.957410588536992,2.029147305210447,Iris-virginica
+21,5.180892929046439,3.416095775532683,1.801411900630925,0.23314722208993052,Iris-setosa
+22,6.8417516516112356,2.830228804205555,4.735124952732905,1.3394539161042747,Iris-versicolor
+23,6.018461546706995,3.1547481152368535,4.291575986080797,1.3418253007965735,Iris-versicolor
+24,7.110643150320823,2.670591579306597,6.23781123225558,1.947227961858382,Iris-virginica
+25,4.748896054832415,2.7816441779870935,1.3675435823144053,0.2669910475051683,Iris-setosa
+26,4.97556585149958,3.8998342769652146,1.4018216467015174,0.2028224513935865,Iris-setosa
+27,6.540315763010111,2.9014986880089477,4.637198162603793,1.4890227905594222,Iris-versicolor
+28,5.287565269155675,3.5113112292036535,1.3856333300199921,0.2737833587249859,Iris-setosa
+29,4.650006425204213,3.2241108502289277,1.5978674221744729,0.04511158992121722,Iris-setosa
+30,6.621289729021454,2.651869363594477,5.230814774437892,1.8959010500498554,Iris-virginica
+31,6.761245171641513,3.039651067307694,4.3624924185685465,1.8207743833875119,Iris-versicolor
+32,5.836817228515885,3.841999100325341,1.639117780709629,0.3278669775989644,Iris-setosa
+33,7.136261407863205,2.97322529776992,6.413361353826547,1.9523993995413733,Iris-virginica
+34,5.798415028944967,2.957483669647275,3.8896585696353743,1.621592907046615,Iris-versicolor
+35,5.649624055233412,3.760460433877132,1.686775092755159,0.16568258861263196,Iris-setosa
+36,4.796509526389183,2.723379989457678,1.3829247452420703,1.4129568401443624,Iris-setosa
+37,6.045856924517499,2.8154379087459773,4.686570021802402,1.6157407747035966,Iris-versicolor
+38,4.601213329410963,3.089314984020514,1.6733683261797223,0.34673845973509604,Iris-setosa
+39,6.2119699717172345,3.0825661828498223,4.542510047365396,1.2443232671520768,Iris-versicolor
+40,6.676288293257654,3.198457422929464,5.473681059793013,2.0824485383541336,Iris-virginica
+41,5.026207612848607,3.0887556876246776,1.5584763949140261,0.2152810953553272,Iris-setosa
+42,6.272684787589081,2.999327408549353,5.224020465087713,2.3661920446786855,Iris-virginica
+43,5.106360657476376,3.307025063197955,1.5811939796327048,0.36884422607320944,Iris-setosa
+44,6.80247885948962,2.926326485292198,4.2962462090961955,1.6259527514372922,Iris-virginica
+45,5.396590850925234,3.7992284591599046,1.5529612508105533,0.575960466820719,Iris-setosa
+46,4.935160176515863,2.4414272214019643,4.338555992344945,0.7663450463471504,Iris-versicolor
+47,5.102238692535838,3.2569790991304437,1.5601379932572075,0.23923345720453512,Iris-setosa
+48,4.636723591372135,2.878426689107829,1.507390862317891,0.2319082981973533,Iris-setosa
+49,6.934349411526872,2.7692352053271585,4.627734252374671,1.543309047907101,Iris-versicolor
+50,6.458902377048339,3.100194331260655,4.579107291155022,1.5250030024363843,Iris-versicolor
+51,4.751692102787329,3.284732651973455,1.601495308220317,0.05002594502810345,Iris-setosa
+52,6.297501202623866,3.003145494035281,5.53467106659169,2.380349042806038,Iris-virginica
+53,4.899281111516479,3.567225028136689,1.4705941896898602,0.20635825662099425,Iris-setosa
+54,7.441147811409656,3.0892776155092783,6.050833677058556,1.8947007301676968,Iris-virginica
+55,7.107131885322525,2.8611418725327042,4.845420896106583,1.6630593067671926,Iris-versicolor
+56,5.385948399337261,2.8063774373094716,4.727109209636357,1.428737313700389,Iris-virginica
+57,5.441278955286027,2.5556904082305185,4.1238083616296555,1.8946185411162886,Iris-versicolor
+58,5.3813729292162495,3.746206917051264,1.5279066514327613,0.3687537654007648,Iris-setosa
+59,5.789658467803566,3.8717314219625494,1.674764899008159,0.40245018635295404,Iris-setosa
+60,5.656249713064257,2.9280033501767964,4.782536097443825,1.6834718774918174,Iris-virginica
+61,4.905448522648502,3.2234326192462563,1.68027778976475,0.1741032522188617,Iris-setosa
+62,6.683826571076717,2.852395677796816,6.241436779196861,1.9620517246527234,Iris-virginica
+63,5.459794123400078,2.8015640977251643,4.772108085609393,1.473838617428307,Iris-versicolor
+64,5.4072781056411685,3.753841006446179,1.3399716132317598,0.3086235467095892,Iris-setosa
+65,5.513657677303926,2.5963628522226134,5.485030335180816,2.0396563898437527,Iris-virginica
+66,6.325849694423729,2.9707852526871257,5.140944691020429,2.030294363448502,Iris-virginica
+67,4.721933291871603,2.853696703236175,1.3259550886399036,0.22545793894346883,Iris-setosa
+68,4.766674954910675,2.954707890039099,1.3408591582198885,0.23090880233675143,Iris-setosa
+69,5.791008182959857,3.935468039719483,1.7536171573518682,0.3223962858829373,Iris-setosa
+70,6.088530615696332,3.2443349956519962,5.343164208490511,2.150058935992968,Iris-virginica
+71,5.538886691697709,3.008844013709291,4.5590930870493445,1.064685043199289,Iris-versicolor
+72,6.499892405342239,3.126587443907851,5.737554322706474,1.6765387131957596,Iris-virginica
+73,4.646406307314421,2.8413888948598798,1.739626824795089,0.18600812478467044,Iris-setosa
+74,5.264951976320706,2.4615135958724275,4.3907762086193225,1.1677924423246875,Iris-versicolor
+75,6.4280434071290795,3.077762687348657,4.352014253732359,1.7007964568956717,Iris-versicolor
+76,4.798218489835952,3.1348182924471604,1.5003801901685154,0.06665206104553345,Iris-setosa
+77,6.202691891038657,3.0587618299163952,4.942251189240279,1.6869118253325386,Iris-virginica
+78,5.561784530911604,2.566244069637577,3.9027067331814256,1.3691793009897544,Iris-versicolor
+79,6.13352813928114,2.9192548551829236,4.104659165443702,1.3254009780459732,Iris-versicolor
+80,6.706725806483926,3.1321416055531737,5.134253759778293,1.319987772144067,Iris-versicolor
+81,4.90182223983833,3.1775091082774662,1.6173430549370391,0.2617020957169849,Iris-setosa
+82,5.475655199520601,2.75761060064996,5.25550724729217,2.017227142721184,Iris-virginica
+83,6.7621065130711155,3.219525419691717,5.566539294847233,2.0387160314988755,Iris-virginica
+84,6.367938989590779,2.958267031618473,5.0601991395598995,1.6354958205664036,Iris-versicolor
+85,5.608947104432151,4.350647716916185,1.6809973503198348,0.357063861322758,Iris-setosa
+86,4.873851924957262,3.412735440242334,1.6074930294442515,0.4796508276757301,Iris-setosa
+87,6.4409881337517305,2.892404970781309,5.205134433760736,2.069184468124474,Iris-virginica
+88,5.058207493262985,3.107867756296974,1.3630465723721683,1.2406332044929462,Iris-setosa
+89,6.593948056818839,2.9164082633931474,4.626380755322032,1.0889657643706725,Iris-versicolor
+90,4.424742707747191,3.058893448838861,1.4869738310770848,0.22387309790570808,Iris-setosa
+91,4.862865004055949,2.926100144776174,1.382059850642706,0.20111163335907728,Iris-setosa
+92,5.29419418485564,3.277963763783693,1.5674286706328697,0.22016977422798478,Iris-setosa
+93,5.333152594798985,4.073289789315516,1.3049880843497745,0.1693240464874641,Iris-setosa
+94,5.210001733777121,3.123838870536229,4.920504317742615,1.304932426914602,Iris-versicolor
+95,5.384252112905102,4.08917085759233,1.117030265865748,0.33412678417936414,Iris-setosa
+96,5.829839789503663,2.750021085302948,4.99161872387544,1.6838140028144355,Iris-virginica
+97,4.9600107999320135,3.3538560029283597,1.684079989275685,1.6955843899088505,Iris-setosa
+98,4.937866388772103,2.98984775516937,5.209315586863781,1.5979615097131834,Iris-setosa
+99,5.9675414192253795,3.2306305835837996,4.844294460091748,2.0207693037019787,Iris-virginica
+100,5.10916143477227,3.4254069963052993,1.6797386688239913,0.28096963105622175,Iris-setosa
+101,4.7724335924961965,3.126873312758299,1.5143747360220141,0.23889341390632424,Iris-setosa
+102,4.988598017866423,3.5128042648568027,1.5628212956138832,0.3189473186186522,Iris-setosa
+103,5.374532437526701,2.325434294575098,4.111660113481631,1.3331612910719368,Iris-versicolor
+104,4.946610741690504,3.433109296497434,1.283360374764477,0.3543059149658228,Iris-setosa
+105,5.421005754204918,2.646101709971758,5.173958719328618,1.6409797161272492,Iris-virginica
+106,5.767503011930878,3.0765829464945678,4.4917682014503635,1.5390267183443254,Iris-versicolor
+107,6.442782881819231,2.5546737092474374,5.326224654330927,1.7193534576264384,Iris-virginica
+108,5.4092894916848655,2.4457946897805183,3.7319942743018375,1.4317275293071212,Iris-versicolor
+109,6.508996854577365,3.2504852301842497,5.662969557586557,2.157263744362116,Iris-virginica
+110,5.7858835518405565,2.9612969419518445,4.46817695370617,1.3435032402843898,Iris-versicolor
+111,4.688664964528288,3.337731344787169,1.3678592575311492,0.09243501858327444,Iris-setosa
+112,7.264875028788882,2.7336756814370857,6.047193077709159,2.0777552996191333,Iris-virginica
+113,6.886718436262786,2.811799895544095,4.7529578502047745,1.3071078227340982,Iris-versicolor
+114,5.4980701709765905,3.855759293905415,1.589457351293628,0.4215714197939313,Iris-setosa
+115,5.00613220544182,3.215171090608177,1.7476731731918325,0.2545291509912114,Iris-setosa
+116,6.626697792783598,2.927985693955174,5.907209277659723,1.8952189001656,Iris-virginica
+117,7.063778263566874,2.7386582344657193,6.325643474567838,1.9999444108466062,Iris-virginica
+118,4.980471998698235,3.098818488529023,1.4862550049690422,0.058621005145649746,Iris-setosa
+119,6.340016145025922,3.2138436748721015,4.584211289728679,2.067283729410625,Iris-versicolor
diff --git a/iris/tvae/4/13/test.csv b/iris/tvae/4/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/13/train.csv b/iris/tvae/4/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/13/val.csv b/iris/tvae/4/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/14/synth.csv b/iris/tvae/4/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1a217690a214f714f43dbbbed7b15d138a09f2c9
--- /dev/null
+++ b/iris/tvae/4/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.76982252340027,2.5419182637366147,4.162741082169677,1.508539953175766,Iris-versicolor
+1,5.8727669857685045,4.146148120849283,1.5728089842413593,0.5502876120189651,Iris-setosa
+2,4.772579146902393,3.014034250406242,1.4855715390254782,0.13178370138656267,Iris-setosa
+3,5.590569842863948,2.3127192254747255,2.98171943236581,1.0469186761323643,Iris-versicolor
+4,7.04037589313428,2.922197153107572,6.693500389090379,1.9543639911831345,Iris-virginica
+5,7.006956339772282,2.4112408750054746,5.941545856553233,1.6121970115327824,Iris-virginica
+6,5.139028744364572,3.8063693988753493,1.5016845430277443,0.22414283028996443,Iris-setosa
+7,5.7035806864605085,3.9644318046711233,1.6276846260481723,0.380563168631047,Iris-setosa
+8,5.079868142527145,3.4832515806735165,1.2047798590497114,0.16737217275591293,Iris-setosa
+9,6.715340037134367,3.0089779395190703,4.575517090907714,1.7770065890967428,Iris-virginica
+10,6.288460947059117,2.4230850687740695,5.024741872841256,2.0345735117425434,Iris-virginica
+11,5.182633669507741,3.306635003643605,1.8046088274312935,0.4365061276886516,Iris-setosa
+12,6.5490534958525215,2.816428242438397,4.695602258900325,1.3477176452633268,Iris-versicolor
+13,6.219377147040461,3.263808352756771,5.062128478764551,1.377217111089926,Iris-versicolor
+14,4.6457903331695825,2.5896449695282,1.3551112232828104,0.20179085259207946,Iris-setosa
+15,5.07213486526364,3.233217813539383,1.3529506397736486,0.15232450754235388,Iris-setosa
+16,6.860234908630048,3.0077446090409636,5.491048433643251,2.0983610446943706,Iris-virginica
+17,5.100472552368777,3.335372450616724,1.5633394363259059,0.15952903642178626,Iris-setosa
+18,5.743080094056345,3.0025714490060404,4.591929994951819,1.6777579394843458,Iris-versicolor
+19,6.123495327232077,3.540653173217788,5.195551575707897,2.2727664431107546,Iris-virginica
+20,5.17785241130882,3.822329322119881,1.3997541969715248,0.30383033198754705,Iris-setosa
+21,5.1915683832025445,3.55284415342987,1.539498426452577,0.2071052171146575,Iris-setosa
+22,6.463369768607244,2.575681058963002,5.316577629833087,1.6730137996476777,Iris-virginica
+23,4.969936927608408,3.03911958515071,1.6565573595093155,0.04365256681512206,Iris-setosa
+24,4.97202789218388,3.0313433878022455,1.2935391710339552,0.23842589230428463,Iris-setosa
+25,4.962619143628481,3.2329914812659792,1.3919267882561874,0.23096591235837252,Iris-setosa
+26,5.92488794255123,2.5983010249465974,3.844092902578823,1.6200520995909882,Iris-versicolor
+27,7.17271355625425,3.366598249878478,6.3547271294917005,2.321219174867332,Iris-virginica
+28,6.254538905583561,2.779082758498003,4.433257650827763,1.5128361167439854,Iris-versicolor
+29,6.067159991647305,3.2754700267816457,4.401909999995619,1.4051319981247512,Iris-versicolor
+30,6.133166968644364,2.6305928192541086,5.768783556017281,1.70720230271906,Iris-virginica
+31,6.317532896239914,2.762816961609805,4.862772266868328,1.8539060366555198,Iris-virginica
+32,5.864533630531716,3.922196372935263,1.6907679588829556,0.4536649408993488,Iris-setosa
+33,5.579107064124107,2.8593691801260976,4.545586902973809,1.208520448605339,Iris-versicolor
+34,6.856708785766167,3.1521889455524357,6.028972402103818,1.8993781529006022,Iris-virginica
+35,6.339201390401252,2.9715581084123213,4.291548228893872,1.668754542245812,Iris-versicolor
+36,6.547222879859521,3.3754159428204726,5.548014976003243,2.3226020339534466,Iris-virginica
+37,4.448688623050417,2.683395017519144,1.3310045904067307,0.19838423387380685,Iris-setosa
+38,5.300171831855834,3.788825604477555,1.475146168304543,0.28035943455236534,Iris-setosa
+39,5.4851883433176445,2.8068334736240854,4.455449667987767,1.3585043224647166,Iris-versicolor
+40,6.416617377926761,2.5495628281036,5.078117033293224,1.9907969344074368,Iris-virginica
+41,4.595003211176375,2.9662572616100604,1.255668004730539,0.21172992751759695,Iris-setosa
+42,5.9892845968494735,2.4008267277692856,3.380317904500061,1.0523589299648657,Iris-versicolor
+43,4.765315983213307,3.4075810513649927,1.270270293109605,0.12410193618446777,Iris-setosa
+44,6.521466958308977,3.1281901558913345,5.072052239213232,2.0531068270747337,Iris-virginica
+45,6.2205682541974,2.4450705139995117,5.092157131276878,2.140028701126416,Iris-virginica
+46,5.736551165016859,2.8958419809619764,4.609411747550975,1.71695572558376,Iris-versicolor
+47,5.155299534569056,3.1564663530524486,1.457672532786653,0.17553371293249342,Iris-setosa
+48,5.981013353041959,3.033800771655488,5.01777477128472,1.1860387847526326,Iris-versicolor
+49,6.517971281358015,2.9906288119770843,5.7737525870470625,2.4597314036521,Iris-virginica
+50,5.6706519156834245,2.7039140739174368,4.875124957428224,2.162441844334491,Iris-virginica
+51,7.406081184309478,3.7681059349520867,7.297689765435818,2.0528273332266735,Iris-virginica
+52,5.0137518034734745,3.253073831310491,1.5114494395452733,1.523326181651869,Iris-setosa
+53,6.99152594495691,3.149388690209077,5.728814647124645,2.164541046524747,Iris-virginica
+54,4.860597343105091,2.9899999070417342,1.704909087244228,0.13021017808218913,Iris-setosa
+55,6.217476872737369,2.778871321067202,5.002858387531539,1.9147383420780237,Iris-virginica
+56,7.0295348020158315,2.725659203460002,5.54383431934712,2.146496093107098,Iris-virginica
+57,4.940438654598783,3.689404800960448,1.5755290001920244,0.19489112468635067,Iris-setosa
+58,5.150974676533822,3.663591728740342,1.597185473963097,0.30867476727371373,Iris-setosa
+59,6.3723314560916675,3.1404442117187017,4.575448889183018,1.5602892225210507,Iris-versicolor
+60,5.813129562427115,3.2429558683459567,4.9465637670219795,1.3795975548774226,Iris-versicolor
+61,4.207353233256535,2.741552573812391,1.2350269480322784,0.23525070866348377,Iris-setosa
+62,6.0707006894310345,2.4585379325840426,4.2409942705565085,1.377963400248792,Iris-versicolor
+63,5.174867495929219,4.037631197581358,1.5354461180363985,0.25362395546807825,Iris-setosa
+64,5.701628484226747,2.830849636784347,5.7344865735403,2.0601670031898847,Iris-virginica
+65,7.133824310731114,2.5190439654753645,6.22896649819756,1.7952449903250067,Iris-virginica
+66,5.10697993236168,2.9679110761399263,1.450653657200042,0.3461557419341458,Iris-setosa
+67,5.990832165758193,2.8538846853989113,5.032333068018831,1.7406021970573842,Iris-virginica
+68,6.456603086138556,3.0788891140216577,4.950840762421329,1.9737436055809818,Iris-virginica
+69,4.954952708707825,2.7365576315716056,4.0647613041296236,1.4360877775893817,Iris-versicolor
+70,5.095092289570154,3.346896189642802,1.5284939312856296,0.32404924116639905,Iris-setosa
+71,5.426300198836709,3.32383163121002,1.5732627444406357,0.5095339806418872,Iris-setosa
+72,7.026876904625328,3.0434067600205195,5.952064833708734,1.9497668012536957,Iris-virginica
+73,5.948990621590939,2.8177005226963336,4.944740538573233,1.8173167875540348,Iris-virginica
+74,5.966099444825,2.6993461574538697,5.115948555138148,1.6126625087664812,Iris-virginica
+75,5.786794163484306,3.667635934634795,1.6372017990159653,0.22887598052998692,Iris-setosa
+76,5.457357881336208,2.536523715353424,5.066023183247642,1.815445326534252,Iris-virginica
+77,6.156133952079098,3.196496960629268,4.908727903938144,1.0898929761406824,Iris-versicolor
+78,5.073803205986325,3.3626481368224157,1.6355838306861943,0.47331523460152564,Iris-setosa
+79,4.791487831772374,3.238528797743534,1.5133418677945567,0.15574269166562635,Iris-setosa
+80,5.407024419172048,2.9509711764643667,5.161712139638375,1.8988016514956103,Iris-virginica
+81,5.815642439713822,2.3657523455019183,3.7627994829123614,1.0766783658773127,Iris-versicolor
+82,6.194451725125555,3.204155956792381,4.263632527534133,1.417107342563616,Iris-versicolor
+83,4.941530759858088,3.1051844011141516,4.778047197190678,1.3608188503868888,Iris-versicolor
+84,4.93761625607597,3.6613518640521945,1.5668442744747784,0.43233227496165016,Iris-setosa
+85,4.521434206129381,3.3486791794412314,1.437664107458486,0.3304345937105595,Iris-setosa
+86,6.247119671190794,2.7032557247781077,4.279368667608918,1.3678722017552962,Iris-versicolor
+87,5.4443181124723,3.6888140334813797,1.3583155405030485,0.2731221223072169,Iris-setosa
+88,5.839998669767707,3.2406769269298565,4.932744916357424,1.85826421860589,Iris-virginica
+89,6.661726765167728,3.260994346812469,5.935759186447051,1.966641261409683,Iris-virginica
+90,6.573393299235635,3.2050962137229093,5.192178264663622,1.9459170563683705,Iris-virginica
+91,5.259540578238905,3.7076940184530183,1.6090826291140627,0.3544510794005159,Iris-setosa
+92,6.010434992527853,3.0847965938201143,4.766404591747608,1.0995639831460244,Iris-versicolor
+93,5.711866670373417,2.7803665429663336,4.984848106904955,1.7614646859498102,Iris-virginica
+94,5.481754435711189,1.7510533970298545,3.369431194757885,0.901696796562995,Iris-versicolor
+95,6.386817162366829,2.781875056896151,4.781919269542514,1.5619810723578937,Iris-versicolor
+96,6.830358526469584,3.20369213552988,4.744920928563419,1.5599088313733598,Iris-versicolor
+97,5.5054572465137,2.415679325435537,3.6887365291200496,1.1599917523226368,Iris-versicolor
+98,6.326543749677124,2.3431441418552863,5.591300070142641,1.9899276202487295,Iris-virginica
+99,5.321661645801254,2.6700699045978213,4.291263023924417,1.3693320765131203,Iris-versicolor
+100,5.868762687940823,2.8575048466905764,4.7954872574055285,1.6849201098414475,Iris-versicolor
+101,6.594923401984456,2.5199939140913226,4.33773773624484,1.3572301081254206,Iris-versicolor
+102,6.040083732795394,3.0714362498073875,4.969513206165562,2.2670414046270513,Iris-virginica
+103,6.197748872175943,3.004781901804534,4.906340653438697,2.223415829618515,Iris-virginica
+104,5.316162840640102,3.5052484455647357,1.608824581990027,0.5127224126106293,Iris-setosa
+105,5.3984849056357564,2.7354530250030837,4.098694976939763,0.8423459636101256,Iris-versicolor
+106,6.936570697030474,3.036228848695495,4.572850608630008,1.2575032129843853,Iris-versicolor
+107,5.1476279472218085,3.2203396844042405,1.834593788090262,1.9358598906416735,Iris-setosa
+108,5.200882807810202,3.2634755517934706,1.4910752916996004,0.1104291649783796,Iris-setosa
+109,6.562636970710716,2.7883343259882354,4.1933332171953275,1.1815299088515985,Iris-versicolor
+110,4.864722625795193,3.1501500404423233,1.6355553129240108,0.234059185161431,Iris-setosa
+111,4.98747053184627,3.356681817802396,1.6459549152950441,0.2550417417886848,Iris-setosa
+112,6.368524707485948,2.7477575641713563,4.028254913295179,1.3114842584822224,Iris-versicolor
+113,4.910351708530122,2.828811429036185,1.444972885777851,0.35146979490597596,Iris-setosa
+114,6.331123721590458,3.065107534324928,4.478209312334991,1.4542544392588261,Iris-virginica
+115,5.401755127992105,3.912862472434795,1.4403205654941655,0.1965506164124765,Iris-setosa
+116,5.199238432616035,2.8456869368063193,5.139712343971927,1.8623595085476181,Iris-virginica
+117,5.929056279530181,3.1969579596651507,4.811691270061969,1.2746983052678043,Iris-versicolor
+118,6.025452968370515,3.009107250733789,4.539013454777921,1.741130767538573,Iris-virginica
+119,6.8843900097467845,2.9305139687953767,4.395489488243527,1.5661732962090613,Iris-versicolor
diff --git a/iris/tvae/4/14/test.csv b/iris/tvae/4/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/14/train.csv b/iris/tvae/4/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/14/val.csv b/iris/tvae/4/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/15/synth.csv b/iris/tvae/4/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..081945725386a43e8b8ae140764aea1c0077a8c9
--- /dev/null
+++ b/iris/tvae/4/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.713077451286906,2.4391271967690944,4.351154850830457,1.0198979131159753,Iris-versicolor
+1,5.162655629194651,3.3585197144313192,1.5528749324034965,0.35620072975064876,Iris-setosa
+2,4.9924073816933365,3.5557181957793755,1.5188923437145974,0.3629444406759827,Iris-setosa
+3,5.427067966187286,2.4828185006235852,4.204561650244339,1.2956805919530818,Iris-versicolor
+4,6.690429444554209,2.7608505308985056,5.743968426149601,1.5580960604287288,Iris-virginica
+5,4.7606717254757465,3.187857187729459,1.5697743474573287,1.2959462428852337,Iris-setosa
+6,6.3541968331331065,2.7922610223639985,5.174059483434511,1.4957974080346794,Iris-virginica
+7,4.718648318828506,3.0734628010147524,1.5179348555250578,0.05166617923805894,Iris-setosa
+8,6.757240987134926,3.000045782601164,5.717825897285334,1.82429142650875,Iris-virginica
+9,6.5742709013970835,3.266753566125979,5.23150144372604,2.323327778311867,Iris-virginica
+10,4.450019797547822,2.6215210311359005,1.1046366652965551,0.36484335208001073,Iris-setosa
+11,5.926562434091298,2.035185993860445,3.9670778314394894,1.1468502311077242,Iris-versicolor
+12,5.20759066638382,3.3137039542989575,1.3750967418622007,0.4745634689860898,Iris-setosa
+13,5.401315501578006,3.445811295762238,1.609906530073486,0.46120058336830716,Iris-setosa
+14,6.071546801615321,2.7448591146441372,5.33615918816476,1.7163138245054776,Iris-virginica
+15,6.080555773993369,3.1373378980893736,4.548038459864828,1.5895787978304379,Iris-versicolor
+16,6.038550138343531,3.037239083065332,4.942689754257105,2.2223442887909317,Iris-virginica
+17,6.822724038366311,2.868953358054363,5.3728217292258496,2.143288205113631,Iris-virginica
+18,6.354170271961364,2.7801050937920415,4.639599950767398,0.9232722701238404,Iris-versicolor
+19,5.808362993470954,3.017500780095383,4.4863042344225885,1.1841448216785029,Iris-versicolor
+20,6.1241983275492675,2.7610199219303686,4.876070041258241,2.0459106161490563,Iris-virginica
+21,4.905176819928418,3.1275043322362683,1.3406919022990562,0.2328181489788257,Iris-setosa
+22,4.817922255679845,2.989511866453999,1.3253989841943863,0.16296116023977564,Iris-setosa
+23,6.991973251953829,3.3015656000545137,6.154140923081566,2.7674634984041298,Iris-virginica
+24,5.442806844826674,3.1652516629128784,1.7801642046128114,0.020273641716460122,Iris-setosa
+25,5.138523357937111,3.7671677795384713,1.4228903193154858,0.2856519196755374,Iris-setosa
+26,6.299370440462693,2.5636868009464484,5.286614349382371,1.7355685743868097,Iris-virginica
+27,5.1648676677092205,2.652100299681927,1.5189415677764566,0.2395610106766689,Iris-setosa
+28,6.452590802106172,3.014729002517158,5.0528678938291565,1.6480032464163965,Iris-versicolor
+29,6.4632841540858115,3.3567919037609797,4.486934975075588,1.316508169780355,Iris-versicolor
+30,4.729606074009288,3.2638981398905247,1.2202316938944442,0.1595778845157298,Iris-setosa
+31,5.5353746745522034,2.815092545939171,5.056033712146251,1.0373746030964277,Iris-versicolor
+32,4.378884736346292,3.024384282526481,1.3953758276353945,0.12730827034956946,Iris-setosa
+33,4.632282716760959,3.151912118701071,1.4462663176773127,0.2007919568348791,Iris-setosa
+34,6.072989952397754,2.8769898430226255,5.316169161856645,1.6087971593310282,Iris-virginica
+35,4.9906361044496,3.7105013411657133,1.3265301234615763,0.28080622438952163,Iris-setosa
+36,5.179398934571044,3.6851111577587745,1.459387005503992,0.20717208816452126,Iris-setosa
+37,5.878448312400853,3.0586118874646395,4.4921503820444935,1.4782150790491357,Iris-versicolor
+38,5.320801255144256,2.7215844850277553,4.466791955920338,1.3431871363160446,Iris-versicolor
+39,5.607651687825007,3.539228338971277,1.5145075026354176,0.4319041282692546,Iris-setosa
+40,5.416774723721439,3.8664749110319434,1.4208419413078879,0.4653952401018207,Iris-setosa
+41,5.129892150820451,3.746973228191305,1.5430012791607546,0.30571561200140285,Iris-setosa
+42,5.415364175464167,3.4555643188176504,1.420060432082492,0.4072579963165508,Iris-setosa
+43,5.472380865595606,2.4587063519133654,4.9916913458203815,1.1592003511463107,Iris-versicolor
+44,6.4507440272818,2.5842020869325713,4.9093603507856285,1.9633518351881047,Iris-virginica
+45,6.6172582805823374,3.0732861728658167,4.27026623131496,1.4775516499266461,Iris-versicolor
+46,6.035889832903045,2.7989928932571146,5.0294347247322895,1.8153235895880127,Iris-virginica
+47,5.985557931532274,3.295155551164673,5.144942951435014,1.802058383736992,Iris-virginica
+48,6.222182502467027,3.166773196953134,4.879227116432842,1.742450937739872,Iris-versicolor
+49,7.527124949550057,2.9733701081435533,5.8588562001748015,2.2452488404534923,Iris-virginica
+50,5.437085183757123,3.3527743920899162,1.4390733645641463,0.2099270497157362,Iris-setosa
+51,5.192808218805631,3.632920043086595,1.4400744992092425,0.18372333230975588,Iris-setosa
+52,7.212603743195811,2.8144644217376884,4.7868234560553615,1.7500880531806389,Iris-versicolor
+53,6.414528096958272,2.9632845379076755,5.56371158526718,1.9656243040753925,Iris-virginica
+54,5.5288217150358205,2.7857173674208204,4.977174835400061,1.4120826238541173,Iris-versicolor
+55,5.0148265387288,3.0812706739992097,1.561405391298367,0.09523786099408368,Iris-setosa
+56,6.006382213820247,2.806726413355693,5.14468196300548,1.6072323440835592,Iris-virginica
+57,5.885156591768067,3.948769957036567,1.4492170139546785,0.2721513587344606,Iris-setosa
+58,6.351678712169017,3.014556004031542,4.733658696863519,2.0115085630927583,Iris-virginica
+59,6.2847414885937445,3.0420153410584803,4.771765866720715,1.0279255497217827,Iris-versicolor
+60,6.552414929983015,2.73208802398877,5.030414436028118,1.677336320902806,Iris-versicolor
+61,4.472263210740566,3.255650743149997,1.60411927635328,0.17626817329794836,Iris-setosa
+62,6.416640481944612,2.8566847523326,4.880912079231197,1.4308201289604972,Iris-virginica
+63,5.237563849628513,3.6140907816191654,1.5843038646338274,0.23899590732745574,Iris-setosa
+64,6.418270192860664,2.6854728202620066,4.388121473493033,1.7033483084600372,Iris-versicolor
+65,5.061875089628016,2.5458650774950327,4.255439494973295,1.092733587895785,Iris-versicolor
+66,4.906444130016451,3.7730682880110806,1.3348055594071464,0.28767066742790454,Iris-setosa
+67,7.407940294365239,2.9879287851586875,5.71385614795952,2.3236278132795096,Iris-virginica
+68,6.013592280672439,3.0704829532500533,4.428498035660538,0.9169648304474701,Iris-versicolor
+69,6.545267550746356,3.1677971868871997,5.207374333055455,2.122435202248443,Iris-virginica
+70,4.8453755483997,3.5192941014100274,1.4581796603897907,0.36924702650178354,Iris-setosa
+71,5.53485493069785,3.1171326857110366,4.734256700769792,1.7680596763081557,Iris-versicolor
+72,6.375427122936298,3.1252259180904742,4.892963251287715,1.1974085805197845,Iris-versicolor
+73,5.17231418760458,3.3747429776440665,1.4908816586650913,0.5179706561578457,Iris-setosa
+74,6.495108511556786,2.4987748805145777,4.184441665356941,1.3298136866098573,Iris-versicolor
+75,5.57821761867156,2.679859645864051,5.558321070481223,2.4428685801686614,Iris-virginica
+76,6.413354589329769,2.8853189402728217,4.845062262390046,1.625101047045279,Iris-versicolor
+77,6.195715621070988,3.134475852562895,4.4018577256375595,1.3729634352616211,Iris-versicolor
+78,5.492582209959623,2.749325521315882,3.929497332502045,1.301939718334437,Iris-versicolor
+79,6.287685740605047,3.145597193411882,5.011706948819618,1.9394869063599134,Iris-virginica
+80,5.011029390869178,3.4984608805412263,1.538797026426666,0.22487805938781275,Iris-setosa
+81,5.243977248504093,3.3744490229409,1.539590867013215,0.36722971533770316,Iris-setosa
+82,5.92061598913363,2.6474390681972477,4.498440605975503,1.3290046680568666,Iris-versicolor
+83,6.343308991324716,3.004824369918483,5.036857880232347,1.4898559738880863,Iris-versicolor
+84,7.141948713444899,3.2374737382890912,5.914781544550777,1.9348468924941598,Iris-virginica
+85,6.978314472822687,3.231718049130442,5.35025865464873,2.2236407143467347,Iris-virginica
+86,5.60041484487855,2.837171169991623,3.909993438403739,1.302369131426455,Iris-versicolor
+87,6.549307725317571,2.887083326689019,4.6520040331008055,1.3698798021818925,Iris-versicolor
+88,5.181532564222121,3.3379678900951206,1.5867301012812844,1.3380632945092181,Iris-setosa
+89,6.2594481334027545,3.022637389486844,4.989917490682709,2.0670037611797105,Iris-virginica
+90,5.819689102327705,2.7605917872237464,4.489682958062322,1.5533578864841922,Iris-versicolor
+91,6.226242554564907,3.1692619362971994,4.393352190052396,1.6011258494002558,Iris-versicolor
+92,7.030472005948247,2.847866632783337,4.548584526983669,1.1490727296176915,Iris-versicolor
+93,5.382314540357719,2.9069530631884697,3.536019238747815,1.3542668492028074,Iris-versicolor
+94,5.508035990665624,2.851163695204598,3.776440265008252,1.2457025721957178,Iris-versicolor
+95,5.80031806844566,2.7049241068033574,3.7331384887786716,1.3219930077271758,Iris-versicolor
+96,6.599893057954353,3.0826737160053974,6.004236467394498,1.9954995646147202,Iris-virginica
+97,4.458611562125644,2.5408308457902864,1.455846458135619,0.31661037772141387,Iris-setosa
+98,5.495294317334072,3.3063192246921,1.5748579578799284,0.1384557057358842,Iris-setosa
+99,6.76697244971569,2.9914253781481723,6.233433464393999,2.0632590345598065,Iris-virginica
+100,5.475200489502208,3.9599167163745586,1.4327355491206657,0.4549393314623709,Iris-setosa
+101,6.1894732616388515,2.8103837542677077,5.281035324342481,2.0234588297036935,Iris-virginica
+102,5.580615160591929,3.3773427519122228,1.4420738393160046,0.15259868125024853,Iris-setosa
+103,5.977141013844087,2.89551132013689,4.482464390140115,1.5725082239337465,Iris-versicolor
+104,4.695401482919769,3.49277070761199,1.6083672883965605,0.2019325456703634,Iris-setosa
+105,5.557256312395955,3.7219392274460406,1.376933334029779,0.4010738760170037,Iris-setosa
+106,5.610886064057239,3.2325744939186354,4.049008111319264,1.1303834269727635,Iris-versicolor
+107,6.603635407343761,2.8536493191520838,5.464175124409872,1.944245969130799,Iris-virginica
+108,5.312882946255706,3.1797313477353804,1.450385736693367,0.047521198972303974,Iris-setosa
+109,5.340298538385444,3.2999843939539644,1.5143101688169707,0.15955892785388293,Iris-setosa
+110,6.3812997648129945,2.8077930843616397,5.068064501830475,1.6277213075610217,Iris-virginica
+111,7.406807272623973,3.6270720784893458,5.765641580546841,2.29850214123331,Iris-virginica
+112,6.606200467289451,2.5452440245494867,5.125156461132032,1.9682392853523372,Iris-virginica
+113,5.167753511300126,3.347603652410863,1.6153570800135657,2.270610844256138,Iris-setosa
+114,5.552476264216193,2.1282375997181866,4.190405307269886,0.9285290866197303,Iris-versicolor
+115,5.561105079096972,3.5036257037681864,1.2984193052397546,0.3094706922516978,Iris-setosa
+116,4.9521300491921,2.3637577885945698,4.263284493318936,1.3361035563761352,Iris-versicolor
+117,6.903624793771236,2.643678011121367,4.571954173376554,1.1385220104337062,Iris-versicolor
+118,6.810603177890794,2.8885296902593307,5.797674497456148,1.9245601718228067,Iris-virginica
+119,5.237494799577454,3.586390390727254,1.6140024891817473,0.36196086006428607,Iris-setosa
diff --git a/iris/tvae/4/15/test.csv b/iris/tvae/4/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/15/train.csv b/iris/tvae/4/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/15/val.csv b/iris/tvae/4/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/16/synth.csv b/iris/tvae/4/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b7003941159af4c9c6a746404d0b05b1e6c5a0ff
--- /dev/null
+++ b/iris/tvae/4/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.2781938999789535,2.6365833759341535,5.003721536287938,1.8783493342076674,Iris-virginica
+1,6.363716675893728,2.931944007693893,4.686837117851121,1.1811247936791498,Iris-versicolor
+2,6.452646426126829,2.8749415996149477,4.7457243318488604,1.5423410903850547,Iris-virginica
+3,6.310313352180677,3.1964907570359267,4.659396050807777,1.2793169763608145,Iris-versicolor
+4,4.670619815743568,3.053949037525285,1.3199491887143555,0.24992658712520058,Iris-setosa
+5,6.560274875617202,2.7997651364158607,4.632863516125772,1.2593990487975641,Iris-versicolor
+6,6.251442267916615,3.1837238968173924,4.908293663146876,1.440313307697581,Iris-versicolor
+7,4.902727268978224,3.4327235279553294,1.4286814333464042,0.13724083597104259,Iris-setosa
+8,4.926839136916868,3.3880063143772414,1.3568851028374216,0.29472076394300695,Iris-setosa
+9,6.698714123253497,2.676747874582137,5.592698683840933,2.145112339477462,Iris-virginica
+10,5.020484385718918,3.660748139502787,1.4607141083372859,0.2870769553574788,Iris-setosa
+11,6.3226102252629826,2.902017251028953,5.2434398899534544,1.7872718861861834,Iris-virginica
+12,5.958818890039102,3.1288969233934454,5.034000872507042,2.0162214910225336,Iris-virginica
+13,6.5989142209603475,3.4969931573062514,5.858772309570385,2.1679675539801644,Iris-virginica
+14,6.012222575604122,2.951040469107677,5.17032819557547,2.170103349694442,Iris-virginica
+15,6.506796102366147,3.1104637454425252,4.408853724682245,1.3840260886319244,Iris-versicolor
+16,4.927722241157049,3.340083737819819,1.523983888056595,1.6141691801265399,Iris-setosa
+17,4.8084331263175475,3.04463088437534,1.496145278370282,0.2764006770229074,Iris-setosa
+18,4.687568250093308,3.201843559285024,1.5121907255902167,0.1724866250969308,Iris-setosa
+19,5.191040371357285,2.8749791986547475,1.2792715491589002,0.20535853512318492,Iris-setosa
+20,6.596092156985694,3.1843334769080016,4.480995621712936,1.2464268712165745,Iris-versicolor
+21,6.653472308702306,2.637381449187035,4.400394745179961,1.3405181406163023,Iris-versicolor
+22,7.137746186687904,2.48483884028383,5.886214390636046,2.2520691648586997,Iris-virginica
+23,4.879203682787473,2.85306745820258,1.336022533922918,0.1053591937771359,Iris-setosa
+24,5.835508390805602,3.4354292167252254,1.2904238019256888,0.27726898895851054,Iris-setosa
+25,6.357185909871356,3.231227278514926,5.391138985887647,2.184238092243783,Iris-virginica
+26,6.128419508754735,3.3832585642715283,5.301149319588785,1.9121274136053337,Iris-virginica
+27,6.129313130033219,2.8910297061447587,5.2280599499158065,1.9688892256285837,Iris-virginica
+28,5.8760832254994275,2.8984945320893356,4.040430348642033,1.363011016918265,Iris-versicolor
+29,6.017364905163471,2.8345304265893105,4.3377911244071115,1.238288067695816,Iris-versicolor
+30,5.8823708315397445,3.0632466654182293,5.136477224861542,1.7867024695965454,Iris-versicolor
+31,5.7047250785736905,3.305455466454085,4.345372206971853,1.3622665749822804,Iris-versicolor
+32,7.25257638023025,3.3311676564825006,6.206075659389397,2.090072343134327,Iris-virginica
+33,5.258341707456455,3.3969633564273165,1.5841575911583874,0.4856809091914205,Iris-setosa
+34,6.784709772991291,3.022488915310452,4.068438953765349,1.3752187977838155,Iris-versicolor
+35,6.9307978754866175,2.992153839455511,4.862501802003655,1.5922821913463234,Iris-versicolor
+36,5.129927458993181,3.5736383906824223,1.4768459273529009,0.1585990433422546,Iris-setosa
+37,4.950246737434821,3.2293781717121,1.5507045988511203,1.94812459539754,Iris-setosa
+38,6.232530266105877,2.739105124929216,5.094110206140052,1.929856542140865,Iris-virginica
+39,4.669013852890291,3.0361826088569592,1.3474280852621359,0.08846266042053044,Iris-setosa
+40,6.60056463050738,3.2001296611672063,5.965645399380885,2.19365696243098,Iris-virginica
+41,5.142893125346024,3.7691524792825737,1.4424826448785095,0.2124472956019739,Iris-setosa
+42,6.270047453912531,2.8656733460014947,4.132852586846529,1.3116250649917054,Iris-versicolor
+43,5.107376810135753,3.2521929166732497,1.5154583438882432,0.1750759441776109,Iris-setosa
+44,6.314897748034075,2.843690046941451,4.9915057091994495,1.8312584121025166,Iris-virginica
+45,5.043036601028085,3.1619036774793967,1.366344495248115,-0.06114590840077566,Iris-setosa
+46,6.74883795487029,2.8084418433535716,4.951588101687492,1.7126293237372079,Iris-virginica
+47,5.890718601075618,2.990264209190105,4.820715833820546,2.040508557778379,Iris-virginica
+48,7.0568247483198085,2.9564601163521154,5.821397825960536,1.9299350657708232,Iris-virginica
+49,6.211757914258495,3.10833249540973,4.641373708509269,2.0598906628451603,Iris-virginica
+50,5.428721629378272,2.6178872464094414,4.349152191271861,1.284646756528626,Iris-versicolor
+51,5.239784289543358,3.2258582766992663,1.4865865529011069,0.2672151679156112,Iris-setosa
+52,6.837134309915285,2.957909232237822,4.43678723774802,1.680992835795449,Iris-versicolor
+53,7.305223897815967,2.7462602675327803,6.474252904758279,1.9161750377250417,Iris-virginica
+54,6.99065872923829,3.3108896444314624,5.703418867096396,2.0738471727264005,Iris-virginica
+55,6.128566890759409,3.0695216094819036,4.390533425633366,1.2788538266283656,Iris-versicolor
+56,4.827442229788108,3.0401430867993717,1.559200767820912,0.14946037584655258,Iris-setosa
+57,5.338757363341528,3.7556644654954034,1.3160977457350789,0.3787633369770286,Iris-setosa
+58,5.631762674306755,2.869319504885375,4.353888702265263,1.3339743827206179,Iris-versicolor
+59,5.883330926979863,2.6954019368019733,4.32421479316827,1.350154964929434,Iris-versicolor
+60,4.973254483981084,3.393834877590484,1.6512386952151874,1.67583496710035,Iris-setosa
+61,4.682580158603812,3.0686963603714896,1.3512629435050274,0.15541928734309385,Iris-setosa
+62,6.402800214696234,2.8493175158361668,4.993634544408034,1.523867954144249,Iris-virginica
+63,5.072482107072335,3.3716539486253074,1.5463928160822291,0.5318457408957861,Iris-setosa
+64,6.3074365288063134,2.7660609962052765,4.382172371845471,1.2097270318333577,Iris-versicolor
+65,5.249865126253642,2.2386011747320596,3.4668700469738885,1.2218295994993584,Iris-versicolor
+66,5.263754930763527,3.0524295055666744,4.702322820052654,1.3666672664718353,Iris-versicolor
+67,4.9550830288976995,3.6201029782904826,1.294807482403232,0.1261244495453246,Iris-setosa
+68,5.564440813303292,2.7814074243113,5.041438577224028,1.78418957393996,Iris-virginica
+69,6.181345505148117,2.9501545970806364,4.406086265346114,1.6177073236618575,Iris-virginica
+70,6.5959939154208564,2.6175449663177317,5.611408650370495,1.6627246750731166,Iris-virginica
+71,5.082030109649199,2.9926404877860375,1.606108309400389,1.9718096900725257,Iris-setosa
+72,5.275963178601898,3.742744011389537,1.3246809090687226,0.2604863108422339,Iris-setosa
+73,5.0515133349688,3.332838171492516,1.5367303984001746,0.26552586780171356,Iris-setosa
+74,6.4825856324889735,2.9613464043433066,4.325206440565145,1.4103046060369255,Iris-versicolor
+75,6.30012112177742,2.5948753957451878,5.343730822046963,1.8187885533375268,Iris-virginica
+76,6.173165797973446,2.936825895756808,4.348213266604639,1.418674963769667,Iris-versicolor
+77,5.076801378634691,3.3751829097636064,1.772879146051037,0.22499919687812303,Iris-setosa
+78,6.006651652302601,3.2219616909089357,4.8250209374523365,1.4793818713273759,Iris-versicolor
+79,4.717569626511995,3.0202419273317678,1.6121642325920333,0.14134005863956708,Iris-setosa
+80,6.624492471557478,2.785946657692979,4.455637764768327,1.4343165709871748,Iris-versicolor
+81,5.721920116160812,2.9748430870973475,3.842588241649605,1.1982604754897102,Iris-versicolor
+82,5.794804945076531,3.222510363335996,4.777340219181437,1.8961149762486227,Iris-virginica
+83,5.483798891304876,3.6176402440636144,1.454595917382871,0.4411998676118718,Iris-setosa
+84,5.476782063797798,2.7356518743020297,4.164135211511979,1.306851301288241,Iris-versicolor
+85,5.162613567880349,3.896535633264964,1.3977049145198264,0.19353991178357155,Iris-setosa
+86,4.973343547917832,3.6729727473354297,1.3711760645352495,0.15677460369764634,Iris-setosa
+87,6.756963557955887,2.9708518922875076,5.286232419328588,2.1077406659679156,Iris-virginica
+88,6.163571848605374,2.9933446906222736,5.338573502825772,1.8705518235065215,Iris-virginica
+89,5.88014345698221,2.9602660825706755,4.702703962280616,1.8971325220295916,Iris-versicolor
+90,4.702780100337549,3.304842314096455,1.2546744464929798,0.23115573217097263,Iris-setosa
+91,6.518053841716365,2.9663855925690874,3.927870556201026,1.3902352645043559,Iris-versicolor
+92,5.104164075286867,3.328100636415392,1.6401936846386898,0.44196642149119747,Iris-setosa
+93,6.392309573693132,3.3255478872243103,4.673848007769406,1.5235289889779626,Iris-versicolor
+94,7.176328322996853,3.229942016783312,5.4347408138084665,2.216649791493387,Iris-virginica
+95,5.983529891392491,2.78886469143235,4.21747025332872,1.6297380510723345,Iris-versicolor
+96,7.6006473337102385,3.4058969435281465,5.99222468013936,2.2441249749900987,Iris-virginica
+97,7.277248846412162,2.6712167809635985,6.283389240996973,2.020088799363246,Iris-virginica
+98,5.580688678137621,3.269365753344605,1.6309453668322025,0.5209457738114638,Iris-setosa
+99,6.072264641977582,3.1357012459672857,5.374782204160813,1.5563197900691872,Iris-virginica
+100,6.724421308926319,3.1240810345301204,5.824107065134084,2.0104897434080176,Iris-virginica
+101,5.346652167313306,3.1153538327020573,1.6189920953658798,0.34784715600225313,Iris-setosa
+102,4.849911969259588,3.141266124832861,1.2888696295047144,0.0985110822895725,Iris-setosa
+103,5.345712080826449,3.460080159789923,1.6716003582153613,0.2951114392092657,Iris-setosa
+104,5.751562056702569,2.7484768449698995,4.839090386797719,1.9483673568682023,Iris-virginica
+105,6.539350963871517,3.1666119021541226,5.0956729763231685,1.7669505011154543,Iris-virginica
+106,5.649416424992681,2.4063049197413506,4.456030926962701,1.564778018864432,Iris-versicolor
+107,4.9010551595037395,3.2891569352384553,1.682104345978112,0.26832367203723423,Iris-setosa
+108,5.094016963867552,3.274807796025529,1.2163409875722508,0.25041823503051963,Iris-setosa
+109,5.960670818486547,2.782928870210509,4.0137921676190045,1.4522342163395188,Iris-versicolor
+110,5.251257555648012,3.3965509845876087,1.3500106897555557,0.5109438910045665,Iris-setosa
+111,6.702946211270452,3.026979384810263,5.021055130347457,1.613695074675171,Iris-versicolor
+112,6.371223365619459,2.662612792707938,4.834648185796473,1.7852497889897534,Iris-virginica
+113,5.783663938253589,3.0818804853776722,5.41992053093536,1.8059011328786059,Iris-virginica
+114,5.567100079383231,2.7802469024222214,5.698337103454392,1.935046351846664,Iris-virginica
+115,5.577510758103177,2.828889383635108,4.762011692119825,1.6871771493495227,Iris-virginica
+116,5.583141367910091,2.6035880561411258,4.73446998991268,1.4820034589656073,Iris-versicolor
+117,4.9006808777437945,3.3069171313727503,1.5219106880269913,0.12149440646888504,Iris-setosa
+118,5.714509853857036,2.834528519150393,4.352425603345118,1.514781300027503,Iris-versicolor
+119,5.946949193594585,2.9319774896426574,4.387775508327567,1.2892389005972018,Iris-versicolor
diff --git a/iris/tvae/4/16/test.csv b/iris/tvae/4/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/16/train.csv b/iris/tvae/4/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/16/val.csv b/iris/tvae/4/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/17/synth.csv b/iris/tvae/4/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7f9ef7310c7dffee378bd31f92fa20ed414ce21f
--- /dev/null
+++ b/iris/tvae/4/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.16243725334373,2.9191316935615013,5.350674146311247,1.854214700495934,Iris-versicolor
+1,5.920048973843628,3.1166445607210265,4.546721558918118,1.5020529947624544,Iris-versicolor
+2,4.9950739991798905,3.346524481356021,1.5799475235389622,0.1754964640993932,Iris-setosa
+3,6.695251502471769,2.7013309510867964,5.304841425133836,1.4069842033009625,Iris-virginica
+4,6.293146172168128,3.4107771802569418,5.2884119750759675,1.9101361282119094,Iris-versicolor
+5,5.381960650489077,3.368238095900873,1.4234893082690439,0.25056856640585895,Iris-setosa
+6,4.686584430992925,3.532269699784949,1.5267313322753675,0.03232977521149791,Iris-setosa
+7,6.023345132215592,3.1023735323685298,5.175666279160069,1.6038478894623378,Iris-versicolor
+8,6.307321172651859,3.0610272308572095,4.409252607148961,1.3446255450469442,Iris-versicolor
+9,4.567227957016485,3.4350514125959464,1.2829653110586463,0.28156212074360126,Iris-setosa
+10,5.995021040807818,2.766373320986649,4.865857984357462,1.3105027130855817,Iris-versicolor
+11,6.506165886089907,2.7059813190477833,4.798951200214872,1.8884318892828644,Iris-virginica
+12,5.530857377556464,2.4452291491676883,4.526903846715927,1.2973601786725755,Iris-versicolor
+13,4.64966361328805,2.986733224083495,1.3812941363788067,0.13602302463927063,Iris-setosa
+14,5.253073287875609,3.7175383148081464,1.3950270880528524,0.31979108693415165,Iris-setosa
+15,6.362132161067926,2.932071370007758,4.422308754186009,1.426932327597199,Iris-versicolor
+16,6.5495754795630035,2.824941076989076,4.94097301335419,1.6708253252838308,Iris-virginica
+17,6.395143250447745,2.7515656396292254,4.920055086006659,1.9584794593318058,Iris-virginica
+18,5.700431637369487,2.9572746269912775,4.505725739323682,1.3596847113455381,Iris-versicolor
+19,6.196136748745177,2.9459893665962085,4.816506476074716,1.455436547779856,Iris-versicolor
+20,5.5512248763185035,3.8605879080256127,1.5879484621723525,0.5324568564164593,Iris-setosa
+21,5.252333959568584,3.3716585058209505,1.445263315303913,0.22577921303928422,Iris-setosa
+22,6.403168877441543,2.94678790369196,4.559247729738671,1.7036602578679252,Iris-versicolor
+23,6.592211026245698,3.0872962583373282,5.173067111880143,1.6539413354902386,Iris-versicolor
+24,6.130891762999881,2.9177054279658523,4.846714476439588,1.8313623130284007,Iris-versicolor
+25,6.210758549520316,2.9999787014563766,4.760092536247923,1.9211971604656666,Iris-versicolor
+26,5.541131317513467,3.78534781886715,1.4938523823666914,0.3286730833044781,Iris-setosa
+27,7.361922379034706,2.967004699401866,6.562071590606997,2.1028925810446917,Iris-virginica
+28,6.479729451358278,2.908600589027589,5.116960211446332,1.6174731576479195,Iris-virginica
+29,5.067891016944146,3.1994222845779756,1.2613588344289854,0.0985595853587502,Iris-setosa
+30,5.573882496580851,4.03578450497219,1.4309265395681023,0.492716406129799,Iris-setosa
+31,5.335495172033507,4.024519158927731,1.8172836903400802,0.4406418016651234,Iris-setosa
+32,6.629604980589656,3.3221946008372334,5.651680836139401,2.384224466157992,Iris-virginica
+33,6.985402574556867,3.4550440702590843,6.059369927714213,2.195785940650645,Iris-virginica
+34,6.032706246077457,3.0268949580018814,4.653176026203079,1.4517054147861554,Iris-versicolor
+35,7.26924970058404,3.2661041316953963,5.57078649343674,2.30308017935891,Iris-virginica
+36,5.3709688252105146,3.8314589148270892,1.37757604667313,0.2452843137373772,Iris-setosa
+37,5.147373395711435,3.417334083453647,1.5643578321055052,0.21128582275753033,Iris-setosa
+38,6.081132057829826,2.788911696280862,5.152841270716145,1.8821753278941091,Iris-virginica
+39,5.714090483092586,3.258588567325162,4.94832105865566,1.7167074681298438,Iris-virginica
+40,5.494672552137712,2.577979693733892,5.143349071382385,2.4018176115770253,Iris-virginica
+41,7.379380806289325,3.3050526415501547,5.167663566993143,2.3053087504894094,Iris-virginica
+42,6.305964647025801,3.016368302797546,4.791617292460499,1.7892444313271099,Iris-virginica
+43,4.286457800701872,2.759052780031305,1.3966662614199716,0.3583534270577854,Iris-setosa
+44,6.891552978816647,3.0872307890406505,5.648826586848338,2.1804313964701345,Iris-virginica
+45,5.60436784026791,2.759111810278409,3.8129395289958694,1.144593497627792,Iris-versicolor
+46,6.527153151030096,2.936284488041132,4.851935727616735,1.3068051524048783,Iris-versicolor
+47,5.892206061919069,2.891666719784611,4.151001422812388,1.306430206480419,Iris-versicolor
+48,5.117954491047247,3.6047934083960858,1.2655983445146026,0.28119951351633304,Iris-setosa
+49,5.773365599339173,3.051083543162328,3.9954694968997955,1.3960058769367945,Iris-versicolor
+50,5.585934895133689,2.744293285782389,4.6925238615647125,2.0845693201972684,Iris-virginica
+51,5.023506415256361,3.604101872216149,1.5428621358849908,0.1570386034524911,Iris-setosa
+52,5.174123344858121,3.704189352286337,1.381572695812359,0.26756119448829746,Iris-setosa
+53,5.3356203921029275,2.7695531126104003,4.494869295053141,1.6843841633927368,Iris-versicolor
+54,5.30872858038167,3.4550178388356487,1.4743934727204926,0.4134047117414132,Iris-setosa
+55,7.140711347441081,3.583390237945233,5.94480733026887,2.1479481629610904,Iris-virginica
+56,5.126958491795048,3.9414848017895547,1.546976187690017,0.25124957742977555,Iris-setosa
+57,6.074037762679436,3.0150920403119006,4.317555332487755,1.456946407154529,Iris-versicolor
+58,5.030716913007776,3.2981852288625455,1.1799338413693194,0.311562450469199,Iris-setosa
+59,4.751809061794552,2.940207593578851,1.4458111882617504,0.0981755171616864,Iris-setosa
+60,6.075496512236273,2.8754536961753523,5.2486952611279225,2.2756286875018885,Iris-virginica
+61,4.755874899235103,2.741916851484235,1.3365268516459814,0.1535372930272514,Iris-setosa
+62,5.38775684208015,3.839909479965114,1.52601692701511,0.2879547332761494,Iris-setosa
+63,5.7753544724221015,2.9549513222613637,5.4540024164812175,1.8326489794997525,Iris-virginica
+64,4.80299366677539,3.5037806276556602,1.4874466005067781,0.14052652812995786,Iris-setosa
+65,6.570863830687443,2.6171014125644505,5.69645453414431,1.860649756646803,Iris-virginica
+66,6.429376895536224,2.959647645133325,4.327797990076029,1.229757828307042,Iris-versicolor
+67,5.640902150309958,3.906701479255558,1.5961708452222125,0.35155208563137474,Iris-setosa
+68,6.886699672992267,2.5947708073397386,4.7995355263928685,1.8100173823079089,Iris-virginica
+69,6.420820144813005,2.594672330171939,5.536780579772442,1.7348720568080525,Iris-virginica
+70,6.18822650835397,2.79867248213492,4.865580681095192,1.5383078223530786,Iris-versicolor
+71,6.265255534553299,2.6075636089348033,4.6126424094949465,1.2140976190536068,Iris-versicolor
+72,6.177752083997511,3.071137948561405,4.344123079216936,1.156520754962789,Iris-versicolor
+73,5.63721780493478,2.564808262467879,5.54312284224476,1.8681161205055798,Iris-virginica
+74,5.8194061025096255,2.7774502477794076,4.5620741334544235,1.4413130262228726,Iris-versicolor
+75,5.2759097463228155,3.582225056330955,1.6609052388513892,0.5219268422723355,Iris-setosa
+76,5.978487751549982,2.784990148113655,3.9553140440080092,1.2115506136271068,Iris-versicolor
+77,5.2076996264265,3.3458367852265547,1.5225590125226551,0.25438728860765997,Iris-setosa
+78,6.628233023266684,2.780523468104665,4.764875839507002,1.740856419963881,Iris-virginica
+79,6.262604046474541,3.101038058298904,4.417782333471366,1.2201804801103489,Iris-versicolor
+80,6.255378238865137,2.715810951359923,4.259995320944799,1.0837907460116862,Iris-versicolor
+81,6.0997706473400735,3.3029921381333525,5.007610823465995,2.662417750863739,Iris-virginica
+82,5.148454712596544,3.009773781539607,1.2981709631233356,0.3623460876234029,Iris-setosa
+83,5.355441544064375,3.644453170710162,1.6013923830908663,0.40526584426809137,Iris-setosa
+84,5.743234505913067,2.661249128014235,5.623167064228574,2.506482114224119,Iris-virginica
+85,5.175387523862434,3.6549767187316333,1.659550935161912,0.2489932042313219,Iris-setosa
+86,6.893852732179587,2.757956975852652,4.925658866972437,1.4873893698146707,Iris-versicolor
+87,4.284671720425124,3.1208764254819186,1.450816918303234,0.2049194367753645,Iris-setosa
+88,5.527652700827734,2.9951303678234535,4.916766413122965,1.67670647245695,Iris-virginica
+89,6.0376306331231575,3.336917353579582,4.625803382256879,1.7731407434284323,Iris-versicolor
+90,4.869145064114039,2.2579090262605,3.7265293088073115,1.484029030376914,Iris-versicolor
+91,5.432815244924633,2.579187121034699,4.048164651787567,1.575300651540209,Iris-versicolor
+92,5.509843685844189,3.3131039406116947,5.281663981206043,2.1431134919577346,Iris-setosa
+93,4.525910056161133,3.047441712814527,1.3974904402982016,0.22946511980092527,Iris-setosa
+94,7.3980685641775,3.099905842946829,6.355205900631765,1.9712400530094476,Iris-virginica
+95,4.728267422284603,2.4794142899271048,0.984804705519353,0.165352252840253,Iris-setosa
+96,6.3017393058484865,3.1315572633735753,4.719454870106661,2.134770455015006,Iris-virginica
+97,4.9777228995644025,3.1931213311867497,1.5233088145127074,0.14760017659144758,Iris-setosa
+98,6.26819396097091,2.6615663350929757,5.214859612708584,1.5184361263757737,Iris-virginica
+99,6.9446311862729,3.157375118512913,4.768404510082186,1.6937750367264222,Iris-versicolor
+100,5.46183548096197,2.4665215603575406,5.209316849600868,1.9185210352031086,Iris-virginica
+101,5.521455400475328,2.933985053760902,4.976617523428588,1.640950052179336,Iris-versicolor
+102,4.57021819464739,2.3331067212630767,1.2777184032877607,0.2177695424844148,Iris-setosa
+103,5.184258585092392,3.192731733915721,1.478911491340397,0.0855318217041097,Iris-setosa
+104,6.582182573727849,3.372201126635191,4.932325783082023,1.5923996215013083,Iris-versicolor
+105,6.7048839029615195,3.1690360025522737,4.3684665564205005,1.6705923119205843,Iris-versicolor
+106,6.2709604600015245,2.671727585763729,4.084126041857443,1.0270709404395801,Iris-versicolor
+107,5.04973584577857,3.520174691681668,1.5872535479723153,0.32187585236550753,Iris-setosa
+108,6.381129231807183,3.0761236171081805,4.7719176476146385,1.710173714080506,Iris-versicolor
+109,5.161952292971221,2.6429919029720854,4.252736433315015,1.292289084890593,Iris-versicolor
+110,4.82904406558728,3.461175123983887,1.410458050455392,0.25643719657975145,Iris-setosa
+111,6.70902363082043,2.8637156828563164,5.878864210585313,1.9726102253243858,Iris-virginica
+112,4.865062170169613,2.9319753809010503,4.4547222371058925,1.2340907273731925,Iris-versicolor
+113,4.986479572047871,3.7466150844506765,1.3887765106197172,0.23784879863828506,Iris-setosa
+114,4.643219328165682,2.493049908321651,1.125263882153845,0.3062839157011773,Iris-setosa
+115,5.354177804896228,3.422400029943632,1.8612711782459281,0.5194773212247324,Iris-setosa
+116,5.16475640715341,3.3980662020427532,1.4287008337085263,0.20613273676080182,Iris-setosa
+117,5.565777941312225,3.7239107393618447,1.8817436060434485,0.47344398721042175,Iris-setosa
+118,6.411035908510575,2.793840773600127,4.625089918726243,2.0080673340291204,Iris-virginica
+119,6.680737440016503,2.8547875342425466,4.783592725902594,1.6680506652749598,Iris-virginica
diff --git a/iris/tvae/4/17/test.csv b/iris/tvae/4/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/17/train.csv b/iris/tvae/4/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/17/val.csv b/iris/tvae/4/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/18/synth.csv b/iris/tvae/4/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c9d578db9cecc21b486a08284bdecc842041be96
--- /dev/null
+++ b/iris/tvae/4/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.727804624945555,3.027740182010792,1.6771442680974318,0.03749988697585613,Iris-setosa
+1,5.504452269526903,3.515561549156801,1.5534366332748863,0.6049993455402749,Iris-setosa
+2,4.394159648157449,2.513519098340226,1.478203060972731,0.21681722839451953,Iris-setosa
+3,4.827473803816904,3.1978236488248766,1.4417253508260048,0.16392640940943481,Iris-setosa
+4,6.722022174644752,3.2196040139039117,5.929978033385274,1.9006594579155491,Iris-virginica
+5,5.122585848369218,3.276003064522424,1.3499142069227084,0.25921580781222203,Iris-setosa
+6,6.816154566518364,3.2414618709059075,5.052839000640482,1.922469314209744,Iris-virginica
+7,6.65583283813038,2.9812986257480034,5.33055784357404,2.1899915293147427,Iris-virginica
+8,4.893179643175857,3.2712114788323183,1.347261035936506,0.20677413836008054,Iris-setosa
+9,5.088573398968753,3.3806913701097745,1.5387403184324948,0.3944447884992695,Iris-setosa
+10,6.551024732676278,3.258853995480576,5.3398796459414575,1.9029966437380241,Iris-virginica
+11,4.921520573037954,3.0533949854664018,1.1849164182226448,1.3623632445347618,Iris-setosa
+12,5.635750998827841,2.8345811045009706,5.1316712092104435,1.8826739831861796,Iris-virginica
+13,5.843005765945634,3.0262042582595425,5.069356778726243,2.2307687192188057,Iris-virginica
+14,5.471380920356033,3.9748016820082563,1.583854601429474,0.43840595753994205,Iris-setosa
+15,5.67176673352979,2.9877403721063844,4.793804680570148,1.5706198082272573,Iris-virginica
+16,5.1662931545810356,3.311297654668111,1.4164773207712584,0.12744639132252158,Iris-setosa
+17,5.336941365268385,3.4528422648940675,1.627692498431227,0.13015196136614915,Iris-setosa
+18,7.683641208477689,3.024094264969356,6.540443830955473,1.8029222880793514,Iris-virginica
+19,5.463707964709944,2.7327279111364424,4.063796206899474,1.2565578686354941,Iris-versicolor
+20,5.324566288035514,3.6463010866149643,1.646515520173567,0.58006663002756,Iris-setosa
+21,6.024868552753656,2.900178100589314,4.779520243700235,1.9302093802723188,Iris-versicolor
+22,6.023690541109343,2.6163041543027026,4.787888621965941,1.4947344048789633,Iris-virginica
+23,6.971715133821222,2.9611940813763136,6.007031220278698,1.7880665032322294,Iris-virginica
+24,6.1658231176415965,3.256848196791316,4.678693448295363,1.9332578157358706,Iris-virginica
+25,6.004872420362149,2.8866016367520255,4.217393162869179,1.306290118364883,Iris-versicolor
+26,6.005134481653099,2.7953653320176723,4.84146085689599,1.210374232694819,Iris-versicolor
+27,4.796817548641559,2.790217025946267,1.6944105939330736,0.3220605622536126,Iris-setosa
+28,6.661523505659802,2.753927023020705,5.419713226469338,1.8439452754742216,Iris-virginica
+29,4.881007907435438,3.1886890941446384,1.4451406311711947,0.16855329055498036,Iris-setosa
+30,6.042641181496555,2.614848354406156,4.067283109741734,1.2560694031221602,Iris-versicolor
+31,5.088267278268876,3.2051309739012637,1.5255984337940771,0.3223415733557425,Iris-setosa
+32,5.204265373369752,2.5385453678791645,3.763541130543543,1.6288469261177352,Iris-versicolor
+33,5.947316697719844,2.8525287436241267,3.8600353451253318,1.3104396869711454,Iris-versicolor
+34,4.6276846395711395,3.4098163120438576,1.3266467964499937,0.17095026752183046,Iris-setosa
+35,6.548887631652027,2.892781792023007,4.758108759175986,1.765830816217425,Iris-versicolor
+36,6.707296197386896,2.9938864666970053,5.161341732285963,1.94546784602724,Iris-virginica
+37,5.148421249422368,3.245323966237176,1.587268863281665,0.03128156797249784,Iris-setosa
+38,5.293455425866226,3.7071789498159538,1.303731874704561,0.23147023440288994,Iris-setosa
+39,5.746622796681198,2.9392873176850345,4.867056496854725,2.2465454679934806,Iris-virginica
+40,5.847755958809788,2.397532962156968,4.285179695046652,1.364835938708485,Iris-versicolor
+41,4.7331545847059475,2.839875378787776,1.4038639942871272,0.15935734551509942,Iris-setosa
+42,6.5437336065349845,2.9745948119365444,4.83823984480725,2.1678136436553794,Iris-virginica
+43,5.53929889284751,3.4247934161946234,1.5249957080526368,0.1843086511654367,Iris-setosa
+44,6.003298849424009,2.578120780394724,3.9374667572343527,1.1152466745628307,Iris-versicolor
+45,4.899503584534327,3.3420789776522972,1.2980168767332563,0.17293462250581826,Iris-setosa
+46,5.150553725083495,3.5828291389064604,1.5494729285143147,0.4708851259909717,Iris-setosa
+47,4.871857277002977,3.184736887718323,1.5440830008202442,0.0427003784772709,Iris-setosa
+48,7.594300539661447,2.7569115040322054,6.114329352765623,2.0152625306383842,Iris-virginica
+49,5.1804707457660415,3.45630720520159,1.4685974605177419,0.1235489359734088,Iris-setosa
+50,5.6503651213126735,2.79825211024431,4.365819286685783,1.3005974116834755,Iris-versicolor
+51,5.6434391307338805,2.866140398886095,4.41031238766315,1.4428208194409393,Iris-versicolor
+52,6.154539947584983,2.777425832401424,5.164902018540448,1.7750344782960712,Iris-virginica
+53,4.711519385889317,3.1309466746737495,1.2583151696546562,0.17978966585739498,Iris-setosa
+54,5.021352427187456,3.329696924153902,1.6511764397452007,0.514757211494203,Iris-setosa
+55,5.15736666729723,3.164311979781449,1.634797460799009,0.30576063517661567,Iris-setosa
+56,5.746363293794075,3.0924492339798397,4.5785054260542255,1.677502932417857,Iris-versicolor
+57,6.565861057934995,2.7615187011161635,5.966655077568987,2.0280780654618793,Iris-virginica
+58,6.540867434223311,2.6348063895353775,5.255865707748865,1.7097224325876381,Iris-virginica
+59,4.998298796145783,3.7327633337959663,1.2839386451811647,0.29550485290206974,Iris-setosa
+60,5.2612878382375055,3.2793952669940545,1.3942333310271287,0.44541646628743803,Iris-setosa
+61,6.422773664078342,3.1210490906139343,4.325666623066372,1.2131252628890612,Iris-versicolor
+62,5.083600845608274,3.0370578947511033,1.5211404874348446,0.28840798334672135,Iris-setosa
+63,5.010140226386914,2.96365619785634,1.2631859262905922,0.21118414484358783,Iris-setosa
+64,6.073467090506919,3.173692731682707,4.614744217202682,1.4041408280533247,Iris-versicolor
+65,5.7927373243393045,3.1875300508006403,3.7077671346760237,1.8109531073211496,Iris-versicolor
+66,5.0288586408094,3.838518479112113,1.5553703585107128,0.4348702234204035,Iris-setosa
+67,5.569768769614293,2.598679329421951,3.8948430296492194,1.5060348130840229,Iris-versicolor
+68,4.8769386634405345,3.0715237619766373,1.3386871086152725,0.14139564349348885,Iris-setosa
+69,5.011439798138564,3.403394919544439,1.4365107780377295,0.3179787100997539,Iris-setosa
+70,5.624820056035183,2.882833484734124,4.43163154373371,1.1865159906420395,Iris-versicolor
+71,5.08177161105394,3.3202976280681056,1.5222706912452686,1.3630387235704708,Iris-setosa
+72,4.858004302789746,3.107749524767995,1.338586391793292,0.11309662654581254,Iris-setosa
+73,6.524321409617471,2.9378949596443094,5.500580006279261,2.0633597918534576,Iris-virginica
+74,6.554732191507251,3.137248487681714,4.691193757779949,1.6522893049976015,Iris-versicolor
+75,7.431104186636532,2.870954923627906,4.400296631515936,1.4476217845653936,Iris-versicolor
+76,5.342410714777569,3.466982685911246,1.4677145676674699,0.26386815159156785,Iris-setosa
+77,4.844265913954583,3.5483576902037406,1.5089509512011066,0.29032332128300314,Iris-setosa
+78,5.381252998100779,3.096332051749457,1.4315190472612633,0.18084228179178163,Iris-setosa
+79,6.821922735164778,2.65671119880023,5.90625835957454,1.8139034575231412,Iris-virginica
+80,5.369240208839567,2.715828587719109,3.891464271328772,1.5345073613846356,Iris-versicolor
+81,4.6253801866616815,3.323114998033738,1.3141613168821027,0.2558195300770867,Iris-setosa
+82,7.344608653426067,2.7881387350552393,6.3174989133012875,1.7918749386794202,Iris-virginica
+83,6.650635027547233,3.079006177567589,5.232574839448292,2.191336524675445,Iris-virginica
+84,6.125401620565864,2.7120187613526148,4.229025543110652,1.0581427314557872,Iris-versicolor
+85,5.53533953468879,3.0734009391399857,4.338757010018751,1.303576335073169,Iris-versicolor
+86,4.602443851835268,3.159737430911971,1.5528338154957109,0.11883827941393715,Iris-setosa
+87,5.871489371074363,3.6541904117778756,1.4850070442871932,0.41097915045210165,Iris-setosa
+88,5.115603826290965,3.1272110988845143,4.1774337719697945,1.2280698368843357,Iris-versicolor
+89,5.086605576324937,3.5129009976275873,1.3254537208184272,0.2809271330293663,Iris-setosa
+90,6.102141996716938,2.863727225432554,5.0917082693776,2.0255370290009953,Iris-virginica
+91,4.484202149345997,3.164174423251379,1.643351232345276,0.2814781657688842,Iris-setosa
+92,4.855867263141864,3.1015676996329486,1.2692229409579951,0.29273920907836215,Iris-setosa
+93,5.235749696032399,2.261412652261079,3.835681109724775,1.2822609571737742,Iris-versicolor
+94,6.710328727920989,3.357287032222519,5.36898267579444,2.2365730029882145,Iris-virginica
+95,5.20735270044708,3.296041366481525,1.8189057045020223,0.4755739554233422,Iris-setosa
+96,6.848714655962935,2.6533425557919985,4.48276375030616,1.8843410318392328,Iris-virginica
+97,6.706857608228553,2.9338410278526914,4.735845568404843,1.2905389883358036,Iris-virginica
+98,5.176621280252793,3.36153960251031,1.7254262719502031,0.6165000975584151,Iris-setosa
+99,5.442392034133063,2.836169527743272,4.438288641192932,1.8780022819990172,Iris-virginica
+100,4.540696619802315,2.9018836078220187,1.9104710349213123,0.22722238785965576,Iris-setosa
+101,6.283657299759322,2.9177540094832466,4.256261647745274,1.646443475882224,Iris-versicolor
+102,6.361876478101918,2.841514533706441,5.318422220181246,1.7530584433803598,Iris-virginica
+103,6.037264752448895,2.730785540078963,4.4247218284572725,1.347029719579638,Iris-versicolor
+104,4.889741205740199,3.1133637282620517,1.567104248212876,0.19348572687313448,Iris-setosa
+105,5.564830993855171,2.7877166066114833,4.9246997150277805,1.4970146148324948,Iris-versicolor
+106,4.819999080795506,3.4227498160611356,1.4750091237427194,0.1332774480720788,Iris-setosa
+107,5.156523965753383,3.3424939638695372,1.5462033726898696,0.42349269241235055,Iris-setosa
+108,4.6397198650297,2.9277939779662647,1.5356023484179748,0.22532854694738072,Iris-setosa
+109,4.772718595489005,3.1435708381449934,1.5451014913351355,0.13812830876789062,Iris-setosa
+110,6.013938152575726,2.4378326497147604,4.21993518771176,1.167722523520282,Iris-versicolor
+111,6.439815318990529,2.8734545284695914,4.79787000297266,1.1787227983838238,Iris-versicolor
+112,4.884767767689548,3.6293942950353903,1.5413479452358945,0.3898587354410897,Iris-setosa
+113,6.177166567868062,2.927302743158352,4.97589695136463,1.7406597800612829,Iris-virginica
+114,5.087253307406201,3.4525867007900124,1.2617673437238652,0.1604775388053558,Iris-setosa
+115,5.587351682884599,3.0054379866924426,4.945734662266675,1.3067022198402307,Iris-versicolor
+116,6.280970909940429,3.211749144539796,5.19024648929852,2.19620604765973,Iris-virginica
+117,4.751722277581235,2.9496645461138304,1.3237560190394235,0.06959470449336991,Iris-setosa
+118,6.280654589596851,2.2917374706740414,4.418042883519316,1.2333374447749885,Iris-versicolor
+119,5.106251314428515,3.224149132914435,1.8393300748551171,0.24514321392318353,Iris-setosa
diff --git a/iris/tvae/4/18/test.csv b/iris/tvae/4/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/18/train.csv b/iris/tvae/4/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/18/val.csv b/iris/tvae/4/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/19/synth.csv b/iris/tvae/4/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0623921a1e9a3f44cc8379fbd1006e9a10faea48
--- /dev/null
+++ b/iris/tvae/4/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.079405750717233,2.9962478173396336,1.450046476281924,1.3762081924934821,Iris-setosa
+1,6.431175540803804,3.3799792408147873,5.559135742299135,2.0082547723752153,Iris-virginica
+2,6.185750286942871,3.0268403889709785,4.715498021503754,1.0894085331261807,Iris-versicolor
+3,7.437783581654451,3.559488148753047,6.569775148503565,2.2025940840720613,Iris-virginica
+4,6.131591861425978,2.7131315256323973,4.802299800004641,1.9917016047663112,Iris-virginica
+5,5.444055596000822,2.6833443877607404,4.813738748564457,1.3437871316496202,Iris-versicolor
+6,6.46646817499894,2.9216448179922883,5.091804738757123,2.2392246309159862,Iris-virginica
+7,4.882577018324887,3.1058183911357085,1.6825698334687864,0.33444440560801936,Iris-setosa
+8,4.972492880136397,3.4510522307386924,1.6459743381725542,0.14490175270125316,Iris-setosa
+9,4.9205923700133445,3.401909071687217,1.4389835852831834,1.8894358409099095,Iris-setosa
+10,4.689236103153646,3.4263061381952395,1.6964450922467258,0.2548192195512096,Iris-setosa
+11,5.72251290441355,4.204614852821925,1.562762734039879,0.2766953369568364,Iris-setosa
+12,6.338502733966961,2.9055298087755497,4.3136449194394855,1.2396186874549093,Iris-versicolor
+13,4.717137154604972,3.0337665689532676,1.4488559474176943,0.15061029133448267,Iris-setosa
+14,7.112744043535089,2.843523982193484,6.317056493196415,1.7590740743285593,Iris-virginica
+15,6.1675182919234715,2.8520125399635976,5.204961464777808,1.843438597270975,Iris-virginica
+16,5.824750148805519,2.531153228608169,4.127443920962437,1.0831915389288893,Iris-versicolor
+17,6.472001593174689,2.908465432905786,6.096763418396712,1.8173094279719773,Iris-virginica
+18,6.033668280356952,3.0286493650235458,4.4356784925980755,1.2157100513111379,Iris-versicolor
+19,5.582650737300973,2.576356808632932,5.700936228689002,2.3768457343118863,Iris-virginica
+20,4.750055415711759,3.0960872660926917,1.505305447059678,0.26804459765549027,Iris-setosa
+21,4.933047364771614,2.746380923338432,1.4508237854604604,0.40248216209319554,Iris-setosa
+22,5.079846801121076,3.260345859416956,1.5534787854133423,0.01332199802349579,Iris-setosa
+23,5.27372898505143,3.457163623904767,1.6698685910356081,0.2375955277554434,Iris-setosa
+24,6.541578355405138,2.951499352837838,4.931530811338501,1.6589305258960487,Iris-virginica
+25,5.137101550579244,3.9654961047418738,1.4959312982896829,0.3303599469016198,Iris-setosa
+26,5.683126308934716,2.8896429799082957,4.50622636705892,1.2180807631775947,Iris-versicolor
+27,6.235217783521462,2.947345632109725,4.784074841338973,1.3349970565962161,Iris-virginica
+28,6.7415492750753385,2.838375990377799,4.477125695052351,1.339596442007814,Iris-versicolor
+29,4.945806698237959,3.276227455881023,1.1212172113144112,0.38938436713194463,Iris-setosa
+30,7.137567626311661,3.211151226655701,5.590854935413361,2.4549437196529253,Iris-virginica
+31,5.679871964561103,2.5930348101770235,4.942047380927918,1.7924518000419447,Iris-virginica
+32,5.302201648403176,3.987364674501544,1.293327789390858,0.2958540530877815,Iris-setosa
+33,5.860121265829267,3.0672071542316304,4.0991993829746525,1.430531215884701,Iris-versicolor
+34,5.03094194143938,3.388607962904863,1.4425695949331945,0.28378778459788156,Iris-setosa
+35,6.520250897462784,3.2257007766269155,5.235665957669463,2.0352311440505555,Iris-virginica
+36,5.060124818131788,3.303886587850556,1.682885883648402,0.23505182321485618,Iris-setosa
+37,4.983456782476614,3.003323577351381,1.5126411497843353,0.07599430769852725,Iris-setosa
+38,6.33971642307524,2.9418678438701744,4.346103213170223,1.3458026147026405,Iris-versicolor
+39,6.208689039078039,3.0384129834548452,5.165379356879351,2.224450864394573,Iris-virginica
+40,6.828262906716152,2.68516135734028,5.596736969859509,2.0626361184591477,Iris-virginica
+41,5.989404608718694,2.794285887964218,4.5296331622360935,1.860101480802105,Iris-virginica
+42,5.102462001125689,3.3948307765542065,1.5218606470569755,0.09748739108815727,Iris-setosa
+43,5.481941301764672,2.5894307221941686,5.129223317044399,2.23185891181332,Iris-virginica
+44,5.0823883918642805,3.653987856195157,1.4789413514376286,0.3260870302499851,Iris-setosa
+45,6.136206647354151,3.338832989643889,5.019721882248944,0.8710428348068178,Iris-versicolor
+46,4.440552744894047,2.9087105676348046,1.609868553088895,0.16222312589425122,Iris-setosa
+47,4.912410351564736,2.665568560983602,1.2710483184281722,0.20919222345638766,Iris-setosa
+48,6.468539360468794,2.5924974576923927,5.480026964080148,1.7924800215098264,Iris-virginica
+49,6.2420399817225665,3.2409174239629417,4.728917329502806,1.5978082780095033,Iris-versicolor
+50,5.655919745883172,2.2485247399612613,4.137944999708369,1.2220517989948563,Iris-versicolor
+51,6.233382440582369,2.778722129706334,5.486932659346934,2.1314224672887,Iris-virginica
+52,6.754031868197936,2.5442325898599285,5.544593381794059,1.746074452075687,Iris-virginica
+53,5.286596878717861,2.7971399270117203,5.17359550649669,1.7694094375530822,Iris-virginica
+54,4.652627666055761,3.363464356402884,1.5135239569587995,0.15646493987502336,Iris-setosa
+55,5.349413482753678,3.4899333872066634,1.7279475538391509,0.3640402469093818,Iris-setosa
+56,6.174461675872991,3.0410161871193164,5.130314234047642,1.933323591412606,Iris-virginica
+57,7.149497228654249,3.5084335194176735,6.026071892774783,2.360406729451467,Iris-virginica
+58,5.071108605662204,3.5875234062712273,1.3172999732855024,0.20218948877366796,Iris-setosa
+59,6.818384645248327,2.6740144598076743,4.745640222262797,1.8719964382316476,Iris-virginica
+60,6.735588097511406,3.2474568587968764,5.661699775784761,2.163688958584318,Iris-virginica
+61,6.779472951304819,3.22621881760322,5.820068181831965,2.2359462479567993,Iris-virginica
+62,5.972098504243872,3.067591228719563,4.502037398881741,1.1577565231289497,Iris-versicolor
+63,7.358704450183057,3.1328670024917264,5.938025011825802,2.3264918378363175,Iris-virginica
+64,5.2403304953589425,3.118156703375513,1.5397687728960145,0.4153318715915579,Iris-setosa
+65,6.774872843695857,2.6174211110771664,3.967604453523447,1.3027415129495878,Iris-versicolor
+66,4.97460763569216,3.098318311565112,1.5286358697385407,0.11489564166107144,Iris-setosa
+67,4.87332750920293,3.3708130845400213,1.3944890343454335,0.20496312235176167,Iris-setosa
+68,5.500027343874113,3.416858386581527,1.4535227121483725,0.2730667727595657,Iris-setosa
+69,6.155692259705433,2.79010244108932,4.720773679542683,1.3687535168599139,Iris-versicolor
+70,6.132402036721772,3.226569075602271,5.160778558312321,1.2631377616285864,Iris-versicolor
+71,4.852176279449599,3.1453951334245436,1.3455289253226352,0.01971800516338157,Iris-setosa
+72,6.38521540411404,2.8627351328759922,5.6190674431316925,1.8999667411822465,Iris-virginica
+73,5.266109595111683,2.9243899735503893,1.3047179085640006,0.2965581424972004,Iris-setosa
+74,5.064919448375781,3.064477437048047,1.5322591919304303,0.3036819439554944,Iris-setosa
+75,5.705470537057232,3.066163657890518,4.283828736338845,1.2605659649676617,Iris-versicolor
+76,5.574283498618363,2.7034952427664685,4.655655681496928,2.2246381195641245,Iris-virginica
+77,6.294899151370495,2.6940555952059504,4.456172233492838,1.6744240758516744,Iris-virginica
+78,4.211250923672029,2.5530711532606065,1.5102871853413853,0.20578663258481383,Iris-setosa
+79,4.864354761897196,3.3100306720498534,4.852409601397928,1.2839122456459697,Iris-versicolor
+80,6.860056177152485,2.8968096208385536,6.057069650799269,2.051366137945274,Iris-virginica
+81,6.197793664586437,3.1271390169257236,4.856163593267294,1.7017791491423628,Iris-virginica
+82,5.6807113645510565,2.321891096790069,3.835397211432399,1.1258110538964414,Iris-versicolor
+83,4.905183511872449,3.4547816906482094,1.6738948020244422,0.20477654664614975,Iris-setosa
+84,4.822822473575582,3.0711745139282933,1.2911949911058873,0.21790542264557694,Iris-setosa
+85,5.726858479729558,2.9000978187535744,4.710576108167732,1.5931101545368491,Iris-versicolor
+86,5.742666976353662,2.728594481434035,4.3050774008887025,1.6459484000373705,Iris-versicolor
+87,4.8552818694489925,3.67475369460783,1.4971442912573254,0.4031730042245427,Iris-setosa
+88,4.645082859109084,3.073906493505543,1.6343292893768635,0.23023947044309578,Iris-setosa
+89,5.776459777675004,3.3667743656550067,4.890194779959858,2.063772944556428,Iris-setosa
+90,6.8089080848396595,2.845756560719168,5.763357095550294,1.7727564547094838,Iris-virginica
+91,5.249589279488091,3.5920269358243577,1.51593619198974,0.288487273601132,Iris-setosa
+92,6.171962747172786,2.638255872552271,4.210062965365106,1.0004197200460663,Iris-versicolor
+93,6.389644066482069,2.649928037716037,4.292991663414912,1.1993036468716956,Iris-versicolor
+94,4.9733551231128645,3.291174166898995,1.1993732385839788,-0.026501478433075543,Iris-setosa
+95,6.245141691448849,3.3609870762403835,4.961072327397768,2.104027492712528,Iris-virginica
+96,5.652396663807554,2.4736330159618345,4.5160437627821,1.5526560002310197,Iris-versicolor
+97,5.199600625893402,3.4388667037879683,1.5260092344602918,0.24058825961418884,Iris-setosa
+98,5.7129522198410765,4.348369375848952,1.5330340931047344,0.4525798217861334,Iris-setosa
+99,5.944408669866966,2.4009663777244605,3.810608608607116,1.4847200554437225,Iris-versicolor
+100,6.759951946824375,3.25417169616722,6.24489549568148,2.2935015803507723,Iris-virginica
+101,6.046760199169605,3.0366759149045226,4.22228425926444,1.239347875537769,Iris-versicolor
+102,5.54375348939182,2.5551766300857204,3.888344106693566,1.1502733088807373,Iris-versicolor
+103,5.10131107914614,3.5825742678996817,1.5880912114575665,0.2829323601575099,Iris-setosa
+104,6.605159514863325,2.8173312327586726,5.574846309858859,1.8014139300466223,Iris-virginica
+105,5.240550885254402,2.5648099564256053,4.055924312590404,1.4195276341212542,Iris-versicolor
+106,5.400053767605289,3.2918829347044922,1.646317973805678,0.35953032606415675,Iris-setosa
+107,5.685958638251677,3.113821147689638,5.021901656535365,1.667065838443541,Iris-versicolor
+108,4.720973336771249,3.3885013935631503,1.3133352100521984,0.11571226726438152,Iris-setosa
+109,6.258097931163444,3.0265917316170947,5.647849376306403,1.6754991345047063,Iris-virginica
+110,5.65534212371654,3.0137131507400086,4.797191130390607,1.2880071451196442,Iris-versicolor
+111,6.877143597083245,3.3914560585695135,5.804823221349965,2.4229588364910217,Iris-virginica
+112,4.480375739155665,2.9374537506859033,1.3234720473057862,0.16211066772692417,Iris-setosa
+113,5.662532010549741,2.659064841317436,5.468745792867848,1.8141969689149813,Iris-virginica
+114,5.179023671512021,3.4008455406401996,1.574100732225103,0.42323954800120844,Iris-setosa
+115,5.506643600208043,2.606194054564786,4.50090073666991,1.7927449385528964,Iris-versicolor
+116,6.775532984630272,2.82072093467714,4.550094921636079,1.7298688894445646,Iris-virginica
+117,5.156275219609622,3.058973530567164,1.4263236367024155,0.22481635782906467,Iris-setosa
+118,7.280725749604787,3.8479923650990346,5.999249202956009,1.9452471291277744,Iris-virginica
+119,5.817157060548066,2.8978923953019735,4.14113315414032,1.2444639209596389,Iris-versicolor
diff --git a/iris/tvae/4/19/test.csv b/iris/tvae/4/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/19/train.csv b/iris/tvae/4/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/19/val.csv b/iris/tvae/4/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/2/synth.csv b/iris/tvae/4/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..15020b7eb0ec333cccad49d0195d3fe1caa057b8
--- /dev/null
+++ b/iris/tvae/4/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.198592479382287,2.8531543165734736,4.475740747526006,1.8958264723077813,Iris-virginica
+1,5.20777420042907,3.3184125466090384,1.222464287196164,0.09623594008045439,Iris-setosa
+2,4.774668230100611,3.178524278706055,4.975377965598469,1.7767219030997794,Iris-setosa
+3,6.824154036925522,2.8765904926547994,4.389396080549127,1.2677555817146189,Iris-versicolor
+4,4.261661901106795,3.3199379539823672,1.346248677102269,0.25194118582297803,Iris-setosa
+5,5.184868616293609,3.919515576570655,1.4517448880784745,0.2754765146204543,Iris-setosa
+6,5.532905373694157,2.594912197729788,3.8913862166292694,1.4502747780455207,Iris-versicolor
+7,4.987410556233029,3.2573888686387087,1.5896694521163446,0.4840580540817161,Iris-setosa
+8,5.928808844510651,3.3765897712293853,5.166479884971415,2.0515280805928717,Iris-virginica
+9,4.488474704557724,2.4910680025171836,1.3314410841467526,0.12573551448871192,Iris-setosa
+10,4.96619147948126,3.3300196841499905,1.3837786886549104,0.2907893742110275,Iris-setosa
+11,6.588972877250625,2.9045869036255425,4.581180988185599,1.3655456106255097,Iris-versicolor
+12,5.208396932072568,3.4745080944889164,1.510723822213634,0.3489889245861158,Iris-setosa
+13,5.100747779415506,3.7380388614044544,1.475410289073585,0.27727579319647516,Iris-setosa
+14,5.157553684349113,3.8129101416221802,1.2108307302897239,0.3649193508930103,Iris-setosa
+15,5.928780680798366,3.1448075656226004,4.925711142969694,1.9023813539269372,Iris-virginica
+16,7.175455396676995,3.38823728957237,6.101407339237813,2.2883664627750875,Iris-virginica
+17,5.665234710184185,2.603712136979479,4.091190904678227,1.2342764782501165,Iris-versicolor
+18,6.633661168258381,3.4046319333792985,5.796404078947001,2.422648401462531,Iris-virginica
+19,4.493748972101272,2.59360609493257,1.589795303796186,0.46559775796120106,Iris-setosa
+20,6.3856872035933,2.8113708516127973,4.752543414798287,1.6475975806387826,Iris-versicolor
+21,6.76563714161781,2.8685670411127226,4.968632809814211,1.5494513916366532,Iris-versicolor
+22,6.187855362962276,2.6941274920527496,4.843386268239272,2.3815747762704373,Iris-virginica
+23,6.506641715494339,2.653283282910588,5.453500666313765,1.9692294041665472,Iris-virginica
+24,4.829082233503887,3.716503239606387,1.4525766274716818,0.09524988801443726,Iris-setosa
+25,5.696310305088458,2.238673103342291,3.4649776933419814,1.1736547160497963,Iris-versicolor
+26,5.841491115855193,3.1507578076756624,4.410733063254266,1.6265178364738715,Iris-versicolor
+27,5.174729782222065,3.7333120872429086,1.2718427273314843,0.42320435391309164,Iris-setosa
+28,5.896379153948121,3.069815656322757,5.001385941699136,1.7641195982068856,Iris-virginica
+29,5.042023094034109,3.7238211049245957,1.3364067356202105,0.33904976196219877,Iris-setosa
+30,4.951050984576175,3.6115732593586207,1.105348841040768,0.38648790344335837,Iris-setosa
+31,5.497536481976871,3.4912226659360055,1.425024784249893,0.46000383930187344,Iris-setosa
+32,4.869667497640965,2.068417212710258,3.3574921170212595,1.2383025239181737,Iris-versicolor
+33,5.388508941225007,3.3162252397193788,1.5385108128493357,0.6560504765395515,Iris-setosa
+34,5.625250719131758,2.9697065762807378,4.402729401864122,1.7066478415077146,Iris-versicolor
+35,5.5258283127708925,3.329226574803997,1.4196019628473038,0.2834983180557711,Iris-setosa
+36,6.222063834815929,3.1366240478608427,5.102480543180104,1.6879595963798142,Iris-virginica
+37,5.423335000303775,2.3844420055864686,4.3188172524108,1.2316356275897942,Iris-versicolor
+38,5.272486907617727,2.6711254290215805,4.34754995173268,1.3921413644862235,Iris-versicolor
+39,6.777665705064942,2.8031084759496943,4.713948295542382,1.7061245615377854,Iris-versicolor
+40,4.986608356468658,3.1833857934724272,1.7235856801754723,0.09883410755234148,Iris-setosa
+41,6.139104374816196,3.241818587747786,4.196470804949103,1.6580780259874677,Iris-versicolor
+42,4.892245635723457,3.3095517703212294,1.265740285215736,0.37277861723515837,Iris-setosa
+43,6.555911362750118,2.5283278371483613,4.368637801562338,1.2643085123465259,Iris-versicolor
+44,6.856218391626367,3.0612473809863547,4.680380333943868,1.5980061743425946,Iris-versicolor
+45,5.48658029771601,3.4556268069062503,1.5023783834941742,0.019917648935069143,Iris-setosa
+46,5.167947832056707,3.4426687713096977,1.5244634836285555,0.15738557571572925,Iris-setosa
+47,5.145312448208901,3.777562436887794,1.3406370909746532,0.2605114015545689,Iris-setosa
+48,6.278211958165452,3.3013886793966813,5.227736067578681,1.980487406825643,Iris-virginica
+49,6.148801014565479,3.1693517852476654,4.767249560138421,1.2706369578092038,Iris-versicolor
+50,6.992635735329644,3.3405041777512055,5.926950103932171,2.4254137185484623,Iris-virginica
+51,6.522026571970623,2.4988534893886003,5.360933113153401,1.7143127536100948,Iris-virginica
+52,6.071079672412305,3.1706307934531575,5.159920479042221,1.5332160490439664,Iris-versicolor
+53,6.288253124031699,2.9975920659583695,4.602781261310073,1.5463521384369368,Iris-virginica
+54,6.077108595945811,2.97678935136134,4.276501779235179,1.5769186673746936,Iris-versicolor
+55,6.6922319585599634,2.673040467340166,4.408670037869043,1.2878918264112875,Iris-versicolor
+56,6.598819897615235,3.1353569435944912,5.366903257440399,2.1222772364645035,Iris-virginica
+57,5.401219830849753,2.474572376254908,4.118852177031919,1.3578172241554458,Iris-versicolor
+58,5.4710301140703645,2.5583662897424158,4.103762701113854,1.0265859135731676,Iris-versicolor
+59,6.181499826295794,2.8764269418736124,4.281614845979558,1.293371346412045,Iris-versicolor
+60,5.3540115803019575,2.7534896164305134,5.375874974741279,2.21647736084113,Iris-virginica
+61,5.050597940178087,3.5270742803238404,1.600035248318697,0.13275470154119864,Iris-setosa
+62,5.367838953165632,2.5297075287904063,4.881443280540601,1.7024623996170396,Iris-virginica
+63,6.852887346009993,2.962954949831331,5.588708087647823,1.8270139612458387,Iris-virginica
+64,5.759875656418361,2.764114959815938,4.393374806195134,1.4877791599370902,Iris-versicolor
+65,6.5379558670665165,2.738801082058255,5.557919841859582,1.6139584432889538,Iris-virginica
+66,5.017845160877035,3.066317594117942,1.4828820166647363,1.9939982497738453,Iris-setosa
+67,4.559225969220543,2.9172862934964576,1.4886848415638534,0.21024793434594302,Iris-setosa
+68,7.829586790212254,3.692095451719834,6.778875841455159,2.082391596661662,Iris-virginica
+69,6.589582896819513,2.867659889412248,5.232258353392798,1.9007373373535064,Iris-virginica
+70,6.045265836341441,3.301791725203763,4.972900778005409,1.8458362506872092,Iris-versicolor
+71,5.411159332754799,3.1105238421612174,1.2303121243871162,0.22004744964664133,Iris-setosa
+72,5.246409558522608,3.44495002339549,1.287378566349031,0.48848045611072044,Iris-setosa
+73,5.967684276688388,3.8722931878371885,1.6051036810137451,0.39448554521881773,Iris-setosa
+74,5.430749619459988,2.796622414628846,4.551849468803596,1.5106195255562607,Iris-versicolor
+75,7.590734045297783,3.3871398296417667,5.875807405119501,1.9542946795621514,Iris-virginica
+76,6.273534251477741,2.9744040851103364,5.785483177428039,1.8467569106797617,Iris-virginica
+77,5.319225734537756,3.5429479070819627,1.5349022645806625,0.4730470383957984,Iris-setosa
+78,5.3210075063632685,3.678228933375771,1.5699341933917883,0.5081280591684143,Iris-setosa
+79,5.632289719921552,3.0878333931594657,4.590156391548302,1.9626229434601365,Iris-virginica
+80,5.949615522936633,2.9450775536270952,4.987987630202097,2.14970017815538,Iris-virginica
+81,6.277266969776036,3.127284384371436,5.482105473232008,1.6301372872638005,Iris-versicolor
+82,7.234249139126837,2.6200006879052946,5.890128944049288,1.845577834699125,Iris-virginica
+83,5.144656377255234,3.4785916088841433,1.257026788524821,0.2167729718079274,Iris-setosa
+84,5.619941781548465,2.988141915218666,4.848260945374662,1.3174475429771484,Iris-versicolor
+85,6.526405298556407,2.6217103806013773,5.876320363955527,1.5148816957195825,Iris-virginica
+86,5.548890795733329,3.9180028237201987,1.5451331317492203,0.3075052095681353,Iris-setosa
+87,5.133642565949549,3.339620596958999,1.5441864676280086,0.07002733385947157,Iris-setosa
+88,6.273203127485126,2.5511589713277294,5.1421484162558375,1.6597917283433044,Iris-virginica
+89,4.935127735269857,3.1808675157821615,1.7100369474237007,0.19083668682056337,Iris-setosa
+90,6.616215864605261,2.761854473919087,4.924274407416029,1.9776362483015983,Iris-versicolor
+91,5.34652302114132,3.256336877597936,1.2599987363762333,0.1649123086290929,Iris-setosa
+92,6.8026748521854925,2.5387627303864018,5.738890379801941,1.8424998861949198,Iris-virginica
+93,6.463938708110474,2.824191209469673,4.9876762149048135,2.0024158433703185,Iris-virginica
+94,4.402899908451729,2.745918430804517,1.5559960040094687,0.22893929794102613,Iris-setosa
+95,5.176853141059473,3.393389199170919,1.4826128399377847,0.17362894170865306,Iris-setosa
+96,5.815932173248494,3.718850125306182,1.6410157792471123,0.24692964731753334,Iris-setosa
+97,6.185987000826705,3.2440505136018416,4.210397186268696,1.352741254241887,Iris-versicolor
+98,5.600606185953207,2.7880104201803064,5.108601363342539,1.7767156798457098,Iris-virginica
+99,5.944680487415959,2.7724585559534067,4.55895734366475,1.2239585692204578,Iris-versicolor
+100,6.824897206000829,2.7605934022237912,5.4578938740057135,1.8293162389069502,Iris-virginica
+101,4.795169494720602,3.227246063453264,1.3882586216973596,0.07257768296222675,Iris-setosa
+102,5.026471320045208,3.5628227285615397,1.5660838239296422,0.3387569988234336,Iris-setosa
+103,4.731112177224208,3.1259055686426716,1.5503030079693942,0.05316589561044496,Iris-setosa
+104,4.831681683218544,3.1125340815953852,1.7057678517886279,0.3264835697356903,Iris-setosa
+105,5.6769883426755365,3.7496589684513126,1.5022967482964948,0.2611267270485251,Iris-setosa
+106,6.5802052226409256,3.2097125205175296,5.010061751411628,1.4915431061749704,Iris-versicolor
+107,5.133796139126896,3.697368327902361,1.7798614442292726,0.17613481585705631,Iris-setosa
+108,5.868864211100867,3.2295171549502375,4.523937248522105,1.5809130080838965,Iris-versicolor
+109,6.238662332391738,3.248739238904491,4.835020784663285,1.6982097467645583,Iris-versicolor
+110,7.36573750516469,3.0543142694636187,6.112717533938339,1.8944454627060079,Iris-virginica
+111,6.494851487719945,3.0962986487786197,5.578066879829795,2.126389338555944,Iris-virginica
+112,5.798138320949499,2.881560423723441,5.372473590765233,1.7841737088342797,Iris-virginica
+113,5.989065875410939,2.9827224804455836,5.002114300839413,1.7917087975107995,Iris-virginica
+114,6.356207572846079,2.6274536365937253,5.256595727447126,1.733672290552343,Iris-virginica
+115,4.6964676591281815,3.20981822450924,1.3648590608698568,0.25534382769045866,Iris-setosa
+116,5.361958957187149,2.2535353189949516,4.898496740518146,1.7518312305099393,Iris-virginica
+117,6.24075859610867,3.03119179892644,4.89219251142766,1.1821191654965966,Iris-virginica
+118,7.930141804115818,2.7913052530790647,5.887019580718137,1.9966734403462527,Iris-virginica
+119,5.365196370685484,2.7917599107683087,5.440712600152011,1.4060139630214425,Iris-versicolor
diff --git a/iris/tvae/4/2/test.csv b/iris/tvae/4/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/2/train.csv b/iris/tvae/4/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/2/val.csv b/iris/tvae/4/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/20/synth.csv b/iris/tvae/4/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..46e019b79693220972145ca48dfec6a14c354b65
--- /dev/null
+++ b/iris/tvae/4/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.316193913214643,3.5377756709053543,1.4164216375635106,0.2588005205641476,Iris-setosa
+1,5.216044490832399,3.348188910599149,1.449005451571494,0.4809355822534438,Iris-setosa
+2,6.264721341534754,2.9573437101838937,4.757918906867207,1.934609344873226,Iris-virginica
+3,4.7909897110208455,3.5482946910815607,1.3820755313207325,0.1352635502655071,Iris-setosa
+4,6.079409087118786,2.851925283524916,5.122136278856033,1.9479800050934901,Iris-versicolor
+5,5.142100046837304,3.2414185930164185,1.5442196613900316,1.9127362521190308,Iris-setosa
+6,6.372367314290427,3.4067236538950496,4.787360437225108,1.374756432362658,Iris-versicolor
+7,4.7893178815646404,3.3395997657106973,1.433282528249861,0.07774379695770145,Iris-setosa
+8,6.604855207503206,3.0399546607634664,4.760243632819082,1.1515188933412752,Iris-versicolor
+9,5.0430520764151225,3.5677993586953343,1.731634283683162,0.2722592067157236,Iris-setosa
+10,5.375167569919225,3.8441562495305877,1.5387160565751212,0.3332777153119917,Iris-setosa
+11,5.617901643634942,2.8887256604566085,4.7502550598833,1.1519224760776567,Iris-versicolor
+12,6.645791538142798,2.5878945372053024,5.291784565921675,1.8059294519003761,Iris-versicolor
+13,6.238549969397208,2.8972972198921285,4.537319383238867,1.5208495401026343,Iris-versicolor
+14,4.352470939958346,3.057891089571117,1.3090095448869707,0.28734441772138536,Iris-setosa
+15,5.0828407738227455,3.3496048352482526,1.36160427796252,0.27471010271004054,Iris-setosa
+16,5.633416225943571,2.8390515214312995,4.83380080675612,1.9888713413313646,Iris-virginica
+17,6.335729344373424,2.7672164249866738,4.043537584234787,1.1323222704004003,Iris-versicolor
+18,5.505248191325707,2.639180089910937,5.472204452056945,1.7800091912405558,Iris-virginica
+19,5.098071269400927,3.1551936524074398,1.2724416971659385,0.28476736214387444,Iris-setosa
+20,6.167508511468519,3.1557225982745196,4.536751274978469,1.2626125881263652,Iris-versicolor
+21,4.427211430936035,3.2131784630672997,1.3606447421457957,0.08996930700010158,Iris-setosa
+22,5.136182571221617,3.3724278123075253,1.2989810270579853,0.12280117111655445,Iris-setosa
+23,6.466175165672369,3.078565155217861,5.0264135844615305,1.4691860607936875,Iris-versicolor
+24,6.006888713932276,3.0989437952786316,5.327706634331062,2.101163080504051,Iris-virginica
+25,5.35522704854176,2.7337782083607247,4.6564462012914944,2.1735849677680354,Iris-virginica
+26,6.329648158473677,3.0975057054373285,4.410344155177453,1.146092211709069,Iris-versicolor
+27,5.424679344099452,3.4095207764535593,1.6791895733949478,0.38824021837550776,Iris-setosa
+28,5.9291341458564535,3.216281847615008,4.489598634766519,1.3193240384847948,Iris-versicolor
+29,4.728083502255871,3.38284068178919,1.6589778591217468,0.3430142728432038,Iris-setosa
+30,4.581109991609839,3.054922126451973,1.3426188224559574,0.19817741453167687,Iris-setosa
+31,6.152073321523343,2.7806489393754665,4.971061048269572,1.4606847156169986,Iris-versicolor
+32,7.0283255221098475,2.3718751767379307,5.460897492440141,2.012089455836594,Iris-virginica
+33,6.310505744726226,4.0296930920496825,1.6588617857962484,0.35258160583794096,Iris-setosa
+34,4.776346660879961,3.576730706508966,1.4569476984262062,0.1757694948591262,Iris-setosa
+35,4.643879531064222,3.330335964118138,1.3689603693043524,0.13527513055355206,Iris-setosa
+36,6.306104657330416,2.78566158385342,4.445909659840987,1.421241065844044,Iris-versicolor
+37,4.946540934022771,3.4423174486902712,1.6255556954140633,0.381711249382132,Iris-setosa
+38,5.18030247843519,3.6440001760394285,1.5054058574819122,0.21554804606221212,Iris-setosa
+39,4.9804238213432575,3.5583084128205753,1.372330054159256,0.15699349828092846,Iris-setosa
+40,6.581890524802624,2.9173236496693424,4.509053487973513,1.3460607608080644,Iris-versicolor
+41,7.513212528253593,2.8055534427881206,6.433504750853565,1.9314374909942036,Iris-virginica
+42,4.184980770992268,3.5104808596380246,1.1644409899090804,0.24844222379258868,Iris-setosa
+43,6.604960302221997,2.849734385542797,5.1391360942526285,1.77038528440626,Iris-virginica
+44,6.582849966026543,2.719443093257615,5.309348863016093,1.7863997125314364,Iris-virginica
+45,6.507735386295122,2.7003328044793844,5.139859293299009,2.1919163439110556,Iris-virginica
+46,4.923798669014754,3.120931480969903,1.3656603419242797,0.18948527328799125,Iris-setosa
+47,5.68218793939795,2.5921605015628217,4.924659288222205,1.8800431418269192,Iris-virginica
+48,6.777661791885548,2.9809920124131803,4.1935447740900305,1.4248647691092622,Iris-versicolor
+49,6.189315738746649,3.103023484416433,4.571028547456149,1.661111405965185,Iris-versicolor
+50,5.141402254210061,3.3439133380898824,1.416242148067253,1.7037807307159571,Iris-setosa
+51,4.68826249444977,3.166346440007783,1.6418130260087382,0.14082659422197774,Iris-setosa
+52,4.98600218598802,3.6165021137996183,1.6406826579643792,0.06610586772279184,Iris-setosa
+53,6.672180563566133,2.830086687684668,6.047631496121553,1.7830590420993075,Iris-virginica
+54,5.043595770668929,3.2235338688081905,1.414340085544612,0.23416239533932712,Iris-setosa
+55,5.4824118301042315,4.348394574276623,1.431039640896961,0.17661376131482698,Iris-setosa
+56,4.937939923998637,3.189866217098192,1.4460209314571322,0.008298050294863246,Iris-setosa
+57,5.844863581880604,2.6541276686704562,3.938425153001138,1.3312712255257177,Iris-versicolor
+58,6.6474644449808,2.890118948803404,6.034319024647301,1.5828636550597293,Iris-virginica
+59,4.9348096218427475,3.1851627465278933,1.485817448241148,1.736639232325296,Iris-setosa
+60,6.083574759891186,2.663295310579751,5.239180388732456,1.628999741270481,Iris-virginica
+61,7.137308038241079,2.8028514261109505,6.628461899180833,1.7603970883694346,Iris-virginica
+62,5.389701990887368,2.732806718037164,4.2218126574687895,1.2061175911133886,Iris-versicolor
+63,6.009598078606946,2.862335215969767,4.525363136073353,1.4126661559848048,Iris-versicolor
+64,6.854925177419089,3.2556783369481237,6.041156360137405,2.3044542919596376,Iris-virginica
+65,6.077000338000829,3.230021475533551,4.76963735520548,1.3682460762877584,Iris-versicolor
+66,5.4715462736043055,3.4466700019504506,1.5620229336670388,0.20886678010444062,Iris-setosa
+67,4.989286161288159,3.188327809801196,1.6617821119283522,0.40217359863994395,Iris-setosa
+68,5.752150844566455,2.459628627634806,4.06978650970913,0.952810613674084,Iris-versicolor
+69,7.11804101969702,2.9179279710583814,6.12647230375071,1.8973225056655572,Iris-virginica
+70,5.140661380191751,3.2624962617353965,1.3152162733333879,0.242521657645941,Iris-setosa
+71,6.3029275060434715,2.7419545212979606,4.634717250628373,1.4530475736972257,Iris-versicolor
+72,5.724335253686325,2.9194270978225005,4.596048547817346,1.7530802759237603,Iris-virginica
+73,5.978977172047566,2.925140814181909,5.15470101113919,2.097219832079466,Iris-virginica
+74,6.030163257493853,2.9642695515049278,5.62102046814103,1.9500207584245959,Iris-virginica
+75,4.811035422756453,3.052151314505303,1.6797517459972438,0.16689100514695154,Iris-setosa
+76,5.589019184677236,2.380186084023265,4.333058630112095,0.9369379703975483,Iris-versicolor
+77,6.276238633233067,2.9370150916024502,5.342412450274912,2.08765401900218,Iris-virginica
+78,5.070789663070709,3.3168355541612167,1.574548450749035,0.12476329750412607,Iris-setosa
+79,5.102351028219872,3.319030034389017,1.5840956619117275,0.28873839884169905,Iris-setosa
+80,5.120030535866631,3.1662391647933306,1.6882283144248915,0.38658453552608785,Iris-setosa
+81,5.0513546881175335,3.5081068298697726,1.5437367182790842,0.09888323752421024,Iris-setosa
+82,6.770627802766445,2.939542885284955,5.058162507021519,1.6453737695661506,Iris-versicolor
+83,5.218068687458608,2.1167527773473216,3.5237241000736983,1.2948689007521956,Iris-versicolor
+84,6.0387990155080535,3.090036620953419,5.039019961559195,1.6868669663676574,Iris-virginica
+85,5.5457483418441855,3.4075338977865486,1.6651588502821713,0.22689361693721594,Iris-setosa
+86,5.571433417876866,4.157291684801439,1.5359402257227408,0.27571313475868453,Iris-setosa
+87,5.280075860828624,3.469941738141777,1.7071718184441664,0.3683780782613845,Iris-setosa
+88,4.4206413456862625,2.5430017154463114,1.1770351294863142,0.22455821888302552,Iris-setosa
+89,4.899987549098642,3.387570163164697,1.4834779654621904,0.24954861190171987,Iris-setosa
+90,6.7752151457635,2.7041301757413154,4.538768353925894,1.5047019901492096,Iris-versicolor
+91,5.455686155611367,2.4719105759545523,3.761965950699918,1.5845792988763847,Iris-versicolor
+92,6.044852777224319,3.22881469507625,4.530554762532482,1.5885803440528443,Iris-versicolor
+93,6.076143100805986,2.9313470950848877,4.501033644948284,1.2358359618924324,Iris-versicolor
+94,4.290916312665637,2.5809993539847884,1.2766435139488799,0.2650926534938601,Iris-setosa
+95,4.607701667882793,3.065394549445531,1.4549967237612558,0.3350376451959556,Iris-setosa
+96,5.487224994081027,2.6766177457438642,4.813269655014252,1.7201767200931146,Iris-virginica
+97,5.262369872939822,3.6513272980412372,1.55844192642651,0.2392116175598688,Iris-setosa
+98,4.962836433608469,3.1605404321022994,5.367129874459884,2.0220334509110196,Iris-setosa
+99,6.369137236702237,2.9628379154255695,4.704176083479526,1.867652897927595,Iris-virginica
+100,4.600685121162548,2.972920368658298,1.628522099398821,0.1090894835251775,Iris-setosa
+101,5.912588560126721,3.5516306898246666,1.5056803880192071,0.22961654259354647,Iris-setosa
+102,4.790751725765784,2.8466365668820828,1.3707886425764775,0.10973841159013725,Iris-setosa
+103,5.988575783132544,3.008774600664681,4.804903800824809,1.4123806357206048,Iris-versicolor
+104,4.921402892434729,2.271475704650184,3.5857515422869026,1.0283629710939057,Iris-versicolor
+105,4.677764311992601,2.9484043701118563,1.524645632633282,0.03969671001562297,Iris-setosa
+106,5.691923088189771,3.724574707631904,1.2568148608557437,0.28223926957235085,Iris-setosa
+107,6.307620847405136,2.9259872691902062,4.933115433042846,1.8579195831595787,Iris-virginica
+108,5.610657157108853,2.735069345812398,4.447083875713326,1.3306395994878164,Iris-versicolor
+109,5.630592569133568,3.128162854142281,4.785311769963866,1.9080807893408056,Iris-virginica
+110,5.082485850060451,3.3366577619363653,1.4889545512444988,0.1337725947168858,Iris-setosa
+111,5.350829269302791,3.2132813153614554,1.7029107278560398,0.29914543510517067,Iris-setosa
+112,4.967385150779337,3.5506872673225423,1.470919462462218,0.3146824250465882,Iris-setosa
+113,5.342351353290846,3.5269195631278,1.547094443239553,0.3613883919581852,Iris-setosa
+114,6.922587631080599,3.3662356617253066,5.2103743002397325,2.358728031961135,Iris-virginica
+115,5.191882775587782,3.952050399063453,1.2411484021496901,0.30743022757107424,Iris-setosa
+116,4.981075417546578,3.202358856830164,1.6948489346678737,0.2206155309091124,Iris-setosa
+117,5.601195470585283,3.514751375418033,1.4099863836924018,0.12885212689544653,Iris-setosa
+118,5.085427672935483,3.9984551208205,1.582107674990548,0.2778675299611775,Iris-setosa
+119,6.219522751562451,3.2336802550655697,4.815182194127956,2.050903817742442,Iris-virginica
diff --git a/iris/tvae/4/20/test.csv b/iris/tvae/4/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/20/train.csv b/iris/tvae/4/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/20/val.csv b/iris/tvae/4/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/21/synth.csv b/iris/tvae/4/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ed9028be5a62d2514aa3fa79187837f91853eea1
--- /dev/null
+++ b/iris/tvae/4/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.698744119544326,2.794930173929799,4.996983457327244,1.1521549418581767,Iris-versicolor
+1,6.4037204324896875,2.7474587373913817,5.305238508141714,2.1176646147688927,Iris-virginica
+2,5.439305864410951,3.267856006438753,1.5573934515551426,0.39244789039013805,Iris-setosa
+3,4.998550532218319,3.307871754805699,1.6756982523568156,0.4195642923278439,Iris-setosa
+4,5.846681716725314,3.5008389917489553,1.5271421737243283,0.27752243460267,Iris-setosa
+5,5.694878955079466,2.9710092375539148,4.3431036707932495,1.476517184465756,Iris-versicolor
+6,5.348297902282287,3.610005705595292,1.4902294514172998,0.2734046418314537,Iris-setosa
+7,5.618675028536192,2.819200833843315,4.660292925216695,0.9461051825541308,Iris-versicolor
+8,6.375470632617508,3.108115505455273,4.839384662445365,1.421302664269207,Iris-versicolor
+9,4.728874261415753,3.0739614665537696,1.62609460807643,0.23645328812250851,Iris-setosa
+10,5.132578657487051,3.7017507014234763,1.733669529700256,0.2706862360261612,Iris-setosa
+11,6.5953396902513886,2.8677467563311128,4.136772320320189,1.4951601750514907,Iris-versicolor
+12,5.313845824688909,3.146814220799423,1.574929586445232,0.15719222524865956,Iris-setosa
+13,5.436142493581388,2.349934019575275,3.894570558507023,1.2831382394965816,Iris-versicolor
+14,5.273053555976602,3.3670198237120466,1.3328280549700056,0.45232784750282407,Iris-setosa
+15,5.117859219152431,3.3785579082138106,1.4685480830836743,0.37865137675927296,Iris-setosa
+16,6.309206085687706,2.560715279089081,4.224550546544639,1.3035525288762908,Iris-versicolor
+17,7.016101724053961,3.0601492973674738,5.667280560218408,2.0101095300183096,Iris-virginica
+18,5.136463256600529,2.6010226545061963,5.030922803928658,1.9080345129114151,Iris-virginica
+19,6.080101252951534,2.52671477959619,3.8674023814237852,0.9850682383045705,Iris-versicolor
+20,7.166227427406948,2.9691328588313497,6.0381816469259455,1.9822123908473874,Iris-virginica
+21,5.576812867124898,2.8140856916126076,4.957815432142435,2.0520799384735664,Iris-virginica
+22,5.05563535572965,3.2955131833818423,1.4402382510179363,0.2718383337020551,Iris-setosa
+23,4.37730449243379,2.7852272340477136,1.3174557935772713,0.21138520896531454,Iris-setosa
+24,5.534969088514632,2.6708013001820725,4.128247211081414,1.2002655940276408,Iris-versicolor
+25,6.629312611478207,3.1201737819859052,5.390783629733526,2.3482517161872947,Iris-virginica
+26,5.801409276274029,2.9591939024760365,4.5684962207055175,1.9640117279513365,Iris-virginica
+27,5.134298388413743,3.1812933705151054,1.4028399008866281,0.21826773122573717,Iris-setosa
+28,4.682934226422752,2.9342572281780726,1.3630243795762433,1.4586111516463087,Iris-setosa
+29,4.954003340708467,3.057247229945351,1.2716224225023318,0.17086698067003747,Iris-setosa
+30,7.625336325840854,3.701404738076647,2.1232951022629596,0.6877621357709786,Iris-virginica
+31,5.50296925294987,2.531466755360603,3.914335758202915,1.3213725316474298,Iris-versicolor
+32,6.192608731325479,2.954523289748653,5.903699866510204,1.7731879983346115,Iris-virginica
+33,5.162290901149217,3.1088424710327756,4.845330972282998,1.7024939072897092,Iris-virginica
+34,6.40931310909896,2.7979520700373777,4.824951734855468,1.5307957509367904,Iris-virginica
+35,5.760547868002553,2.247744031666551,3.5467727240608937,1.2079360547939733,Iris-versicolor
+36,5.956289040545251,3.167016281127599,4.501942002135804,1.5343589123034744,Iris-versicolor
+37,6.499087022502489,2.8006628030219414,5.1893514157369385,1.8250233881800335,Iris-virginica
+38,6.135822599624788,3.4280960348363507,4.4520816978884605,1.4237498067668306,Iris-versicolor
+39,4.671317359971215,2.7154504351142266,1.4269952573593032,0.2457696908385183,Iris-setosa
+40,5.016971341621276,3.11822343980108,1.5863295464538594,0.30221089321870115,Iris-setosa
+41,6.319162559594988,3.0194323672765027,4.621789815369493,1.456564791500861,Iris-versicolor
+42,6.004518575319755,3.0526487767679957,5.056523393500594,2.0186569124426894,Iris-versicolor
+43,6.672628988399349,2.7827946096571097,3.5165658576048333,1.500182941664003,Iris-versicolor
+44,5.8875044176805424,2.6728575032513753,4.935173144106245,1.725914947703518,Iris-virginica
+45,5.162775801671764,3.5308531399218026,1.363643655575504,0.423509074399959,Iris-setosa
+46,5.649373137037006,2.5908704000745146,5.200547680978526,2.1457277552583696,Iris-virginica
+47,5.989564057078385,3.0077118815375607,5.059760943763349,1.395099760478098,Iris-versicolor
+48,6.370782146351386,2.9237957347224546,4.497286489396826,1.8954280424403667,Iris-virginica
+49,6.385059418179657,3.0076739775632784,4.590754049803222,1.6231826418968514,Iris-versicolor
+50,4.676989294635223,3.0166775495908937,1.4124319547217172,0.24467324101864646,Iris-setosa
+51,6.412256226028701,2.7314445845359234,4.515698326827477,1.2719110325771847,Iris-versicolor
+52,6.009724776951201,2.849823090433498,4.569672144184418,1.0317743054218573,Iris-versicolor
+53,6.696372431257467,2.3951538124115332,4.184928480461056,1.4310319668930203,Iris-versicolor
+54,6.047766997893403,2.7299436367931773,4.695440698311719,1.2025271223577922,Iris-versicolor
+55,4.784479277929012,2.9227566176200277,1.4029152861357865,0.2641255566958232,Iris-setosa
+56,4.9423736105672145,3.183512275809143,1.6399337262813731,0.23334195171418964,Iris-setosa
+57,4.895306036009908,2.908474504728917,1.4936948676998625,0.4500870691105061,Iris-setosa
+58,5.29615643392085,2.5200456020835476,4.269510431325576,1.4324627975854287,Iris-versicolor
+59,6.406419860908,2.8839337656792017,4.8945375191485985,1.4991940131743298,Iris-virginica
+60,6.320221741199267,2.7808688035866274,4.656425570906888,2.1467508291015505,Iris-virginica
+61,5.108263902547957,3.2375984519910443,1.4227733865167864,0.2544588237650324,Iris-setosa
+62,6.340772162407177,3.055503123999009,4.675220321995788,1.58385032294742,Iris-versicolor
+63,6.10170316372669,3.185933616748766,4.912580010795628,2.324328709501589,Iris-virginica
+64,6.337189280580923,2.5607864446159834,4.648734388802962,1.5496009643946813,Iris-virginica
+65,5.618274243563283,2.452247674964359,4.079217158697481,1.1470684147505192,Iris-versicolor
+66,5.980594292133438,3.282009664852918,4.753675821641338,1.6188385942040673,Iris-versicolor
+67,5.59613783571512,3.477915051769045,1.5883123392332628,0.15114095281972395,Iris-setosa
+68,5.721264197841208,2.648431895361647,4.170018910501343,1.0423254206574926,Iris-versicolor
+69,5.0953792389890475,3.2826278851912587,1.4879133305279322,0.09579533987330802,Iris-setosa
+70,4.943059316348884,3.3565495227158264,1.6071862004282496,0.12217472246514557,Iris-setosa
+71,6.749275557037134,2.959775270129783,4.333956121527139,1.551317495581314,Iris-versicolor
+72,5.836087679992447,3.0079440026035154,5.21998779196201,1.8771200115145872,Iris-virginica
+73,5.866638616959832,3.0154993986306557,5.26374187846982,1.9822046633067698,Iris-virginica
+74,6.682846258683248,3.4269114811015213,5.200020040060407,2.434885097992009,Iris-virginica
+75,5.467676730488747,3.445946174865477,1.5872965772501746,0.2504868977710802,Iris-setosa
+76,6.512005419954093,2.838698980160569,4.846939850561477,1.920695762219838,Iris-virginica
+77,7.034416754905767,3.1076514995934272,5.146063778561506,1.3581054070103236,Iris-versicolor
+78,5.122402340088966,3.3784105749220723,1.5130669708354694,0.39828424946784663,Iris-setosa
+79,5.200957285063022,3.792732626238795,1.7042102206925045,0.20951434200768293,Iris-setosa
+80,5.191166036289255,3.6798407332957037,1.8044579209987377,0.28325258871149156,Iris-setosa
+81,5.0415635611214356,3.386463704538462,1.6201520592783039,0.4578756386848013,Iris-setosa
+82,4.687299131072764,3.5129725057695658,1.5723950357335785,0.17516224062845714,Iris-setosa
+83,5.120562057320533,3.2219006099423853,1.4798141766685857,0.1910640828804568,Iris-setosa
+84,5.901588386008403,2.8870725236248145,3.6314255363281482,1.2215610503680918,Iris-versicolor
+85,6.237563860978954,3.259513975029722,5.0469961593824415,1.7672489369135822,Iris-versicolor
+86,6.485467672467909,2.742157559375899,5.504472694384032,2.0226468869545933,Iris-virginica
+87,4.8701578178258735,2.8083316041856854,1.5339075342440534,0.17739585113764206,Iris-setosa
+88,5.853024054785154,3.0415910541936295,4.300953833675008,1.464247770955532,Iris-versicolor
+89,6.131158305713181,2.8516950766243614,5.268953985927401,1.6395604718112173,Iris-virginica
+90,7.020009100634841,3.195889945698914,5.957276045235081,2.3457830254375818,Iris-virginica
+91,5.076111378753862,3.365376346356225,1.6948109533658822,0.3945337117327934,Iris-setosa
+92,6.194823087654075,3.183191027308759,4.99373295374086,1.4928612374781132,Iris-versicolor
+93,4.710317097791111,3.8096447523969763,1.0420600946569951,0.1264489650807998,Iris-setosa
+94,5.233536532569195,3.7332799092022793,1.354623312588895,0.378977173756759,Iris-setosa
+95,6.6646975159950905,2.8684401497937175,5.012823712017554,1.4812207396821988,Iris-versicolor
+96,5.0258158118584735,3.415792395479063,4.74063007988881,1.573546701748746,Iris-setosa
+97,5.604481143293294,3.4034201775720274,1.3933821725764828,0.23041644305475512,Iris-setosa
+98,5.6844282239771875,3.045861815005454,4.863598121086283,1.8829834943618255,Iris-virginica
+99,5.493944356959157,2.8952229749711975,4.224127038188777,1.4494641132156683,Iris-versicolor
+100,7.061121709627204,3.5347552615980162,1.8414497974623782,0.4790083463607411,Iris-virginica
+101,5.305121617066379,3.6948532711844466,1.5565175803699582,0.45511483560440075,Iris-setosa
+102,4.970241361427457,3.215052631268378,1.6399673309122553,1.5407977097852665,Iris-setosa
+103,6.884897187964661,2.8008881841015985,5.550223300581797,2.1275072960260912,Iris-virginica
+104,5.007792305824987,3.2955603804524434,1.4444700050971344,0.39580757266318967,Iris-setosa
+105,6.276713490802376,3.1594969043933077,5.180498728323147,2.085658760725761,Iris-virginica
+106,6.202446302976664,3.0355629640560298,4.845219685022487,1.740538610482713,Iris-versicolor
+107,6.643266652135555,3.241556168931316,4.951450598488827,2.5684488671896206,Iris-virginica
+108,5.613549320795819,2.8147724247982286,4.418193575991563,1.2296756542267646,Iris-versicolor
+109,4.595543477304151,2.5862057236465654,1.5118498204195214,0.16341569666274158,Iris-setosa
+110,6.508518397554729,3.233266706097427,5.5074808618261315,2.076986449781933,Iris-virginica
+111,6.393100280967742,3.0759590636907412,4.812118640602413,1.591526430714118,Iris-versicolor
+112,6.260933817851969,3.059192440825052,4.656497567873043,1.6195795155447716,Iris-versicolor
+113,5.640740574393154,2.2028273678325245,4.013457724064454,1.0935311825986629,Iris-versicolor
+114,6.445342404775739,2.8166165300974884,4.083574441693798,1.4249936611885314,Iris-versicolor
+115,4.471824003892425,2.493622703097575,1.5437511654451885,0.2403463736496822,Iris-setosa
+116,6.590840135872961,3.0950987375003587,4.453737559150956,1.6466930353912745,Iris-versicolor
+117,6.135208662217309,3.1610437139467766,3.8032091390252907,1.4482608174827045,Iris-versicolor
+118,5.034320528325381,3.2336523357413,1.3338725015132666,0.2131963891048428,Iris-setosa
+119,5.652853184220339,2.56092140254434,4.025011866512316,1.3341052499283481,Iris-versicolor
diff --git a/iris/tvae/4/21/test.csv b/iris/tvae/4/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/21/train.csv b/iris/tvae/4/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/21/val.csv b/iris/tvae/4/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/22/synth.csv b/iris/tvae/4/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..519c11aeb71e404b03b51e6864b66f821e4f618f
--- /dev/null
+++ b/iris/tvae/4/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.069022582314159,3.495585187969609,1.4324506081459238,0.20610739749359921,Iris-setosa
+1,5.0780146568148945,3.973773105901439,1.6170453110605094,0.29137846391850003,Iris-setosa
+2,6.725698429496456,2.671324255103192,5.665542433498384,1.9388626894735563,Iris-virginica
+3,5.785247900000389,3.0407027705433363,4.248999188162585,1.2513490571332553,Iris-versicolor
+4,6.574078350130259,3.6610879781323424,1.5759052595339749,0.5665560313231675,Iris-virginica
+5,6.006412638817762,2.7711878958715643,5.22700605850807,1.9798530939685892,Iris-virginica
+6,7.103129141381269,3.1859419047364206,5.383096085920148,2.181859719835753,Iris-virginica
+7,5.2756769077940415,2.54098632506604,3.732158934854678,1.2872245496570152,Iris-versicolor
+8,6.40925636885745,3.187512684571352,4.637411508654791,1.8096143899623938,Iris-versicolor
+9,5.9103414920136155,3.178971457963443,4.840633389218519,2.270441379854869,Iris-virginica
+10,6.023705433885539,3.928825068972113,1.6205052323496407,0.29462387846817095,Iris-setosa
+11,6.645365522114106,3.515033841300983,2.0331091807379105,0.5771480527966236,Iris-virginica
+12,5.660973029837155,2.8845376647749905,4.467437206778812,1.521200455555786,Iris-versicolor
+13,4.7223877108538,2.9240419059115244,1.4634320844342825,0.19439504702180888,Iris-setosa
+14,5.211170645329997,2.6675816548863636,3.7873480848577987,1.1988518047045953,Iris-versicolor
+15,6.3262026768642,2.4294479354843532,4.0635469349333,1.5150785879611617,Iris-versicolor
+16,6.265592967892182,3.1544188155299038,5.1285695018326,1.7599171256198076,Iris-versicolor
+17,6.555472205879429,2.753611409430685,5.097657271143357,1.2632654036892192,Iris-versicolor
+18,8.147747815753354,2.8524799397890486,6.307659941898564,2.221057249335686,Iris-virginica
+19,6.13425427582737,2.9973981217370635,5.334672342763843,1.5424150495565099,Iris-versicolor
+20,5.5768276952377205,2.946430317784222,3.963529473365879,1.3697214746768975,Iris-versicolor
+21,5.80755256959921,2.382013173147233,4.306593169893222,1.4495447182251955,Iris-versicolor
+22,5.263878091526982,2.8331120545084816,4.340925436910602,1.2702533559290026,Iris-versicolor
+23,6.363201710897082,3.178337090504042,5.089398038057897,1.343251626417769,Iris-versicolor
+24,6.713282381509986,3.244884760505579,5.377507005048888,1.6040770645952485,Iris-versicolor
+25,5.381513579568762,3.5296080758072055,1.5911708650619718,0.4630797375604142,Iris-setosa
+26,5.625538081401107,3.9226256796635237,1.4896819266594996,0.28913706886487295,Iris-setosa
+27,6.853838156589424,3.126831418702703,5.477016884961962,2.654228185532797,Iris-virginica
+28,5.981128556370106,3.153179287873995,4.230216508032553,1.8196357128001008,Iris-versicolor
+29,5.189931917906107,3.402888972663699,1.3124431550187774,0.2937837208834922,Iris-setosa
+30,7.910402343775923,3.0289864915910387,6.548839746364253,2.230947633067176,Iris-virginica
+31,5.936657156385636,2.9489458423539228,5.051934728665985,1.8564387275815364,Iris-virginica
+32,4.971353137012144,3.2919203106173787,4.607196977313857,1.8905145682139701,Iris-setosa
+33,5.430110318343163,3.618535790682907,1.412993565232994,0.2607598237316314,Iris-setosa
+34,5.617715758292622,3.0676412509398663,4.352949553286818,1.4534153423198675,Iris-versicolor
+35,5.082491823466155,3.1222899483313777,4.829846003129396,2.3591883620983842,Iris-setosa
+36,6.111983137341107,2.8922559870824704,4.740366092899129,1.9201563825758337,Iris-virginica
+37,6.585565159333159,2.7879827170856264,4.2794338275511965,1.440151134900348,Iris-versicolor
+38,5.961678255177265,3.070013237962869,5.040576326685457,1.401854974061307,Iris-versicolor
+39,5.978845509939967,2.9468249772912123,5.186092849407441,1.5521117107999205,Iris-virginica
+40,5.828299103664329,3.135164562360815,4.444638399846274,1.2304154779175198,Iris-versicolor
+41,4.6351555092991905,2.78198265554457,1.2989263501785657,0.1989190679699654,Iris-setosa
+42,5.283411643927863,2.587201622747293,5.264013425369725,1.4767267155932966,Iris-virginica
+43,6.952456766147887,3.2548932611432293,5.560073543290919,2.240546475996858,Iris-virginica
+44,6.445160889843042,2.966098202747043,4.540321837791137,1.5896451090395267,Iris-versicolor
+45,4.867090008459052,3.5051003970660988,1.3617095856641146,0.24318726755425243,Iris-setosa
+46,6.45144018061069,2.915264371919292,5.837133754341506,1.8891485517386175,Iris-virginica
+47,6.36829848592137,3.2310815108220354,4.542288194854696,1.7480659720258076,Iris-versicolor
+48,6.735569658954217,3.371034435243066,5.638178865578869,2.236144391374869,Iris-virginica
+49,6.588199340759997,2.513870925325923,5.58989336752016,1.9488642804495373,Iris-virginica
+50,5.578058282651901,2.550368374932181,4.161195251823632,1.3533435988072424,Iris-versicolor
+51,5.4511655733777395,2.5783359912908312,3.90835078653049,1.1278957381299373,Iris-versicolor
+52,5.0391989609167736,3.297972017862328,1.7082485837624835,0.34274236875919684,Iris-setosa
+53,5.733929435435725,2.750473649391386,5.6493220520760445,2.005526738164095,Iris-virginica
+54,6.380869821646402,2.987110389679557,4.85539846233009,2.023144339937306,Iris-virginica
+55,6.309072737792792,2.7791514738556646,5.105600097808785,1.6070782204614165,Iris-virginica
+56,7.1569440815006145,3.501156170085154,6.583501766781536,2.0515862715517033,Iris-virginica
+57,6.4940380438296685,2.920658605004,5.25675068353932,1.6423952617650845,Iris-virginica
+58,4.952090476587878,3.4226166178547905,1.1935947054739997,0.32755839624998606,Iris-setosa
+59,6.244387031322676,3.091242844721898,4.352048086661516,1.6737160332755958,Iris-versicolor
+60,5.140125059324077,3.443031199626049,1.5562591732631113,0.28428463732364695,Iris-setosa
+61,5.039295554572387,3.446462757120955,1.5181574544148184,0.1663771272916834,Iris-setosa
+62,4.984681856785716,3.3213333165939183,1.7019501297242785,0.2388000541888556,Iris-setosa
+63,6.298197282009886,3.011231405049507,4.352710618194424,1.0441207854991066,Iris-versicolor
+64,5.696770714053247,2.8050442659532155,4.5981627359848725,1.5927471978264853,Iris-versicolor
+65,6.243565071956115,2.6001838951265683,4.454513856792747,1.4618163820704488,Iris-versicolor
+66,5.353152246265005,2.5545216017675396,5.101181982724111,1.964104691326591,Iris-virginica
+67,6.725659513122927,3.124274800089519,5.862384608742585,2.7716975850756174,Iris-virginica
+68,6.109791221666707,3.3007234848290863,4.5841207011013605,1.9673796729918376,Iris-virginica
+69,4.564736187730557,2.960158938059967,1.616843455207151,0.17757474152889968,Iris-setosa
+70,7.46121153569757,2.8436538656247263,6.225232901734406,2.1992128004762455,Iris-virginica
+71,6.06996081029888,2.7591023412074844,5.160914135894358,1.9899329122799363,Iris-virginica
+72,5.790102540047553,2.9344228907285066,4.863491129537069,1.6925995721336058,Iris-virginica
+73,5.60554177355285,4.113507512152894,1.1876642342584713,0.21884031104947754,Iris-setosa
+74,5.370068499579822,3.8282452301257033,1.4245669086551758,0.42903435404380275,Iris-setosa
+75,6.709286774271153,3.3667246564041364,5.496932470403439,2.5738674505472323,Iris-virginica
+76,5.6175573065451045,2.7455410304344507,4.318272590088593,1.268070036705624,Iris-versicolor
+77,4.913742420280654,3.3399408783348803,1.4634224143865904,0.02464167719138799,Iris-setosa
+78,5.881331665356919,3.275582912536061,4.88382427187062,1.3788196652311877,Iris-versicolor
+79,4.932069105128612,3.104602603025324,1.3806519022510155,1.5434147896446648,Iris-setosa
+80,6.059389594957139,2.9793952355015625,4.435306300431062,1.800572971339665,Iris-virginica
+81,4.987928581361686,3.6468538530695205,1.4486746114288311,0.25880551025603105,Iris-setosa
+82,6.084101379059004,2.817341002952206,4.255741559741495,1.4489152562127778,Iris-versicolor
+83,6.408386979964223,3.0045605124690464,4.33571780747861,1.6390991648629487,Iris-versicolor
+84,5.108021022346147,3.8920358964973323,1.4877543090053125,0.2580605961363517,Iris-setosa
+85,4.6694939400303666,3.441899709571997,1.5104331722301236,0.1717449669541038,Iris-setosa
+86,6.39451944885692,3.0704283908344805,5.048388183868179,1.7616857278764824,Iris-virginica
+87,6.377003173646883,2.659510540159235,5.38572211418062,1.8696425526259133,Iris-virginica
+88,7.226367833928741,2.7479296741542574,6.14764649258996,1.6707506242001249,Iris-virginica
+89,5.287966173244028,3.966435383239656,1.6928549713367569,0.28141226313583906,Iris-setosa
+90,5.629396891808245,2.529773281139134,4.314548535335768,1.321828015756216,Iris-versicolor
+91,4.603722834132813,2.2079917024958347,3.8944896257630983,1.0355849520957188,Iris-versicolor
+92,6.935783169744677,3.348350065151968,6.188024094355087,2.337203672499018,Iris-virginica
+93,5.2410862043369795,3.764825568588569,1.4843479283427807,0.10822833332731208,Iris-setosa
+94,5.1432611120907366,2.32532875289088,3.29031299340397,1.1875269874011622,Iris-versicolor
+95,6.3751441329872645,3.175351567842986,4.628363577796646,1.6656607877234433,Iris-versicolor
+96,6.136080578747932,2.7086824703322625,5.37225114814683,1.8314983603616593,Iris-virginica
+97,6.164319022778652,2.9422395730411406,4.335397938227587,1.9169832282522223,Iris-virginica
+98,5.134288075890687,3.507558935613176,1.5416228547277095,0.13832392028838172,Iris-setosa
+99,5.1318745783533775,2.7553055107357403,4.203141083502342,0.23141371247270318,Iris-versicolor
+100,6.818555898796569,3.034548274104976,4.871385817134505,1.297674209966698,Iris-versicolor
+101,6.810809979518958,2.4252515796737777,6.076173574849511,1.8621754579863834,Iris-virginica
+102,6.286199357515432,2.624367097909706,4.138490114622515,1.442068555755019,Iris-versicolor
+103,6.166426740674147,3.0329446895746783,4.88643639646893,1.992236515486451,Iris-versicolor
+104,5.6487743859342405,2.8020481926591687,4.1177685724352475,1.579320029374134,Iris-versicolor
+105,6.488690037423798,3.1336811637881823,5.963925067077956,1.9311443905440067,Iris-virginica
+106,6.36146447124651,3.2367963558128343,5.495932186113025,1.9890242788172907,Iris-virginica
+107,5.609470277081091,2.6116580923501194,5.546783864076896,1.9124417977397443,Iris-virginica
+108,6.299822786271741,3.020713317652233,4.314708317967783,1.3285052751659814,Iris-versicolor
+109,5.790550674272962,3.0346387992022335,5.119496672881667,2.183717662446594,Iris-virginica
+110,5.138775050481908,3.4683505600602333,1.4611740658333812,0.4216601988331927,Iris-setosa
+111,7.353514773379512,2.849279020001931,5.886347293923282,1.9378027422177748,Iris-virginica
+112,6.2604535338272695,2.9218603381513812,4.625370735383843,1.37929594511488,Iris-versicolor
+113,6.5928720874757465,3.3566141128737494,5.342344925321692,2.352079543107894,Iris-virginica
+114,5.939802763811104,2.7437770271833744,5.2511222092977,1.7347810197862095,Iris-virginica
+115,6.50974093427687,3.048913233277466,5.04058959827074,1.5161939289425046,Iris-versicolor
+116,5.048659385500802,3.8588039881176632,1.4052753595180558,0.3326864571046924,Iris-setosa
+117,6.639928952801864,3.020394635016315,5.749254539968786,2.047903550193971,Iris-virginica
+118,5.724496576648099,2.975290501523997,4.773188847162738,1.358605880303126,Iris-versicolor
+119,7.304005181547297,3.5196524890967034,5.845932878019869,1.906348794608348,Iris-virginica
diff --git a/iris/tvae/4/22/test.csv b/iris/tvae/4/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/22/train.csv b/iris/tvae/4/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/22/val.csv b/iris/tvae/4/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/23/synth.csv b/iris/tvae/4/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bbd2f4236271b294d07e6bc57cf4c9b5538752ba
--- /dev/null
+++ b/iris/tvae/4/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.682045695499487,3.32508797499198,1.2939737734091437,0.18306314306530302,Iris-setosa
+1,5.594874195987351,3.1126502690198308,4.62267134586409,1.1727411342030338,Iris-versicolor
+2,4.966454260390332,3.2367319576268088,1.4620954391286982,1.6383095654997932,Iris-setosa
+3,5.296714129315722,3.9189432106399806,1.3148523203751203,0.3468136782382786,Iris-setosa
+4,6.810935945678105,2.3867388539487497,4.136447979974823,1.3263290371176164,Iris-versicolor
+5,4.935041990060302,3.578709800484105,1.5476135945379579,0.3084381537924721,Iris-setosa
+6,5.515982948688493,3.055723410394363,3.895800386235727,1.2405318163512342,Iris-versicolor
+7,4.994585557999015,3.370887097609625,1.3043400078062242,0.3449295495368169,Iris-setosa
+8,6.264314075733721,3.0303559238395867,4.857478184427316,1.4685877617444265,Iris-versicolor
+9,4.884961253719193,2.8261854613408954,1.5085008059949911,0.15890160363074224,Iris-setosa
+10,6.31174410602237,2.8227275085847086,4.34061937523899,1.2680442453368561,Iris-versicolor
+11,7.339721881369374,2.9468627514815506,5.809254079135891,2.009656586413817,Iris-virginica
+12,5.237335957866352,3.5488673665046773,1.6400495781496072,0.19310949881930506,Iris-setosa
+13,6.174283453186397,2.94343938322833,4.7941286774866345,1.2217654316927637,Iris-versicolor
+14,4.20311979738671,2.197503122239471,0.9465925294237717,0.38439148734042816,Iris-setosa
+15,7.787273791079924,2.9911551592907033,6.669595931230738,2.064414739738027,Iris-virginica
+16,6.9158978952917325,3.028415461516385,5.380670501061367,2.051448320128973,Iris-virginica
+17,5.4528653151928745,2.698185349082529,3.6590393504702545,1.7184391937911163,Iris-versicolor
+18,5.237650559331898,2.4466891593991287,4.315694585467463,1.3347137584488016,Iris-versicolor
+19,5.944382835116816,3.0618606357507323,5.02548896613115,1.2971924499733491,Iris-versicolor
+20,6.934264480074474,2.8707085906790453,5.3823616714115525,2.233427079116571,Iris-virginica
+21,7.513862400043519,3.2679867105650082,6.3176452186371925,1.9150107664624485,Iris-virginica
+22,6.632201429875722,3.120000047552148,4.712086053652367,1.7301409504493213,Iris-versicolor
+23,5.208825433648333,3.213585807474378,1.581665926622314,0.3801841532321295,Iris-setosa
+24,6.176620256176404,2.8340431570628937,5.11411148697432,2.162241317199431,Iris-virginica
+25,6.482491172927846,2.9963455277768705,4.929951944600795,1.305734402292107,Iris-versicolor
+26,6.077973389304342,2.9477156367249338,4.968077002780602,1.5482787616688856,Iris-virginica
+27,6.356887996747641,3.0672265068626245,4.822213957579914,2.114183767006824,Iris-virginica
+28,5.0680616450461775,3.748758310012432,1.5560702793887153,0.35142548321034917,Iris-setosa
+29,4.39925977178692,2.823284184231249,1.6095356317108171,0.24224591883815888,Iris-setosa
+30,6.098736517079772,2.8704509898086834,3.9395142195167185,1.2364458780013654,Iris-versicolor
+31,5.853950904119524,3.179158392649584,4.376975451387899,1.2621132269824498,Iris-versicolor
+32,4.75831675039753,2.8270590931645008,1.3833481394355511,0.19282459816978142,Iris-setosa
+33,6.014668231003488,3.66005870508321,1.4233673861337859,0.3363082284535118,Iris-setosa
+34,6.08463067540495,3.0454486389133066,4.45663216235742,1.222436698080026,Iris-versicolor
+35,6.197830148535889,3.127690930245738,5.513082464798607,2.054372468227183,Iris-virginica
+36,5.623432978550149,3.2319842198418742,4.783774687915706,1.5589299058810937,Iris-versicolor
+37,5.1501940024312285,3.2341847036172635,1.558310876200656,0.44756676706251425,Iris-setosa
+38,4.9548521408069215,3.556773760426251,1.2266093230070791,0.2043791329401817,Iris-setosa
+39,5.816377022573098,3.9592738326829275,1.5225792841602737,0.33238783809496397,Iris-setosa
+40,6.015071999338275,3.0273011525621167,5.056373993821907,1.9903304368291779,Iris-virginica
+41,6.863883294297961,3.004986981075044,4.528414753725155,1.5948708165424421,Iris-versicolor
+42,4.700225794798223,2.9453282207348277,1.2343527401113632,0.08950094472070097,Iris-setosa
+43,5.113944040349055,3.0087979857793905,1.3918293043937922,1.885470316044363,Iris-setosa
+44,5.048594866454279,3.2204146146085972,1.511869160419659,1.821877045460847,Iris-setosa
+45,6.048268410353544,3.22269105185573,5.1694927004873605,1.5756693648220894,Iris-versicolor
+46,6.232487305568954,2.422636606929272,4.144392560173826,1.0697473112348241,Iris-versicolor
+47,4.902110699925898,3.440314613046561,1.3642908114375842,0.1814279076891242,Iris-setosa
+48,5.45062252630648,3.3549788608410576,1.782188292568723,0.2346669076683405,Iris-setosa
+49,6.395629535842593,2.729431123713163,4.457228712636252,1.4512518898875926,Iris-versicolor
+50,6.251753621450398,2.763426805989256,5.114512529875567,1.2749352505042766,Iris-versicolor
+51,6.183419904673248,2.94241683913359,4.6350834607604865,1.2692257101516413,Iris-versicolor
+52,4.9070748833049675,3.093274918543345,1.5370823287043525,0.12636072106920634,Iris-setosa
+53,5.011897215247235,3.2045373759418267,1.281965815985176,0.16257925509208143,Iris-setosa
+54,5.526525684134001,3.4934780021184757,1.5383931909311377,0.41861067978816824,Iris-setosa
+55,6.328533347741009,2.670559980211375,4.477994075192505,1.624024539030591,Iris-versicolor
+56,6.1592530377640005,3.0099213240186673,4.081191560972002,1.2533716770445833,Iris-versicolor
+57,5.941796041892739,3.0770633913607806,4.581366219777196,1.1067980682864365,Iris-versicolor
+58,6.721415694529655,3.056042476019715,4.690318681369063,1.4828238993542722,Iris-versicolor
+59,5.089767188409273,3.1353378173561492,1.4327699470230166,0.18199135815734152,Iris-setosa
+60,5.878628648308415,3.0192133942739017,4.535773307502665,1.2928237967660514,Iris-versicolor
+61,5.781079543921505,2.8999797344405436,4.091450640996026,1.2458956169137558,Iris-versicolor
+62,6.037047041439911,2.2545077498573796,4.018453285018827,1.3325386734505027,Iris-versicolor
+63,5.01288932230675,3.6929854611623805,1.271859297179523,0.2532742611480892,Iris-setosa
+64,7.455815767662241,2.9910696653148556,5.9636621870696676,2.2507320900668564,Iris-virginica
+65,6.789190568583555,2.7160623249630516,4.780400866725467,1.7556840060238554,Iris-virginica
+66,5.3372869417653686,3.3618449479057646,1.3946959266970926,0.16863090258105135,Iris-setosa
+67,5.634029190555179,2.9099576814016754,1.100361533689763,0.2496464073835283,Iris-setosa
+68,4.652435848291141,3.6391865023555505,1.2290063032384277,0.1487145114975913,Iris-setosa
+69,5.237424583000158,2.5418969276065013,5.013353221094245,1.8480660680465468,Iris-virginica
+70,7.443276052432724,2.7714114785131936,6.648320482125047,1.7748388118980294,Iris-virginica
+71,5.155799960370919,3.3588553478633774,1.6149738133588853,0.21114890227562577,Iris-setosa
+72,6.199477109616693,2.654455159067415,4.818953258991205,1.321249686671271,Iris-virginica
+73,4.720551746374261,3.0691231431756836,1.2423384457218583,0.22074605428995944,Iris-setosa
+74,6.113330719515267,3.167403754694348,4.720681351755243,1.6743369845796146,Iris-versicolor
+75,5.587119639107939,2.806547179866271,4.862312438026584,1.6371963016090394,Iris-versicolor
+76,6.163392573194859,3.315713256278168,4.665030362977971,1.1958070144711117,Iris-versicolor
+77,5.3084629375064765,3.8009453276789156,1.6161472177086529,0.514326429531589,Iris-setosa
+78,5.009392522439406,3.270910877467989,1.5215985522733912,0.22772651217354076,Iris-setosa
+79,6.0320181807471664,2.8811050516479217,5.170313468950324,1.9088406802793725,Iris-virginica
+80,5.103613393046468,3.3733394799920813,1.4817528210673216,0.441251905548821,Iris-setosa
+81,5.206391423124131,3.218259697189916,4.704750805123649,1.4547106904879172,Iris-versicolor
+82,5.844897566947156,3.210865384632863,4.5825237532347085,1.229729161766391,Iris-versicolor
+83,5.698994001240635,4.037236148062831,1.5135280591223021,0.3921964807470494,Iris-setosa
+84,6.6530655958192,2.83846132029316,4.4777809537742534,1.307139478165837,Iris-versicolor
+85,5.384611695404683,2.710706625034856,4.180322370335232,1.3781225985947931,Iris-versicolor
+86,6.57594106643229,2.790946186135762,4.342497076182286,1.3588264010489395,Iris-versicolor
+87,6.0530140414419735,3.0587050029100102,4.736030945205226,1.6373346812725884,Iris-versicolor
+88,5.762995294976313,3.0660310639583668,4.53654210787468,1.2489921770099446,Iris-versicolor
+89,5.6894341590637,2.3734369363896803,4.675035981492827,1.4829841258326877,Iris-versicolor
+90,4.835938385207333,3.092503282052393,1.409557018741543,0.23431878144257046,Iris-setosa
+91,5.6783656982557,3.2183180574082195,4.17998439939815,0.9080700385190611,Iris-versicolor
+92,6.545941886517307,3.0049923913443557,5.403111060188937,2.100630541247284,Iris-virginica
+93,5.140560830103825,3.1461910248304426,1.4283411376258202,0.25700085268568423,Iris-setosa
+94,5.480364049499477,3.047988315919567,4.545338617035006,1.4108591896536518,Iris-versicolor
+95,5.121751326101173,3.3889020815116595,1.550698914153102,0.27626219621198395,Iris-setosa
+96,6.4287593376460155,3.1634073624862316,6.042818142758973,2.506099354466854,Iris-virginica
+97,4.738112764572597,2.8931980452994974,1.5417374899386036,0.12203891619859242,Iris-setosa
+98,5.626974820499299,2.465290557231608,4.18950522303486,1.2952342243468982,Iris-versicolor
+99,6.775031355867886,3.0271899831465823,4.934228169736463,1.9615303552426064,Iris-virginica
+100,4.8510836699916435,3.2037014048587427,1.5905718923380021,0.28782131275476375,Iris-setosa
+101,6.914708914228591,2.875407933054385,4.669039235686593,1.1569656566769875,Iris-versicolor
+102,4.715346730994003,3.229547230893149,1.4838453424262599,0.13351327332608215,Iris-setosa
+103,5.857419034219341,3.147355380864328,5.241757289849775,1.7074326407508318,Iris-virginica
+104,5.119358953928036,3.3115622216415677,1.5269797014880286,0.20600247615156742,Iris-setosa
+105,6.391975761358854,3.022183656558271,5.219833912029051,1.5836869517286805,Iris-versicolor
+106,5.415528469074279,3.931967538866004,1.328597576168123,0.30506651820856007,Iris-setosa
+107,4.919588654299926,3.3479696187771997,4.916717225181957,2.003366257684844,Iris-virginica
+108,5.09894418499764,3.3064919850082797,1.4699194068192687,0.26440710471609563,Iris-setosa
+109,5.605225041032707,2.971505663748031,4.64590471344754,1.3157925065958878,Iris-versicolor
+110,6.128537823469223,3.1432546375303465,4.528394728616922,2.08480317950621,Iris-virginica
+111,5.3378916656444355,2.952562986983341,4.722658609520964,1.6929515622241675,Iris-virginica
+112,5.843986786745167,3.101746064368915,4.041778091425398,1.0634500828586366,Iris-versicolor
+113,6.521502984795838,2.5887003818441263,4.203453504380468,1.3647530035371338,Iris-versicolor
+114,4.740877537490025,3.3188968358798068,1.284082550623875,0.17830925852448226,Iris-setosa
+115,6.409252639376844,2.833744765282008,4.793590049301864,1.7633048644946576,Iris-virginica
+116,6.254477919643485,2.552569604085902,4.3597083330449244,1.0229057429234092,Iris-versicolor
+117,5.682181841392638,2.86067278043201,4.493939732621395,1.589535505260689,Iris-versicolor
+118,5.7380898926801756,2.8309972171934112,5.133784361326892,2.1847727371265213,Iris-virginica
+119,6.353436699633655,2.9608214622742772,4.3479606367823935,1.7045767328654828,Iris-versicolor
diff --git a/iris/tvae/4/23/test.csv b/iris/tvae/4/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/23/train.csv b/iris/tvae/4/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/23/val.csv b/iris/tvae/4/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/24/synth.csv b/iris/tvae/4/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..34a74088c5c48884e54886d9c67330e0d7a4cba2
--- /dev/null
+++ b/iris/tvae/4/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.707287449353535,2.4813141804086625,5.3505612847298005,1.5391375427636698,Iris-virginica
+1,5.0317771996593885,3.415338298006355,1.3923319419261178,0.2275543752647737,Iris-setosa
+2,5.076181818238099,3.2788413126231744,1.5292730917438002,0.500747459674225,Iris-setosa
+3,4.933817679855788,3.22731174829785,1.4217569316432264,0.18311042693813706,Iris-setosa
+4,6.558294619810185,2.7402134049006497,4.472492154747911,1.652586949142366,Iris-versicolor
+5,4.857304888457346,3.4509285446585904,1.3760715847603215,0.14061812782376842,Iris-setosa
+6,7.401718774351037,3.0568363054259735,6.17800432984898,2.195856373958245,Iris-virginica
+7,6.126476162646883,2.9948430759862825,4.696724068478773,1.392369536500793,Iris-versicolor
+8,6.016169737649057,2.7804562431049145,4.779293856965259,1.8448704247553582,Iris-versicolor
+9,5.255139272507186,3.3196480925254512,1.4965979291518328,0.2888068670805412,Iris-setosa
+10,5.891706978380588,3.02738226348613,4.692261722091378,1.1656270820094914,Iris-versicolor
+11,5.346622533892979,3.48158538762113,1.613826728741141,0.28234007550962303,Iris-setosa
+12,4.408881475926593,3.3412278055718723,1.1435201680512201,0.26245097953586727,Iris-setosa
+13,6.050469624315152,3.1922956391745037,5.365440279022195,2.128939454388588,Iris-virginica
+14,5.935295226753868,3.1029640651459736,5.270490089166447,1.9265761465676496,Iris-virginica
+15,6.827253641374384,2.978545775264457,4.301033163881372,1.3430525596818481,Iris-versicolor
+16,7.115395404817898,3.120860222230397,5.663756028751726,1.9490862211715827,Iris-virginica
+17,6.338506579200109,3.1224720682217435,4.620796694793883,1.3616825370269705,Iris-versicolor
+18,5.4069051089112925,2.4386879972445703,5.244543861166333,2.2314878121431287,Iris-virginica
+19,5.960076321588262,2.768877100149186,4.61335775742636,1.2281972244411676,Iris-versicolor
+20,5.802269232458306,2.605583395945137,4.38121796921274,1.3272383464587247,Iris-versicolor
+21,5.558833155620339,2.711483460086086,4.31158783040841,1.5000299305868576,Iris-versicolor
+22,6.908511854822044,2.5652448762874505,5.613881138299278,2.1130578209512514,Iris-virginica
+23,5.4693327454204725,4.090219068523456,1.3982024178918324,0.2066271219586031,Iris-setosa
+24,4.945837321015592,3.284472499718003,1.6557072145645,0.17584938930635952,Iris-setosa
+25,7.086352913990108,3.0202445812872996,4.666193747650749,1.275161371775047,Iris-versicolor
+26,5.16776407503487,3.2807837502648955,1.533942593362633,0.5476282892171915,Iris-setosa
+27,4.945023830297835,3.03693914871036,1.4419185011750784,0.18805727315428417,Iris-setosa
+28,6.649082508573888,2.847475853068031,4.4542620259579,1.2646277093510465,Iris-versicolor
+29,6.454839447199275,3.0414968045792565,4.9938226513264485,2.211222431260031,Iris-virginica
+30,5.05621863906598,3.6523383846775004,1.4587841660582572,0.2267455708789218,Iris-setosa
+31,6.284207811610756,2.956506854431422,4.642044707318284,1.7549383430619367,Iris-virginica
+32,6.993662767062707,3.1652063529927523,5.219615834080482,2.497242815637337,Iris-virginica
+33,5.416322695198474,4.192705298265366,1.3868345361386685,0.4770132124472658,Iris-setosa
+34,6.889204775382135,2.996286761724576,4.67610042025189,1.7422622839545463,Iris-versicolor
+35,5.883311563436686,2.7919659123318614,4.493802729479347,1.2883151961197108,Iris-versicolor
+36,4.9608278819463845,3.098069609509009,5.065023622734729,1.2587943265688941,Iris-versicolor
+37,6.241980048893407,2.9833478698086715,4.443893958149306,1.4190332455432215,Iris-versicolor
+38,4.878280345768976,2.835410089275919,1.3625133080491534,0.26929762255244544,Iris-setosa
+39,6.499613171925202,2.7384260894190913,5.090734835576021,1.5535598721926749,Iris-virginica
+40,5.259642451861295,3.2572380804750214,1.7572631206728668,0.20050165538305087,Iris-setosa
+41,4.805590992020969,3.0618253973325054,1.2816430222198685,1.683100149526094,Iris-setosa
+42,5.911273097523519,2.357013184979214,4.452644219144186,1.276165882955559,Iris-versicolor
+43,5.0310414295322365,3.216958781335125,1.0519224388773594,0.07280169159069569,Iris-setosa
+44,6.534389786970156,2.527822745620642,4.073907177746256,1.280576732529271,Iris-versicolor
+45,5.229058650566315,3.4197412576145783,1.9076761626718943,0.3916806165496793,Iris-setosa
+46,6.650458784687436,3.02576157427779,5.43705924213891,2.315035457117197,Iris-virginica
+47,5.110696973265663,2.5136711951444326,3.5294885395661844,1.2447501340374605,Iris-versicolor
+48,5.19469026982371,2.7501758676730574,3.9711463072164017,0.9538449649966888,Iris-versicolor
+49,4.998271075752094,3.1392242931958183,1.3869968270543387,2.107370146614866,Iris-setosa
+50,5.889272807671976,3.7641470306780134,1.936742564729104,0.5981370091184932,Iris-setosa
+51,6.559800575821015,3.412234166391327,4.746802335481445,1.7444708320310764,Iris-versicolor
+52,7.381658555853383,2.614784127277274,6.097565770985209,1.7025241854651825,Iris-virginica
+53,6.109041224875288,3.2310373010501263,5.389076957189161,2.158597400825392,Iris-virginica
+54,6.370989640607239,3.406099513502587,5.238936621457016,2.4689353866885,Iris-virginica
+55,4.802527105095458,3.004548284912115,1.4254807365264284,0.20327323186663815,Iris-setosa
+56,5.772360525612551,3.1423463795464657,4.777531363114322,1.3020304284362747,Iris-versicolor
+57,6.71703068116112,2.9109714638786937,5.106776823193084,1.3368502351938172,Iris-versicolor
+58,4.914283584328686,3.254273525541825,1.4329516029599163,-0.012726427613912572,Iris-setosa
+59,6.219261865743761,2.6040134284583143,4.380672332116594,1.44556560346552,Iris-versicolor
+60,5.9628838622260085,2.751088951095099,4.345316056489989,0.8033654544534059,Iris-versicolor
+61,6.022224298883458,3.0480281857347302,4.669142503091567,1.9051067019666605,Iris-virginica
+62,5.199066822267525,3.5280470256257312,1.678569407151737,0.4380992231343329,Iris-setosa
+63,6.003845151871516,2.9043791876672636,4.743726593730225,1.6601171765180334,Iris-virginica
+64,5.166968656808053,3.4868193503327887,1.5173730738188815,0.29412457160051153,Iris-setosa
+65,4.944591524651249,3.3933216473859455,1.4757129261617674,1.5790128824409058,Iris-setosa
+66,5.198977815880009,2.171875925858426,4.160531532711304,1.1289852334512451,Iris-versicolor
+67,4.614138253145052,3.7767316333022523,1.1390253587059118,0.1744388755243948,Iris-setosa
+68,5.007434064498842,3.468509125280585,1.5213824569826888,0.12242164582332343,Iris-setosa
+69,4.974441505692032,3.4368060599342805,1.2682495762450858,0.17721014260327606,Iris-setosa
+70,4.69928707176544,2.8291386851232163,1.214431972697849,0.12552166982643495,Iris-setosa
+71,6.289237337822289,2.355222916532119,3.8887172968285935,1.3988770161358683,Iris-versicolor
+72,6.174842440435065,3.30338803946732,5.279311741516531,2.056739346714126,Iris-virginica
+73,5.321300873472991,2.630822750860305,3.8890507465943176,1.1681177826900873,Iris-versicolor
+74,6.698162526674231,3.1810604396055027,5.3456104249188705,2.2186920015079163,Iris-virginica
+75,6.565156557966151,3.2610231986429143,4.8391306450179545,1.5856238692708677,Iris-versicolor
+76,6.346428059049352,2.8090221092847774,5.018595480241448,1.9668554807502665,Iris-virginica
+77,5.824359677205864,3.736954578022892,1.4233666253093349,0.20362098006301094,Iris-setosa
+78,6.1041561682740895,3.0643901739383073,4.7656324305076785,1.3545543528728952,Iris-versicolor
+79,5.345484749894871,3.394627422308091,1.3845507948542675,0.13021577711913296,Iris-setosa
+80,6.1153762254921356,2.6904057084123587,4.619030870510293,1.8552840806805007,Iris-virginica
+81,6.434152832841387,2.990983653929112,5.894783441341735,2.4189281615192866,Iris-virginica
+82,5.221294337967776,3.369426341692792,1.8805827481339985,0.47344950670487873,Iris-setosa
+83,6.942468691732048,2.8394078027503413,4.113903363337259,1.6159214295812268,Iris-versicolor
+84,6.2506941798721405,2.5677280900372375,4.2680621032959785,1.3518930642888862,Iris-versicolor
+85,6.070537497291817,3.0132430717629957,4.201602926208981,1.055765880012581,Iris-versicolor
+86,5.742791107792459,2.665106619258546,3.947693786000661,1.3326063341326715,Iris-versicolor
+87,5.904879856291887,2.790087781384393,5.170727207809498,1.888042193581338,Iris-virginica
+88,5.027280787363611,3.281830898345415,1.515727172949572,0.41969454168105236,Iris-setosa
+89,4.764738271450101,2.831251008822669,1.438126337029128,0.21809276305286554,Iris-setosa
+90,5.202873047034003,2.593061812711863,4.4588137780705726,1.4846748763654591,Iris-versicolor
+91,6.627386754723593,2.667975744317924,4.198071966794635,1.4205312401302483,Iris-versicolor
+92,4.45803964995711,2.621019080195259,1.1531332766001439,0.13690323002685495,Iris-setosa
+93,6.182989446796535,2.743497688711962,4.843734703157324,1.5741300348189593,Iris-virginica
+94,5.637978182024165,3.9617792228622726,1.7460586011201902,0.258001985185908,Iris-setosa
+95,6.396945347899904,2.9468886645628354,4.860602722741043,1.9302850886388714,Iris-virginica
+96,6.421447610455868,2.94129953955795,4.761553489228973,1.4666123836145788,Iris-versicolor
+97,6.527568713943647,3.0944141197704873,4.626117098784555,1.464174251437416,Iris-versicolor
+98,6.171858500917398,3.0184539663938614,5.077038906602066,1.5855298738106967,Iris-virginica
+99,5.219502056883583,3.1094210464095977,1.371237839558898,0.3081009429076562,Iris-setosa
+100,6.403878519000912,2.9966294853075497,5.540095464400435,1.9695412575886064,Iris-virginica
+101,6.339735886713273,3.1339718537371324,4.951533835798436,1.4181107152195873,Iris-versicolor
+102,6.673269517783611,2.8107268337218705,4.944257820916827,1.2048659594945565,Iris-versicolor
+103,5.336807409430659,3.7676579129163033,1.5729638259161671,0.4707848039475009,Iris-setosa
+104,5.7482975910995835,3.0855010996448162,4.537076316633592,1.3358668385216177,Iris-versicolor
+105,4.716267966290796,3.0321756344929716,1.5539598968852257,1.1211092049752363,Iris-setosa
+106,5.2509174792194,3.0118901239937763,1.1831833668605913,0.1846451542321101,Iris-setosa
+107,5.5681326704243235,2.720184105755745,3.8947805349233513,1.184346591558373,Iris-versicolor
+108,4.5175598252232145,2.7638471955876027,1.3539598979751397,0.19263508116987796,Iris-setosa
+109,6.32308394169068,2.598985512085955,3.63753204979228,1.3373417264789256,Iris-versicolor
+110,5.99556541229827,2.7603795147763304,4.992153777377493,1.985590983990182,Iris-virginica
+111,5.386563324678827,3.6135734370331356,1.308479846255223,0.3441549963951563,Iris-setosa
+112,6.803088379320906,2.95887764468809,4.752854114635183,1.2061045157430104,Iris-versicolor
+113,4.89137463364213,3.3945237619347632,1.4174157714918554,0.09531445773811145,Iris-setosa
+114,4.996623031196522,3.518773274515863,1.3675691824422995,0.1922617539629524,Iris-setosa
+115,6.352544693913237,2.8863535499318873,4.188332549223706,1.4175184824279188,Iris-versicolor
+116,6.027718120730232,2.8042620812256716,4.473414453185659,1.5322308099306197,Iris-versicolor
+117,6.613166107024823,2.637523688563545,4.996301541012874,1.827073638921136,Iris-virginica
+118,4.9085045442748,3.2514082775560693,1.703087234523099,0.1692991430328306,Iris-setosa
+119,5.152677786619071,2.7282396885187725,4.027250779852859,1.4462112915895908,Iris-versicolor
diff --git a/iris/tvae/4/24/test.csv b/iris/tvae/4/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/24/train.csv b/iris/tvae/4/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/24/val.csv b/iris/tvae/4/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/25/synth.csv b/iris/tvae/4/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..275f7911907183b28a6670091060d2580f9c7fde
--- /dev/null
+++ b/iris/tvae/4/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.317236068581926,3.5911622575474316,1.344759385587596,0.3379640589681506,Iris-setosa
+1,7.456470502318572,2.6883662348798434,5.71650653029258,1.8055377816468414,Iris-virginica
+2,5.277375296050635,2.732929914588909,4.811739700408842,2.627573217714591,Iris-virginica
+3,4.691505765037574,3.349724234211702,1.5617329199385113,0.23795131413922466,Iris-setosa
+4,6.158402962730658,2.8375295701206293,4.3478094671810865,1.4826698952930724,Iris-versicolor
+5,4.709916742140311,3.153200564389038,1.5346413345428973,0.24350265907330376,Iris-setosa
+6,4.648866106326405,3.241282567377246,1.3629092639395008,0.2602964932941046,Iris-setosa
+7,5.059108108055588,3.0709549934497233,1.2078798480742885,1.236292274847899,Iris-setosa
+8,5.860788351583982,2.9262080621264044,4.955383326223579,1.20224190263662,Iris-virginica
+9,5.200537355492893,3.549845420165319,1.515919393950948,0.30157274131096223,Iris-setosa
+10,4.621850837987947,3.1498885912375236,1.7236530519433766,0.12718819353736316,Iris-setosa
+11,5.2913121421279845,2.5678000217543957,4.376197961278515,1.1764704429804722,Iris-versicolor
+12,5.27452065864941,3.193737563673589,1.6006357284745691,0.22714789960855788,Iris-setosa
+13,5.016017861388489,3.358673912225545,1.5335793399254447,0.43766426772040173,Iris-setosa
+14,5.452208996465162,1.9953924251744224,3.890064504091648,1.2591706148749466,Iris-versicolor
+15,6.989008408713971,2.7510182688624867,6.256921734627676,2.418929833741827,Iris-virginica
+16,5.255473826169712,3.5007543713693186,1.467907042068832,0.30662194304123364,Iris-setosa
+17,6.461750196540637,3.0681346779093177,5.614942471429149,2.2195793207535637,Iris-virginica
+18,6.734422463014697,3.1941394581094453,4.664791036632686,1.4059359483346907,Iris-versicolor
+19,5.115440951420323,3.447340125204151,1.4909992015935878,0.25481038473710294,Iris-setosa
+20,5.710192401717866,4.400121074904538,1.3683806740676812,0.3048277218459505,Iris-setosa
+21,4.799342484441558,3.3055261871501616,1.7346740595719723,0.35749298086938003,Iris-setosa
+22,5.233998424223012,3.1934891964654457,1.575575542969519,0.16621401406969516,Iris-setosa
+23,6.1740578731540845,2.2840849214890806,4.384068155246658,1.2206177845016581,Iris-versicolor
+24,5.401912683627582,2.7656131536022674,5.079509740714941,1.9568892726639464,Iris-virginica
+25,5.935068062303518,2.757249350046788,4.283611321225504,1.3608009313212914,Iris-versicolor
+26,5.146823078948917,3.351854719411543,1.6069373680104169,0.25367353912769974,Iris-setosa
+27,6.497539583671386,2.586293406335745,5.244286284322055,2.0352817319550303,Iris-virginica
+28,5.774971804211172,2.6968781413025305,4.026712969120901,1.4407060731823227,Iris-versicolor
+29,5.418497961375198,3.576117292379127,1.5837593594933306,0.4478154996574457,Iris-setosa
+30,5.462649680123314,2.7755980822698185,4.3490352344907475,1.6825696470718075,Iris-virginica
+31,5.803891670107629,3.131059225893858,4.601160805999166,1.8907197673412925,Iris-virginica
+32,6.6265874868645165,2.9960576531214076,4.371027828473916,1.4725054315502992,Iris-versicolor
+33,5.64100435630858,2.674993239818855,6.222642085706625,1.9926255572366318,Iris-virginica
+34,6.545592985032642,2.8021273452009448,5.456115012804552,2.067514758067043,Iris-virginica
+35,6.33547735818713,2.9047775037590458,5.069279335676972,2.10673480546085,Iris-virginica
+36,4.8241690236351555,3.2352856903716107,1.3251227570285904,0.005977192783346796,Iris-setosa
+37,5.200370315870402,3.5519279016414016,1.7390653830638525,0.4307323512680059,Iris-setosa
+38,6.183184513357505,2.973270472502998,4.791147389847213,1.8388527773083172,Iris-versicolor
+39,5.3739948286648955,3.650491468262372,1.3027432456848551,0.17823739305580683,Iris-setosa
+40,6.563483623694921,2.8566586873903224,5.0775138863749785,1.1215598872271075,Iris-versicolor
+41,5.69893379878584,3.266941856318442,4.940936686916858,1.4763007003532818,Iris-versicolor
+42,5.217141297515322,3.329912392323408,1.6159466048417588,0.6338661559867786,Iris-setosa
+43,5.4972255200865,2.817006237736249,4.52338483479989,1.0632477099978481,Iris-versicolor
+44,5.859847683013074,2.970124254306228,4.489946073157367,1.3696205892958857,Iris-versicolor
+45,6.003062852651488,2.8836044979034794,4.70406901377457,1.552553140813433,Iris-versicolor
+46,5.8339607076530955,2.8440918043121735,4.620440494331593,1.6515975723912817,Iris-versicolor
+47,6.215737386166079,2.5182854680277993,5.329258742142367,1.7249205069434772,Iris-virginica
+48,4.858469498131277,2.980128443740457,1.6690414786727106,0.012474907244540617,Iris-setosa
+49,6.172833314662472,2.6178062775956903,4.57241941976983,1.7354380952699366,Iris-versicolor
+50,5.350116925393545,3.412345906989288,1.4532969637364004,0.6237968470095556,Iris-setosa
+51,5.692361683546863,2.233485594554112,5.449663641006739,1.7111979658685539,Iris-virginica
+52,5.2412630806154255,3.5291835442536748,1.7636259154494756,0.36365934854659215,Iris-setosa
+53,6.708908707864853,3.132613815084896,4.40091992034069,1.7807290019620752,Iris-versicolor
+54,7.57837157397216,4.125178428004455,5.860064945403991,0.4838416838526435,Iris-virginica
+55,5.6265950011046595,2.9494570350854072,4.649930816691721,1.7685591784348191,Iris-versicolor
+56,4.9990878791510305,3.137957907291295,1.5032602526797727,1.856960534737714,Iris-setosa
+57,5.9257199471366535,2.801429929177996,4.950318649975401,2.363150620911622,Iris-virginica
+58,7.566079797530097,3.616489331070491,6.532199699893976,2.365763108434428,Iris-virginica
+59,5.474006218210219,2.7533015827445775,4.083064741909795,1.2790079331031134,Iris-versicolor
+60,5.187406826308222,3.180695065176664,1.7179352926440472,0.35327138898881294,Iris-setosa
+61,6.508736705839455,3.320401060768079,5.411754046587653,1.7845870676539546,Iris-virginica
+62,4.491649582138452,2.9987150538008,1.2752109412223398,0.21077425040983727,Iris-setosa
+63,5.576765686277266,2.558093280428208,3.759011632253721,1.1423467297822794,Iris-versicolor
+64,5.921217093657297,2.2776570953073025,4.260569808912935,1.1097296085963322,Iris-versicolor
+65,5.06606688799836,3.0662188109660966,1.2355566504872557,0.30670421769065304,Iris-setosa
+66,6.358979198412513,2.918555561196909,4.915929922970746,1.7558623011745427,Iris-virginica
+67,6.512504394671354,3.5530904574324755,5.559393455182173,1.9563936444091483,Iris-virginica
+68,5.179423529588617,3.33438287599609,1.2734082954352415,0.19349987429845372,Iris-setosa
+69,6.193306051569146,2.8624958383820207,5.365556241216564,2.1452237292693646,Iris-virginica
+70,6.029428306057346,3.308317271995271,5.209256210391642,1.7199918024495215,Iris-versicolor
+71,5.340913199172031,2.6212884538303176,4.976156154317524,1.5331271781672282,Iris-versicolor
+72,5.237884707288383,3.0760602645377824,4.989541704578341,2.348435876371836,Iris-virginica
+73,7.174692386808309,2.9349149220836894,4.417799808703716,1.443902047693846,Iris-versicolor
+74,5.385248180869096,4.105864503153655,1.5466283702258878,0.45147345004978157,Iris-setosa
+75,4.934223891622742,3.198335428711038,1.5201523550007623,0.17180124931774118,Iris-setosa
+76,5.1301569805737,3.50746353800337,1.459765418186161,0.2609786714664006,Iris-setosa
+77,5.02829105804054,3.4469077825011136,1.6102340819628982,0.23815560186505702,Iris-setosa
+78,5.489906010558852,4.027921120099776,1.6477497998869703,0.38772686111305527,Iris-setosa
+79,7.48723710597361,3.2827284527426097,5.86290592026776,2.3400801213056894,Iris-virginica
+80,6.616566506214894,3.202951651604571,5.712176668259672,2.4801355529540787,Iris-virginica
+81,4.767754843932935,3.2795199000896944,1.3453936269497329,0.20614366259759168,Iris-setosa
+82,4.6207618930404495,2.36437730808707,1.3749996195428358,0.22991506190972555,Iris-setosa
+83,4.782085119440401,3.0745131001189474,1.6632140895969167,0.09837752557348622,Iris-setosa
+84,4.606545151291831,3.3431034189820057,1.3928724883069294,0.10669288391767476,Iris-setosa
+85,5.539583718164171,2.729826650186941,4.206108682638414,1.6116309663969044,Iris-versicolor
+86,5.382094214343215,3.6342874192973733,1.528598719322302,0.4903767884942763,Iris-setosa
+87,4.970486944504374,3.2909681261226313,1.3795127246614565,1.779566384589474,Iris-setosa
+88,6.890933112367405,3.1171271835017245,4.722043889842209,1.677838906316773,Iris-versicolor
+89,4.526437039256354,2.924845089067319,1.4947045310035818,0.23102920730346568,Iris-setosa
+90,5.9412592881796655,2.466269235311413,4.074595332929033,1.2860189595480889,Iris-versicolor
+91,7.20814530754617,3.3395354417033425,5.544402943518667,2.5455592885566625,Iris-virginica
+92,5.772044407728158,2.6756008216898506,5.2671457071767955,1.9827729976990565,Iris-virginica
+93,6.262641008606448,3.2167179734015194,4.831475644645232,1.3759379968587786,Iris-versicolor
+94,4.946148061712777,3.268051048623967,1.4258732152801736,1.834335848652945,Iris-setosa
+95,4.913110998828902,3.2069883106609467,1.3364770420254872,0.06888964652125601,Iris-setosa
+96,7.331501831695485,3.640291937109887,6.2453003802232665,2.014093219140345,Iris-virginica
+97,6.13490004400104,3.164808628803892,5.200208746466231,1.968385425138911,Iris-versicolor
+98,6.229181626107994,2.9418886408444527,4.467150891245711,1.6558896858812115,Iris-versicolor
+99,6.561126110503932,3.1586151488384875,5.557967001907647,1.7104223689493538,Iris-virginica
+100,4.92325620960475,3.3402719793051725,1.6092679079950822,0.27272411792923573,Iris-setosa
+101,5.442394837425698,4.2176572697688375,1.456236477721743,0.31606445379612474,Iris-setosa
+102,6.351242273546204,2.674889198793023,4.738855936480972,2.1816172727342975,Iris-virginica
+103,4.757320019091259,3.138914055567651,1.8331827993112002,1.2966857130748168,Iris-setosa
+104,5.146576562476863,3.103768628855403,1.6771755170386276,0.2645064135403157,Iris-setosa
+105,6.179297306865952,2.908133589481782,4.494888829054505,1.3751434606794968,Iris-versicolor
+106,7.131048667663443,2.8349583879806417,6.161900409502854,2.063163394362826,Iris-virginica
+107,6.3828746407113774,2.6646494175326336,5.355062276853955,1.9783731969697151,Iris-virginica
+108,6.436969430061746,2.6891596222066614,4.971482529836444,2.0230294679003786,Iris-virginica
+109,6.208248188788149,3.07184556283948,5.469530846353836,1.8814691447644711,Iris-virginica
+110,5.310045888409975,2.9208905589650156,5.099648519354281,1.7240447620882309,Iris-versicolor
+111,7.594173429343566,3.453018392977449,6.392904482655584,2.5295399268334515,Iris-virginica
+112,5.930207351055611,2.771723598150574,4.471964497090285,1.4138970351634108,Iris-versicolor
+113,5.969760727142915,3.322177763847046,4.848082965670358,1.5517061267590355,Iris-versicolor
+114,6.1192698122250455,2.838925333951211,4.189518435603671,1.2334406669064473,Iris-versicolor
+115,5.9074715004058564,3.1536611663049343,4.499261228451109,1.0235617589817716,Iris-versicolor
+116,6.298228950444865,3.026515601181276,5.6492978874291335,2.268247667251346,Iris-virginica
+117,5.145898299852141,3.3429340092188937,1.2056276388009852,0.19482278693376837,Iris-setosa
+118,5.349698649307916,3.728674924529624,1.385309008273864,0.332884897907036,Iris-setosa
+119,5.373529134188985,2.44021018644118,3.964963361845825,1.1317661936482328,Iris-versicolor
diff --git a/iris/tvae/4/25/test.csv b/iris/tvae/4/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/25/train.csv b/iris/tvae/4/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/25/val.csv b/iris/tvae/4/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/26/synth.csv b/iris/tvae/4/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2e24d63b09f9dbd1a7f08cfcd690ba47e17c509b
--- /dev/null
+++ b/iris/tvae/4/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.275321277187319,2.4705329207284152,6.0687268152029725,2.037446522202704,Iris-virginica
+1,6.549942534837257,2.7999749876041533,5.926730528072957,1.482213742652517,Iris-virginica
+2,6.692653479844823,2.632841803374221,4.6053864606986945,1.5724613864613384,Iris-virginica
+3,5.0371067176199755,3.6035880096999398,1.5192320302135986,0.17281536793139785,Iris-setosa
+4,6.1093321426896114,3.2401257971570097,4.957658147932273,1.667628167538685,Iris-versicolor
+5,5.299344890410547,2.5980020475970362,5.478639227440144,2.10943596056727,Iris-virginica
+6,6.062077198267167,2.646385481754267,5.033671940728844,1.9096923111814792,Iris-virginica
+7,6.024261842630349,2.7887214730469134,4.870425021088597,1.4718201610580146,Iris-versicolor
+8,5.974205945945112,3.084692404660543,4.842113334319579,1.6122445549065707,Iris-versicolor
+9,5.770494868664789,2.8001185581838826,4.413218969805442,1.4128046900273035,Iris-versicolor
+10,5.659778044193303,2.6648442778072643,3.915953226766412,1.2977477548963081,Iris-versicolor
+11,4.857251252776784,3.232916760368038,1.5008444211322232,0.21287732434232748,Iris-setosa
+12,5.863491240032928,3.0311257190758285,5.128145012859483,1.4113949121116518,Iris-versicolor
+13,6.280119383284807,2.677376474995506,5.175008595721469,2.0215238182514055,Iris-virginica
+14,6.3376760482721455,2.8545109328693794,4.7108462946585075,1.7013396146715714,Iris-versicolor
+15,6.324318193542657,3.0346210203128265,5.958681239958566,2.0681244456234857,Iris-virginica
+16,4.866509205010279,3.412065832665584,1.5160169674265707,0.23640826380868374,Iris-setosa
+17,6.260620869539206,3.5163977723593547,1.590961142641376,0.1630142900036276,Iris-setosa
+18,5.038567082022319,3.153280737816581,5.06458489858335,1.3861516858746907,Iris-versicolor
+19,6.076863148487795,2.5096672302683842,4.124924734246095,1.149519959122767,Iris-versicolor
+20,5.992138926163486,3.100255334766279,5.3631187183684945,1.757894233297495,Iris-virginica
+21,7.112307907820781,2.959366294592008,5.883552838538371,1.8544774299236753,Iris-virginica
+22,4.943998707829115,3.298590413317746,4.966029113134714,1.7024836842602367,Iris-versicolor
+23,6.863539663322834,3.33887044806681,5.4836236802581615,2.1734868374519056,Iris-virginica
+24,7.214753399786207,3.3347317736020834,5.293822618043124,2.2946074148471816,Iris-virginica
+25,5.855084959922673,2.7826165089417167,4.67581111998173,1.6572565911735597,Iris-versicolor
+26,6.316644435890201,3.336913025511251,4.459806639243728,1.3260829826020721,Iris-versicolor
+27,6.355578071511093,2.617513248419234,4.384984261248519,1.5000314339350629,Iris-versicolor
+28,7.129234197438008,2.886720204317337,5.783873664324093,2.254939763117902,Iris-virginica
+29,7.154508232011945,3.167167997051012,5.736396021140026,1.943627077300766,Iris-virginica
+30,5.78325828380773,2.985710764401185,4.051275116431774,1.2510391429096768,Iris-versicolor
+31,4.5155747469216205,3.3465887714024367,1.3904130975504945,0.11997743710804337,Iris-setosa
+32,6.0647355025721845,3.195711528397759,4.5057659531278995,1.4306266197065438,Iris-versicolor
+33,6.3658985457746375,2.7430767459228105,4.411404564172599,1.254939534359271,Iris-versicolor
+34,6.139154445513679,2.794229763003716,4.7869505972213675,1.7856949916162168,Iris-virginica
+35,5.18093975980098,2.2682696470836756,3.4276532075362773,0.9110345226185994,Iris-versicolor
+36,5.383868497648478,2.7211221695693637,1.2617722935940174,0.38984078674872186,Iris-setosa
+37,6.296815910900571,3.1058785766122776,5.261535583570668,2.102311200626859,Iris-virginica
+38,5.259839155282793,3.8192358767116965,1.4632657275403194,0.4497204733801763,Iris-setosa
+39,4.6975248969652235,3.121024442365309,1.5408631045673833,-0.017119092864675778,Iris-setosa
+40,6.405911662142321,2.992558596267554,4.972118862309739,1.6074282900993484,Iris-versicolor
+41,5.077051304068039,3.4560194382437643,1.532088522057819,0.10033649422044683,Iris-setosa
+42,4.853644412507469,3.010472233190715,1.6041033065220163,1.3565234947346898,Iris-setosa
+43,4.905210973647222,3.335875685610716,1.2297142378054522,0.23529346493765382,Iris-setosa
+44,5.721020677741453,2.8276443903307023,4.92526004522965,1.657322154175271,Iris-virginica
+45,5.642526848980783,2.4141394757974504,3.0867819105617027,0.7226702138953819,Iris-versicolor
+46,5.09949757231327,3.5409737525116665,1.2900911706208635,0.221965206318623,Iris-setosa
+47,5.764788548808777,2.590874554488978,4.766922384978988,1.3271027865205893,Iris-versicolor
+48,6.733031269547584,2.8035856943460757,4.584220088307448,1.414442678086744,Iris-versicolor
+49,6.444284010247393,2.9803935488980775,4.907921848294475,1.3331791047242707,Iris-versicolor
+50,5.320190718053473,3.3435739544329,1.2636422400821359,0.1198281314613645,Iris-setosa
+51,6.8356314795955955,2.7549756045524094,4.73673081353815,1.8128339418818002,Iris-virginica
+52,4.9073189923096034,3.3442345574146044,1.6302104336626386,0.2454046591938123,Iris-setosa
+53,5.961840716322855,2.759246204194761,4.296637096579608,1.4369094227558663,Iris-versicolor
+54,5.642074641784197,2.895451746544531,4.099688632633061,1.5437219553599804,Iris-versicolor
+55,6.319862532544172,2.8055434981314074,5.411730845500121,1.674159243582943,Iris-virginica
+56,6.231948146375059,3.02426020007578,4.656161467732197,1.7505623635718512,Iris-versicolor
+57,4.8111545785537695,3.436997683944929,1.430187121309456,0.31930217804037186,Iris-setosa
+58,6.877502770683728,3.018479139679824,4.769874908131885,1.5299987726382376,Iris-versicolor
+59,6.001203580569902,3.1052708038072065,4.785640678168927,1.7729294127795523,Iris-virginica
+60,4.655469077910669,3.090589364881575,1.6468473611223167,0.19406220673481708,Iris-setosa
+61,4.599615462178106,3.234529376749456,1.4323455549997606,0.3442678021443245,Iris-setosa
+62,5.542689068975054,2.785714131911956,4.251907107777359,1.4513274760788732,Iris-versicolor
+63,6.908936691597799,2.7291576267685875,5.623621304711766,2.166239293296632,Iris-virginica
+64,5.301608269788574,4.082588520977132,1.7229975024920612,0.4387651317061928,Iris-setosa
+65,5.895562379140473,3.1470029235672174,4.781308772227926,1.6470100360059423,Iris-virginica
+66,5.975557747591381,3.1249819135409678,4.8548182028272775,1.6101648652604283,Iris-versicolor
+67,5.1044111543636355,3.2088649529848383,1.3925958338266966,0.2530300537933089,Iris-setosa
+68,5.489121563694355,2.8158651554553824,4.557642347930813,1.4130998356197435,Iris-versicolor
+69,5.981577512494853,2.8475625080024445,3.988816533274351,1.2630309321694644,Iris-versicolor
+70,6.589693143881782,3.4385554882835287,5.527144734711444,0.5163866494696765,Iris-virginica
+71,4.874666876218274,2.4503702600473094,3.255421149773807,1.0683059555450691,Iris-versicolor
+72,5.020087070154824,3.383183052094121,1.3700618958109902,0.18843587925386046,Iris-setosa
+73,6.143028962429312,2.9682697889187235,5.116230326929034,1.643189093606537,Iris-virginica
+74,6.5138441053709935,3.1988800408201152,4.6620089652306875,1.404772900182096,Iris-versicolor
+75,6.435420535339332,3.0837620932780028,4.414410111898014,1.3431472164209914,Iris-versicolor
+76,6.23126635503519,2.8628194364119177,4.997076804211257,2.1007483877166324,Iris-virginica
+77,5.9271891834309915,3.140515755883312,4.225283880131493,1.344008337864725,Iris-versicolor
+78,5.508871588104449,3.6585961272712924,1.3488836494191878,0.26550362782443293,Iris-setosa
+79,5.2517955914927965,3.3710279063955584,1.612822673193944,0.5916306104548729,Iris-setosa
+80,5.398174264129688,3.526590602811451,1.312425911301781,0.37514674776923296,Iris-setosa
+81,5.690304922301863,2.8529033227585145,4.711742168804746,1.2108287608892383,Iris-versicolor
+82,6.066407917227031,3.2290215716694997,4.806008057345389,1.582178453402575,Iris-versicolor
+83,5.811576687960633,3.359076076490418,5.025554678830548,1.1287044511392064,Iris-versicolor
+84,6.945642259415926,2.8541935634033813,4.859819161272018,1.2334033060683989,Iris-versicolor
+85,5.062402556721433,3.4865727436716627,1.7306244841708422,0.5264600948445635,Iris-setosa
+86,5.235901192992122,3.4412295455397555,1.4020082210642033,0.11141182196445606,Iris-setosa
+87,5.5271778379147785,3.109143005055168,5.048784518747895,1.2791909877915075,Iris-versicolor
+88,5.75233277120837,2.9685111189060653,3.6979203770314877,1.6584456203850615,Iris-versicolor
+89,5.275445094702016,3.360583794585335,1.304006142285168,0.21348572652608375,Iris-setosa
+90,5.4110631688091555,3.5360036485481903,1.7317270113018124,0.7088133058817172,Iris-setosa
+91,6.786472519792275,2.5236839007266436,5.607387569118624,1.8064365640037434,Iris-virginica
+92,6.742538661846066,2.82846260680418,5.171983297197063,1.6000993994342685,Iris-virginica
+93,5.517201105132123,2.4643620901655905,4.119186113304103,1.069571767401976,Iris-versicolor
+94,5.41108467683718,3.4243117463202504,1.5140603134728454,1.7400751253617774,Iris-setosa
+95,6.300652461767225,3.124243596296008,4.037111311326665,1.1362530479645425,Iris-versicolor
+96,6.147409827450285,4.15597729579229,1.441222843587027,0.2782399015096708,Iris-setosa
+97,6.198442329403784,3.0511714340253513,5.282701765535138,1.9506008778072608,Iris-virginica
+98,5.127940942170991,3.3662247927315487,4.647604363237633,1.8611343232537705,Iris-setosa
+99,6.191982772980337,4.058127079243027,1.5009010099468185,0.1864454629910198,Iris-setosa
+100,6.369977951062499,2.965680264745883,4.270578714984942,1.1538020536151303,Iris-versicolor
+101,4.5177812564952475,2.9343228183807866,1.2391414474279467,0.2122162604260472,Iris-setosa
+102,5.9133947093067425,2.9054920296000066,5.4695238428537065,1.8972746978628432,Iris-virginica
+103,5.3956372334352185,3.879735937255906,1.7776529273288832,0.17040934246693312,Iris-setosa
+104,5.4436844548785865,3.0063729661920635,4.377542772467601,1.6048973488697993,Iris-versicolor
+105,6.455787368787361,2.6486920512658667,3.9828811173330476,1.3000285249252286,Iris-versicolor
+106,6.667906737668971,2.893115119667259,5.430029177347574,1.6993333293557458,Iris-virginica
+107,4.784539839192785,2.867497001982299,4.595740763661184,1.329793561761279,Iris-versicolor
+108,5.732106048088701,2.990158127021983,5.093324721168679,1.6482873268058813,Iris-versicolor
+109,6.415538790040341,3.439532931595286,1.6477450102253157,0.4120244009243324,Iris-virginica
+110,5.405426897715173,2.170241199868571,3.8192296424286765,1.1704336807494053,Iris-versicolor
+111,6.22440745534859,3.2720977925763775,4.760708336539077,1.5314756241087408,Iris-versicolor
+112,6.449515069660931,3.0112920342869107,5.158607938716208,1.4754140891748868,Iris-versicolor
+113,5.56281205435166,3.059694421351344,5.057965974673507,1.5234048288504212,Iris-versicolor
+114,5.5878709704000125,2.002630249239364,3.5942115997052024,1.2084992000771528,Iris-versicolor
+115,6.1271472229052595,2.802847831248629,4.872755101750808,1.6623773166983669,Iris-virginica
+116,6.577183213748104,2.861490391659515,4.9309688606303395,1.59017422397498,Iris-versicolor
+117,4.73645098013221,3.1327699308110417,1.4675518858162433,0.20363140752774878,Iris-setosa
+118,6.207906197839176,3.2168610076502606,4.663951063727105,1.2764336888936403,Iris-versicolor
+119,5.98369483087998,3.1704396915021267,4.121154496241208,1.3959791559282997,Iris-versicolor
diff --git a/iris/tvae/4/26/test.csv b/iris/tvae/4/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/26/train.csv b/iris/tvae/4/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/26/val.csv b/iris/tvae/4/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/27/synth.csv b/iris/tvae/4/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..696ea5f94ba89f8fe54290ae9b01da96f88170ea
--- /dev/null
+++ b/iris/tvae/4/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.051194229424593,3.5412154815882966,1.451354247629677,0.07146631523677308,Iris-setosa
+1,5.531149368615043,2.9900828677166422,4.743029852822715,1.383419038039101,Iris-versicolor
+2,6.520975174798133,2.6921576009839057,4.510257247167223,1.4711268686254226,Iris-versicolor
+3,5.148940383558614,3.4126143776575133,4.497907743028576,1.2715011181652378,Iris-setosa
+4,6.959894537786796,2.9915674967122543,4.807696480753582,1.5639856237304148,Iris-versicolor
+5,6.986035053106365,3.0876261128006948,6.0742791840883195,1.6300427148849435,Iris-virginica
+6,6.463140148028322,3.272431494067082,5.687359571445009,2.1558949047314107,Iris-virginica
+7,6.288167029877596,2.8697091883384767,5.201158210744058,1.6825683227001407,Iris-virginica
+8,5.812764609298747,2.8313780108001803,4.5624145778974645,1.6507497515788863,Iris-versicolor
+9,6.615158006089893,2.561445490089792,4.320940560252239,1.2752382641137892,Iris-versicolor
+10,4.9442446966510945,3.2046672826587073,1.5717437654297068,0.31758462808801896,Iris-setosa
+11,6.365868757317322,3.106563343196209,5.359104697059949,2.0119728010678783,Iris-virginica
+12,4.96103587956525,3.147759237974104,1.4077463326241169,0.2912670219249713,Iris-setosa
+13,5.923464905581205,2.8104807136144463,5.023917729757905,1.7823592592870292,Iris-virginica
+14,4.848426338353723,3.059833364084693,1.1585909287111453,0.0738423941303345,Iris-setosa
+15,5.64344241255314,3.1142984437585226,4.161445160723265,1.3511596767870255,Iris-versicolor
+16,7.123500424810652,3.3625675126928214,5.5581515775404124,2.3130383510043786,Iris-virginica
+17,5.405908809948894,3.4497685970818397,1.4313630707828802,0.22335771352446634,Iris-setosa
+18,5.690756239020079,2.644836142759428,4.834154770443159,1.7283609982940935,Iris-versicolor
+19,6.17368278187915,2.9053535846697747,4.986330716098476,1.8643481421559591,Iris-virginica
+20,4.911850561085445,3.3751913657006707,1.5033300610717377,0.15098455238524516,Iris-setosa
+21,5.7271706157431845,3.579786858532243,1.5976050910018806,0.18595303011305747,Iris-setosa
+22,6.452334396868925,3.035539626951434,5.045338259855543,1.5478715906776825,Iris-versicolor
+23,7.6456333661420945,3.4507254362097637,6.152144749497034,2.233119910861789,Iris-virginica
+24,6.1261235941346275,3.227397581405586,4.786881787689269,1.394378065150896,Iris-versicolor
+25,5.520915563513647,2.9162273315924776,4.595803125834329,1.0570787297906166,Iris-versicolor
+26,5.122329045078691,3.7048431691939268,1.5482701551424918,0.4778126886219778,Iris-setosa
+27,5.668508079718191,3.054297154264947,4.942402085007596,1.8349602315198468,Iris-virginica
+28,5.472805712831256,3.7373240219622486,1.5953839188576997,0.543673990458758,Iris-setosa
+29,5.610355513374455,3.0400618108034014,4.23189858332774,1.3757453724743272,Iris-versicolor
+30,6.802717823473431,2.8194086993874277,4.798984848977547,1.3616401817831827,Iris-versicolor
+31,7.10029307434376,2.9076989975744025,4.414159596866283,1.4974987205293404,Iris-versicolor
+32,6.470250177090359,2.3299077872050518,4.501508113925706,1.2757387041322668,Iris-versicolor
+33,4.961677077838859,3.1655629138792847,1.3902771008541583,0.1854340700296181,Iris-setosa
+34,5.179826384960391,2.272554081347012,2.838252064002408,1.246662354303946,Iris-versicolor
+35,4.616209090254408,2.6909599316080293,1.1503906612494297,0.15686200344114576,Iris-setosa
+36,4.803781742779904,3.2069250095646242,1.2336508466000697,0.24464407231342222,Iris-setosa
+37,5.799356728533297,2.5184653674026105,4.045710330814514,1.4656403294152025,Iris-versicolor
+38,5.496588373808651,2.7672447132288265,5.065785785812083,1.6483943050840737,Iris-virginica
+39,5.443262031208504,2.2777318612701563,5.855971564548563,2.018765497103888,Iris-virginica
+40,5.875952833902986,3.0051735178820627,4.844911231828005,1.464788264066798,Iris-virginica
+41,6.013899622064536,3.043211042648132,4.550383931035691,1.1696782951488096,Iris-versicolor
+42,5.801213339272163,2.7059113204449896,4.883161508998793,1.6763869922586225,Iris-virginica
+43,6.229162672925612,2.958187494393041,4.388088636647937,1.1115849953051877,Iris-versicolor
+44,4.928789641825593,3.226955925340701,1.479765591683866,0.1318225539943664,Iris-setosa
+45,5.271571088239932,2.600651037243263,4.127980480731157,1.6861973323898727,Iris-versicolor
+46,5.957992290380071,3.1247547394787425,4.469054249227973,1.368914333497311,Iris-versicolor
+47,5.009987006663513,3.4795166070829797,1.6780829927898897,0.19746361461892706,Iris-setosa
+48,5.983457186283219,3.0394993512145994,4.646168793126327,1.4762511835547507,Iris-versicolor
+49,5.259516968505422,3.5095127311217773,1.3490943792087955,0.20477325446958858,Iris-setosa
+50,6.475957310745399,2.8120643952739592,4.988502220255753,2.0731953827493568,Iris-virginica
+51,6.304190176007167,3.2187540372293433,4.981283317024487,2.2527865155412226,Iris-virginica
+52,5.126865979626076,2.4386728395813,3.5411043089020033,1.0254563677920139,Iris-versicolor
+53,6.471594599123427,2.7378880478515843,5.180458988642915,1.9840682162024275,Iris-virginica
+54,7.107021541618247,2.99230498782912,5.5832120153927,1.8150011499268197,Iris-virginica
+55,5.9713566252934855,2.81174027529711,4.861911907075597,1.2886876335176836,Iris-versicolor
+56,5.018676390944442,2.9936009227717926,1.4509160712072329,0.4202235917203675,Iris-setosa
+57,6.728650405526292,4.130612806995962,1.4392125171627508,0.4201845795160547,Iris-setosa
+58,6.658291142262926,2.9738490783343887,4.144022108589599,1.7300323024380653,Iris-versicolor
+59,4.956366680992675,3.2486206304412364,1.3860310986760147,0.17669532313163286,Iris-setosa
+60,5.3434086853685265,2.342682723956578,5.483564054627057,2.093541869916088,Iris-virginica
+61,4.692473111441396,2.767210626715638,1.3501710412605485,1.5699161709106044,Iris-versicolor
+62,4.873869636178241,3.0260782756821634,1.187294857282605,0.31168721593821663,Iris-setosa
+63,6.9748635952093245,2.6112177219795796,5.486178920589691,2.0055317560920116,Iris-virginica
+64,5.239762282288579,3.2262072811535183,1.5661297557292146,0.3837578915812499,Iris-setosa
+65,5.310785821129554,3.711643614621437,1.5620816556686181,0.30056912577877765,Iris-setosa
+66,4.819797279660417,3.7700353258428776,1.625909772940413,0.19508203049321982,Iris-setosa
+67,5.5250065612858545,2.604860420152206,3.579581575440461,1.1222297000539405,Iris-versicolor
+68,6.496315199903105,3.002745387409427,5.267237980227575,1.6494773547077666,Iris-virginica
+69,4.908923628712302,3.3083415062723045,1.5102717345765477,0.352690788527094,Iris-setosa
+70,6.644501920812275,2.9082819471293124,5.953107649350156,1.70680290940861,Iris-virginica
+71,5.8498490941821,2.84211966017347,5.461558819679697,1.7671489021242375,Iris-virginica
+72,6.722781132079976,3.0948539766232157,4.504605202197528,1.4030119668883356,Iris-versicolor
+73,5.329308098540578,3.475179826102937,1.423950365883634,0.5524831718286916,Iris-setosa
+74,5.355113624703643,3.8072046521467238,1.465488554096965,0.2869449394775637,Iris-setosa
+75,4.874806379914874,3.2513832749648777,1.3768154412360183,0.10462317723889358,Iris-setosa
+76,5.599292774775911,2.919212099976042,4.619109847940646,1.617406828737912,Iris-versicolor
+77,5.563384689084891,2.3423440510135594,3.72053782995965,1.024395735941698,Iris-versicolor
+78,7.284588003877215,4.002591037561464,6.3920581958657605,2.231151623666363,Iris-virginica
+79,5.1286552823192375,3.2675788544839617,1.647407546509897,0.16226667069962825,Iris-setosa
+80,5.221021767389022,3.4709333187072655,1.6735586430189142,0.3582810660241851,Iris-setosa
+81,6.8069140361287515,2.8954722229282903,5.192099445558553,2.1849862460464493,Iris-virginica
+82,6.813940068543977,3.176405421007213,5.63057398802884,1.8948574590373939,Iris-virginica
+83,5.03492040107818,3.3144635471502495,1.6061054835825328,1.3034192428733418,Iris-setosa
+84,5.7215452996777545,2.949773862965342,4.204704926705414,1.2148018096202935,Iris-versicolor
+85,5.074009486157314,3.300421257846757,1.5563195518695112,1.6253984751470005,Iris-setosa
+86,6.646066528327292,2.582436326535167,4.9656740370584185,1.7472287186155036,Iris-virginica
+87,4.600120256515117,3.1793055370459635,1.713093403318052,0.267625414097749,Iris-setosa
+88,4.432195988557446,2.8359371199208385,1.670980638473224,0.33806303165465457,Iris-setosa
+89,6.48168280700771,2.815121047128529,4.438538507838136,1.4907521120678187,Iris-versicolor
+90,6.005087649811745,3.117663690034243,4.865694318605928,1.8303666765611317,Iris-virginica
+91,6.850088896770902,2.598199846224488,5.364546213833497,1.7083531160417311,Iris-virginica
+92,6.817542972293358,2.6897395813154077,5.458132674473642,2.1527005599870463,Iris-virginica
+93,5.6638879251807674,2.661285922103071,4.301638743480524,1.5863178219080112,Iris-versicolor
+94,5.433618210560969,3.907972585432061,1.5524552003569405,0.4904863569733997,Iris-setosa
+95,5.954092514366797,3.080402561261426,4.989782891972091,1.5585349216155107,Iris-versicolor
+96,6.779496996568583,2.981342912367533,4.559584144037257,1.4980986523218347,Iris-versicolor
+97,6.983159198517697,2.991087274081589,5.701081925657352,1.8350354550449803,Iris-virginica
+98,5.663628097120108,3.9728892949779615,1.5184007064903777,0.33599828893520745,Iris-setosa
+99,5.818500168860935,3.2082351320161644,4.585685182560234,1.6411065615939564,Iris-versicolor
+100,6.461269067475286,2.789344316418084,4.994043058452535,2.047655513466529,Iris-virginica
+101,5.888358591851633,3.5823290305350346,1.4826239903787775,0.29808866846523596,Iris-setosa
+102,7.185317612620223,2.833509224201457,5.909470222330077,2.074094226680378,Iris-virginica
+103,5.917277248219489,2.6901953915856187,4.822761274127345,1.9740746102746076,Iris-virginica
+104,5.2158617246686285,3.6225760960433644,1.6117251550895815,0.25933504668716706,Iris-setosa
+105,6.618921412007527,2.729122413939133,4.314142039491431,0.9827303198621924,Iris-versicolor
+106,5.183829175115433,3.7358040993479555,1.5894984284034206,0.2086194367630852,Iris-setosa
+107,6.754413034315881,2.6942065796701558,4.364403401860743,1.1417717902363953,Iris-versicolor
+108,5.567696911119555,2.9657388223999717,4.593814498217729,1.2870421586756722,Iris-versicolor
+109,5.406078996605658,3.871437912933316,1.2392417714495898,0.45683498466214606,Iris-setosa
+110,5.113035097680043,3.510059064619104,1.634839539606276,0.23307254630926694,Iris-setosa
+111,6.41396771775971,3.5028173946114385,6.14708503212947,2.3921308384490754,Iris-virginica
+112,5.434698486208943,2.8416239678581,3.803695306910627,1.3689547279896623,Iris-versicolor
+113,5.983331147904541,2.894443736187668,4.336050371360347,1.343992202834672,Iris-versicolor
+114,6.631529688234937,3.2169858147889565,5.555772992754217,2.158203887852153,Iris-virginica
+115,5.454809031420158,2.9263188491734287,4.5472984754517505,1.704879880285998,Iris-versicolor
+116,6.331525391833551,2.7271915652537206,5.278739784882466,2.3050040084367347,Iris-virginica
+117,4.720604984688685,3.0078016728837333,1.6584964021320248,0.2478162907905281,Iris-setosa
+118,6.577297743355465,2.95129203514105,4.3337409846188875,1.3120774560221518,Iris-versicolor
+119,5.9965525145312215,2.863317032317804,6.536155618921644,2.1673872291498215,Iris-virginica
diff --git a/iris/tvae/4/27/test.csv b/iris/tvae/4/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/27/train.csv b/iris/tvae/4/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/27/val.csv b/iris/tvae/4/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/28/synth.csv b/iris/tvae/4/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3288cbad142e3781b1bdf70bf85120d7f8780b58
--- /dev/null
+++ b/iris/tvae/4/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.6690137177916995,3.1171419783816385,4.850418724363412,1.3991513648784086,Iris-versicolor
+1,5.262540644233362,3.465911245858388,1.5444877474067478,0.03457043784786981,Iris-setosa
+2,5.026749086398593,3.383643270766553,1.4866460418328535,0.34950949707530643,Iris-setosa
+3,4.926770919513392,3.377742596546884,4.866521364832671,1.5979873803989095,Iris-setosa
+4,7.321210771366733,3.0659099891157533,5.924020915089123,2.0799852302985875,Iris-virginica
+5,6.5239711326271035,2.829114545984246,5.465371036160263,1.731914740926976,Iris-virginica
+6,5.350875049489155,3.9507014007510866,1.499900516839913,0.42054146026081773,Iris-setosa
+7,6.043676936508573,2.819955666229337,5.269173273080284,2.185061713050918,Iris-virginica
+8,4.485116838347796,3.685878355979887,1.2212816549401826,0.16961455860328895,Iris-setosa
+9,5.64797120099449,2.6755269733742,4.0331733979818125,1.2253230907318864,Iris-versicolor
+10,5.032882806929731,3.3058783705242982,1.6789838819616396,0.023379286318721854,Iris-setosa
+11,6.071991896596595,2.9244935811712436,5.1360470645513345,1.590418548974559,Iris-versicolor
+12,5.122929249084704,3.3413997618700466,1.3140327153181235,0.4049784893625998,Iris-setosa
+13,6.623334802456041,2.762611050312673,5.6803518327754725,1.8341412883846384,Iris-virginica
+14,6.623612664636427,2.9327364214569855,4.836565293627248,1.4415235469812342,Iris-versicolor
+15,7.925607115243715,3.240194230412106,6.598004084796209,1.8643226720081367,Iris-virginica
+16,5.636690921038663,2.454968558899291,4.111025532315585,1.1496499033174374,Iris-versicolor
+17,4.716506917717418,3.0072216958195717,1.3201634210096618,0.3637060477500481,Iris-setosa
+18,6.147105218761418,2.8951927471393986,4.932767761550097,1.8653458323331886,Iris-virginica
+19,6.349534778696088,2.9458694468484556,4.499537293390776,1.3226695432131428,Iris-versicolor
+20,5.00752268952596,3.4052163486766025,1.767771533598353,0.22119122280801004,Iris-setosa
+21,6.070020976298574,2.980529276298726,5.06408817503109,2.326499619407217,Iris-virginica
+22,6.425237931222714,2.5478759269878943,5.551612883251971,2.036814583302857,Iris-virginica
+23,4.513651445831751,3.0429403672914725,1.3606574221179697,0.2911574309665973,Iris-setosa
+24,5.206133263460663,3.6836023125250636,1.2877580697304098,0.20123345908266746,Iris-setosa
+25,6.255380130890867,3.107403902220495,5.244559546785492,2.135657818282174,Iris-virginica
+26,5.496400284943437,2.789865664285988,4.288060920983159,1.0567302193426764,Iris-versicolor
+27,4.946361418407959,2.9491267556395937,1.614512521501213,0.06247321448874141,Iris-setosa
+28,4.805539265891892,2.986551467040219,1.1940209327292486,0.09841858540817747,Iris-setosa
+29,5.268084279518081,2.6972401803798234,4.037182080221778,1.118955584283349,Iris-versicolor
+30,4.452328434932282,2.8031509010762505,1.3217001812499802,0.17625242406752073,Iris-setosa
+31,6.446854829393522,3.431118790171104,5.367286986682808,2.2061544125740182,Iris-virginica
+32,6.303479572327932,3.112286796505356,4.7430149172568195,2.18640731070147,Iris-virginica
+33,5.525424251776405,3.971612765678513,1.6502387068259747,0.37598776202055934,Iris-setosa
+34,4.786753573216083,3.384150517682334,1.4577666916504617,0.2974713741576553,Iris-setosa
+35,6.626157906148891,2.85266362394508,5.32169749296995,1.9049513897069377,Iris-virginica
+36,5.977495551684978,2.8790773772213463,4.1675502872550725,1.3797012239320567,Iris-versicolor
+37,5.506963036657929,2.3347856320952185,3.761093607220819,0.9080334639626998,Iris-versicolor
+38,6.558652751453957,2.819274797086607,4.711271759410807,1.707856292684147,Iris-versicolor
+39,6.433391707062668,2.921195770272577,5.182685793327446,1.8635728849189974,Iris-virginica
+40,6.070118280928402,2.290632329698628,4.35031454581341,1.341333916997293,Iris-versicolor
+41,5.162334677665079,2.9140800189629927,1.452862061424412,0.18306254761664975,Iris-setosa
+42,6.104205232215356,3.1550268814417493,5.204191922215007,2.223835403466347,Iris-virginica
+43,4.854962405417821,3.130028391321796,1.5122822372978777,0.15424799476107703,Iris-setosa
+44,6.445749904533769,2.824228788656991,4.677055869569179,1.1846899703317955,Iris-versicolor
+45,5.541799499589697,2.7260879982562716,3.942273388920238,1.052989774219737,Iris-versicolor
+46,5.648739029496118,2.8674178512022204,4.52709705652796,1.7230906094781797,Iris-versicolor
+47,6.1555335307698265,3.0331217755554842,4.739323310937459,1.3248357550607113,Iris-versicolor
+48,5.0505796765576365,3.1966107858828874,1.7762687911851596,0.20151225812956797,Iris-setosa
+49,5.9611929172749,3.651489220415332,1.4878572277082431,0.26418303550570926,Iris-setosa
+50,4.8742340738101575,3.593597537108707,1.3107526693412461,0.276734431521192,Iris-setosa
+51,6.144502329213391,2.638003405182625,5.091087786598083,1.924417279967384,Iris-virginica
+52,6.31686471101615,2.998539401707655,3.9122454006131107,0.9698110620218868,Iris-versicolor
+53,6.4454572273262,2.661743019038144,4.573184015035857,1.3974426433501175,Iris-versicolor
+54,5.357830605651,3.438056908849604,1.4095970281053365,0.22520053216018387,Iris-setosa
+55,5.118809879854769,3.185848820088816,1.4617725149880127,0.6115013558936688,Iris-setosa
+56,4.709325312003539,3.7655693567575335,1.2124868819131132,0.36407034194539006,Iris-setosa
+57,4.958659670030579,3.5995151301113135,1.484322205946246,0.1987620118025351,Iris-setosa
+58,5.527328291149357,2.53094127354838,4.763497994760305,1.0540279326859414,Iris-versicolor
+59,4.730149759625689,3.4472070324073965,1.4202381201803422,0.15122698877376686,Iris-setosa
+60,6.364988235651885,3.165547047989847,4.881826545436706,1.5842505410087966,Iris-versicolor
+61,6.190878379304769,3.3994367245671833,4.650402339614804,1.6631220227506416,Iris-versicolor
+62,5.763420104936506,2.947206429715756,4.539378001629886,1.4904786496923352,Iris-virginica
+63,6.356642647144703,3.1996320971277705,5.077006836742653,1.4716543664529098,Iris-versicolor
+64,5.693322263231997,3.2003348615792495,1.4973989155915275,0.12301849227079681,Iris-setosa
+65,6.670927147714921,2.994162088038014,5.295627170567509,2.403603248211116,Iris-virginica
+66,6.568472194179475,2.641757508397182,5.690192608019382,2.162428144836486,Iris-virginica
+67,6.55241968884521,2.684844460170513,4.2496783512367715,1.2367412101818342,Iris-versicolor
+68,5.1641033640003595,4.015214850745606,1.6664805085737782,0.37717285169739934,Iris-setosa
+69,6.228021613123278,3.2259224331778094,4.758022208668183,1.68998401978718,Iris-virginica
+70,5.018120121581986,3.2310434283939626,1.330732988294078,0.15905180838689859,Iris-setosa
+71,5.27196007489687,2.677489159407573,4.7539057050044535,1.5422780301796728,Iris-versicolor
+72,5.683439859895826,3.0107685505756265,5.174017896799061,1.879159185420871,Iris-virginica
+73,6.0996582569082,3.0995356181781197,5.61476795823917,1.8753576396056122,Iris-virginica
+74,5.434155089711549,3.529568768295356,1.4967432762820028,0.07286112384201363,Iris-setosa
+75,5.372020661645754,2.5235526035782403,3.8255761485910607,1.5202522343181248,Iris-versicolor
+76,5.5388478520753335,3.0612227286693887,1.3580327416099807,0.15852968512468085,Iris-setosa
+77,5.249999137643844,2.9130250938384616,4.488886616369644,1.413761058649551,Iris-versicolor
+78,6.102342394557029,3.248575453802815,4.722571487784082,1.2815406967361662,Iris-versicolor
+79,5.519040802305923,3.9516243713363375,1.4362246582462632,0.2864336963274197,Iris-setosa
+80,5.722297491916895,3.0165071469531077,4.873433641163492,1.5448364366187637,Iris-virginica
+81,4.916484194890804,3.3688700297675576,1.2888445747095054,0.28917168422774053,Iris-setosa
+82,6.632876197002784,2.6877698259951184,4.5734307075593605,1.3429973783825038,Iris-versicolor
+83,5.222974223260722,2.5483942641482815,4.1786849607339525,1.2692257627965486,Iris-versicolor
+84,6.233907604452114,3.0714110242736306,4.8869202080198555,2.183264086180483,Iris-virginica
+85,4.975415085169949,3.4419765123842025,1.4546260172011387,0.18877919108057567,Iris-setosa
+86,4.76694947605405,3.2931970010503866,1.591556117166634,0.3255374965916482,Iris-setosa
+87,6.1922992995651205,3.0918753393661436,4.91463379689872,1.7874246453825198,Iris-virginica
+88,5.81001498617374,2.916545954255496,4.469570981808524,1.279874317457844,Iris-versicolor
+89,6.053739282498949,3.3698933670447397,4.644172771809129,1.3616634048272374,Iris-versicolor
+90,5.757036411367972,3.638813669452798,1.5241102784857892,0.4170004828356876,Iris-setosa
+91,6.300200202836964,3.1085097619289908,5.233278477650911,2.010284869973163,Iris-virginica
+92,6.724976936792307,3.641824093718885,1.7769582447359742,0.49366830589939953,Iris-setosa
+93,4.818851056762832,3.2140494778774444,1.554690953012473,0.29981499893455876,Iris-setosa
+94,5.563187239768413,2.7592934261157236,4.774790107498759,1.5364764778450148,Iris-versicolor
+95,6.365418320262741,2.356578613267736,3.7414826989610237,1.233475908496814,Iris-versicolor
+96,7.182194934829269,2.4656595571807056,6.001786467396573,2.362801286786099,Iris-virginica
+97,5.794008234557942,2.9525316263830477,4.332014345918666,1.2890553095737523,Iris-versicolor
+98,6.061960246639023,3.2828489201705278,4.966339179733753,1.9035970536159237,Iris-virginica
+99,5.503717419399415,2.7660627769887127,4.006683756055525,1.0548354304112673,Iris-versicolor
+100,6.031066562228296,3.0230642017927045,4.955952449550824,1.9662062596040464,Iris-virginica
+101,6.465326023413384,2.6994153291330836,4.322879906239232,1.3960494373345314,Iris-versicolor
+102,5.023065337230434,3.0435806277216875,1.331184439174573,0.14507559235195214,Iris-setosa
+103,5.230470318064898,2.7314944652525828,4.254864367857284,1.2451408762477822,Iris-versicolor
+104,5.946583080952222,3.1411105313977536,4.7546951775998405,1.6428185574316048,Iris-versicolor
+105,6.182521464118626,3.9789655676429816,1.3784527567220597,0.381548705775398,Iris-setosa
+106,6.208392914267464,3.0938314285367126,4.470645315325234,1.7172312534183187,Iris-versicolor
+107,5.59565475066086,2.3482231823997646,4.1184534980529115,1.3726434298201002,Iris-versicolor
+108,6.727134582044461,2.810410196330426,4.755072407006722,1.7810757991539798,Iris-versicolor
+109,6.77247534805072,2.7704451886772934,5.0351450700954805,1.6370542857627872,Iris-virginica
+110,5.130178340447349,3.3881278955220835,1.358512772416172,0.32801913267880284,Iris-setosa
+111,5.807309669588531,3.026450642989753,4.7194834257701475,1.5953749157320494,Iris-versicolor
+112,4.924041158294869,3.7364228774633865,1.748757514739649,0.12456132116796964,Iris-setosa
+113,6.574017782299404,3.4226754568114677,5.45833460239399,2.2536322740254415,Iris-virginica
+114,6.524012972682955,2.8549370553202684,6.111957770770237,2.0645113185209327,Iris-virginica
+115,5.8739423763679195,2.566773899675485,3.8384012864256434,1.2891276321089733,Iris-versicolor
+116,5.510195705924131,2.7170423757711526,5.277535311994149,2.218095708825993,Iris-virginica
+117,5.746610295083503,3.6122463054712775,1.7960396698828214,0.3223483431718186,Iris-setosa
+118,5.572251467241958,2.410550605171507,3.999194804899372,1.3954102744135826,Iris-versicolor
+119,5.351698846122347,3.606683777039475,1.358125027011748,0.5821897441262297,Iris-setosa
diff --git a/iris/tvae/4/28/test.csv b/iris/tvae/4/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/28/train.csv b/iris/tvae/4/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/28/val.csv b/iris/tvae/4/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/29/synth.csv b/iris/tvae/4/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f0ad64e36a65560dfc11df0b7a0b5e6fcfacb66d
--- /dev/null
+++ b/iris/tvae/4/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.154431052127325,3.460060032336162,1.499484682047732,0.2962206254223067,Iris-setosa
+1,6.386347036954114,2.8446972610792107,4.884013029473857,1.5942565379862195,Iris-virginica
+2,5.068604223151041,3.037884878804204,1.5313141458838682,0.3198849185170862,Iris-setosa
+3,6.882029648200415,2.971446645455429,6.226768974520141,2.01679037827034,Iris-virginica
+4,6.052472423872072,2.617735103806364,4.03329640620907,1.3223840502223891,Iris-versicolor
+5,6.193776514651198,3.133485535816305,4.833065749855096,1.9864122131005346,Iris-virginica
+6,6.24740388535204,2.8829905534377906,5.500326237423356,1.977619183817919,Iris-virginica
+7,5.302344162079501,3.547692069944543,1.2866743524957822,0.30668810143894043,Iris-setosa
+8,5.469828446893141,3.7858238729927454,1.4005986591595834,0.19872342099473544,Iris-setosa
+9,7.096486795500315,2.7511045564247416,6.377415766384244,2.0151052759782337,Iris-virginica
+10,4.955537363271837,3.242547378770666,1.2347191718054935,0.03921784344330298,Iris-setosa
+11,5.380190916982512,4.313672383997393,1.4601402728877755,0.22242692222089872,Iris-setosa
+12,4.838933464317047,2.8377788430046302,1.4949559881950985,0.2377168958432696,Iris-setosa
+13,5.365022935421537,3.5189594825431367,1.621601873925311,0.5365543884514263,Iris-setosa
+14,5.7765586711648,2.5356578274889037,3.694124153253072,1.3402810160589071,Iris-versicolor
+15,5.442300260427781,2.8776918358407997,4.486676025348084,1.2960030400195137,Iris-versicolor
+16,4.483696298460868,2.810154983360482,1.3671136940201598,0.3084262327969576,Iris-setosa
+17,6.15271209899507,2.4253062250243365,4.124700457221839,1.213793022064769,Iris-versicolor
+18,7.487920756132745,2.894699902929496,6.149918713820486,2.295310816001696,Iris-virginica
+19,4.943143784960691,3.1389624831303538,1.3230431350558824,0.10077788685459743,Iris-setosa
+20,6.031468055591763,2.966777934325239,4.543578028062157,1.190457330167929,Iris-versicolor
+21,5.357928050108126,3.374307239860406,1.7172105880773123,0.15002005880442087,Iris-setosa
+22,4.7626928915903814,2.994842509597438,1.6579817924938407,0.1445333310159626,Iris-setosa
+23,5.489119051726084,3.3745277376689873,1.7284147930516498,0.42767906021655494,Iris-setosa
+24,4.928610850681199,2.990904660891906,1.5953774194282668,0.2598414698566596,Iris-setosa
+25,5.39071561122131,2.4923241516236443,4.220952403220593,1.4718749573042003,Iris-versicolor
+26,6.909135559170795,2.5467682892480323,3.79986558909971,1.038303907091288,Iris-versicolor
+27,5.496593457691312,3.9803436974494946,1.3605804939921275,0.35790601774548936,Iris-setosa
+28,5.454520048230076,3.529989180910218,1.5678461979257121,0.5079905173315687,Iris-setosa
+29,6.730542997921725,3.273425091268947,5.702319940273128,2.2520147169525844,Iris-virginica
+30,5.36652703121558,3.403677058905541,1.667303557018796,0.48995613398911225,Iris-setosa
+31,6.276772147837101,2.373859716114072,3.971624119172108,1.2307632446213097,Iris-versicolor
+32,5.731837926465788,2.575261284000728,3.9703744133003895,1.2639720178375082,Iris-versicolor
+33,5.136914365974466,2.511478714811447,3.7208721223646046,1.3342661962455729,Iris-versicolor
+34,6.719800463351901,2.998742574339745,4.130988136857243,1.573144946814637,Iris-versicolor
+35,5.440215805252367,2.768123168741562,4.056532086010965,1.2193054641678365,Iris-versicolor
+36,5.664967845637131,3.8612183853177973,1.399130691587438,0.392999120967004,Iris-setosa
+37,5.169062644331709,3.3941551373404533,1.5264927156497212,0.3925607230255975,Iris-setosa
+38,5.414841499628308,2.9510657168191523,1.617741707007652,0.1944435786189672,Iris-setosa
+39,5.59223619321455,2.53308348764824,5.022912156596699,1.9633081247853592,Iris-virginica
+40,5.164322320587657,3.3815316069197854,1.6162011422558342,0.2734547749157323,Iris-setosa
+41,4.907149238480107,3.2559202343027485,1.642436900513038,0.4274366491116873,Iris-setosa
+42,6.2829553598685575,2.8500586475399396,4.305399935455611,1.5767695073120407,Iris-versicolor
+43,6.024451538514565,2.5368169509121934,4.028791186619601,1.5676508600539953,Iris-versicolor
+44,6.001702584884134,2.5363658879328472,4.075935122194686,1.6892430599710098,Iris-versicolor
+45,4.890373158678863,3.3563146483098185,1.4124810929033569,0.19847522050678723,Iris-setosa
+46,5.834961286986421,2.8329919201365383,4.671648984835796,1.5607629013601616,Iris-versicolor
+47,5.477880658365129,3.6654999352282767,1.6588017370202581,0.35315791416898545,Iris-setosa
+48,6.820767829742724,3.734043685351636,6.504018660239127,2.145032511425755,Iris-virginica
+49,6.263943369711127,2.8362100136560002,4.7979812037124745,1.608229587507886,Iris-virginica
+50,4.994835064740414,3.345758408336299,1.5077510593755925,0.07142121197081636,Iris-setosa
+51,4.898033361253416,3.301872820938258,1.618020021244135,0.21830165826299264,Iris-setosa
+52,5.9697244823814914,3.1257067892330737,4.136975321067435,1.3286787738751695,Iris-versicolor
+53,6.087770608190824,3.0001295869706732,4.440659282603272,1.7045373301586901,Iris-virginica
+54,6.426062269424704,3.200585617796868,4.831142899399815,1.3942309286204306,Iris-versicolor
+55,5.085675096106841,2.9834351589379766,1.2956927818165545,0.27843187713992434,Iris-setosa
+56,5.116325216279322,3.840304154841556,1.586511332596203,0.3339876425137376,Iris-setosa
+57,5.667859661651439,2.866156606264399,6.555886329271906,2.2056453112530523,Iris-virginica
+58,5.244920091045367,3.107715051035636,1.5770198980391699,0.0960008315443528,Iris-setosa
+59,4.422061804829701,3.160477270331143,1.6124292086880911,0.13620905672253633,Iris-setosa
+60,6.206055812644423,2.8305268504313923,5.4010603004597035,2.0004130302518464,Iris-virginica
+61,5.669889128485286,2.354686802923998,4.1981005662625055,0.9028767254511747,Iris-versicolor
+62,4.933244621283356,3.2600449703965166,1.4263054468356948,0.2363043144727174,Iris-setosa
+63,6.490510048531253,2.948525139799759,5.05694175556646,1.5878233909835635,Iris-versicolor
+64,6.357238079785765,3.1347554956613206,4.858407966855538,1.807037025746227,Iris-versicolor
+65,5.696175707838351,3.302809938675276,1.3274993933975408,0.29657505699347825,Iris-setosa
+66,5.0129127934573345,3.330609039731683,1.5256379698402835,0.3973824238086946,Iris-setosa
+67,6.137518992861124,3.2117880315498164,4.255668440536275,1.3567261221132922,Iris-versicolor
+68,4.7223258026207935,2.702609894196348,1.631722923992386,0.27900121600091865,Iris-setosa
+69,4.6306539808518075,2.9338612635396752,1.831798462822527,0.2909397906816215,Iris-setosa
+70,6.939163611503325,3.6556661170012443,5.407017293424563,2.0461972448966064,Iris-virginica
+71,5.22459918436078,1.999189724107348,3.625688046498948,0.6897935033082667,Iris-versicolor
+72,6.093334609553831,3.09138810456721,5.514148901729968,2.070552937303802,Iris-virginica
+73,5.535484181727064,4.32824232361886,1.4651197627617563,0.13805955853357424,Iris-setosa
+74,5.1658529741261585,3.3996575573649603,1.6103249413198713,0.2822988140220134,Iris-setosa
+75,6.549494349531886,2.8442656099795314,4.430800497547884,1.1496571845605588,Iris-versicolor
+76,6.20015362651734,3.2371473243585966,5.449108129778173,1.834716966917216,Iris-versicolor
+77,5.582823706143396,2.669152138199266,4.8253414570881805,1.7182387052703274,Iris-virginica
+78,4.759254579076045,3.5938103978183227,1.302853246112505,0.24172947383183052,Iris-setosa
+79,6.290789872815717,3.2541520691619064,4.857717880122846,1.3495224051025572,Iris-versicolor
+80,4.715047002086419,2.7870689529442334,4.099420229761832,1.0231160778922495,Iris-versicolor
+81,5.112861822158795,3.3648525456572966,1.3392538818242525,0.09637584579345856,Iris-setosa
+82,4.788167940717416,3.0863633493984812,1.37036752184452,0.33183214245219594,Iris-setosa
+83,7.527819554945281,3.7485062420277657,6.012885353953041,2.150488202312301,Iris-virginica
+84,5.8706005879815555,3.7284372835671657,1.3933619234865786,0.2711557313848534,Iris-setosa
+85,5.769390549016941,3.9060821602895235,1.6127686395583773,0.4743122258960536,Iris-setosa
+86,6.47266241876964,2.7644962430108935,5.405715425197712,1.6026971443464806,Iris-virginica
+87,5.648159065729252,2.788140813949438,3.9424888665268067,1.3258058092507121,Iris-versicolor
+88,6.1610051260301155,2.3531046017059607,3.8545172740256293,1.2456838854727446,Iris-versicolor
+89,6.693197063494574,2.97599521892191,5.182510668431249,1.8914151903047276,Iris-virginica
+90,6.091476138149156,2.1568594354842148,3.8726902702181962,1.3949698838532911,Iris-versicolor
+91,6.684987363584685,3.0144199370448814,4.857208918008652,1.8621173080935551,Iris-virginica
+92,6.044253073783381,2.6540494693853294,4.568218574936702,1.4961308218839013,Iris-versicolor
+93,6.324215362792468,2.696130692524925,5.103203107092997,1.3887379878993877,Iris-versicolor
+94,5.933340875685377,3.192541658694799,4.976039239827281,1.6717319790555358,Iris-setosa
+95,4.817045603183846,3.355640459971256,1.5480317411807942,0.39510278967302365,Iris-setosa
+96,5.11758133782531,3.587552810824015,1.392920238158768,0.32304954236202016,Iris-setosa
+97,6.248703203271708,4.214989808540025,1.5251247434104167,0.2985152814059152,Iris-setosa
+98,5.039833728298526,3.3288596611017374,1.6590804227780829,0.08087811928142671,Iris-setosa
+99,6.3837264150215,2.928243520263534,4.8950987670537245,1.712173662092313,Iris-versicolor
+100,6.8385821459744935,2.665396502537506,5.323913088303041,1.8687081300822403,Iris-virginica
+101,4.878213973943569,3.371308600210866,1.5745307518646487,0.1450655425507245,Iris-setosa
+102,5.797559894773594,3.1490975395364016,4.765653278148569,1.4825595119956978,Iris-versicolor
+103,6.210816722752485,3.3517479759847446,4.775725070456951,1.7235085271282369,Iris-versicolor
+104,5.6013884662940985,2.6574813601149354,4.224978789847449,1.7613845913061783,Iris-versicolor
+105,5.716282606216961,2.7571803926697434,3.643862687833873,1.0521825664495608,Iris-versicolor
+106,4.905896949940822,2.9171846407456195,1.4379382947450092,0.22190681911919527,Iris-setosa
+107,5.252237471549809,3.21150123324308,1.613397005326137,0.17756589207133103,Iris-setosa
+108,6.132489749583175,3.075141901265067,5.262360187722269,1.8532995659569593,Iris-virginica
+109,6.460383006883532,3.0152119806261815,4.926832125943602,2.064914919789552,Iris-versicolor
+110,7.536544319704113,3.669834115655838,6.769223823468888,2.327612370124947,Iris-virginica
+111,5.795828692331124,3.276090801170467,4.658237148597173,1.8921870164231858,Iris-virginica
+112,5.873551277488236,2.7349921274878435,4.07518524587703,1.7402994715906224,Iris-versicolor
+113,4.949111611263445,3.4008873272277564,1.4802400236687538,0.24137594001070267,Iris-setosa
+114,6.824372501765486,2.741161183749119,5.326569246207255,1.9953113076240254,Iris-virginica
+115,4.4712811757384205,2.8501560843286233,1.5518412865654443,0.38787102301422316,Iris-setosa
+116,6.613104662577623,2.714209209502243,5.182623846840366,2.0025291561938037,Iris-virginica
+117,6.719325930635325,3.2674329484406175,5.141542552696457,2.369270456551216,Iris-virginica
+118,5.685729617069756,3.0172754998133207,4.871680741005581,1.3781182774942156,Iris-versicolor
+119,5.046928408397775,3.1047991888349395,1.735927634582099,1.8032478951279325,Iris-setosa
diff --git a/iris/tvae/4/29/test.csv b/iris/tvae/4/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/29/train.csv b/iris/tvae/4/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/29/val.csv b/iris/tvae/4/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/3/synth.csv b/iris/tvae/4/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3cbec2bc24f858c71ce6607c0496eab22317f3de
--- /dev/null
+++ b/iris/tvae/4/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.960188602556342,2.726048303221679,4.872708821932483,1.95934805942678,Iris-virginica
+1,6.930219203028084,2.9483920939920836,5.295963917171779,1.6872589648426966,Iris-versicolor
+2,6.124477500227965,2.778867447157735,5.204715973835069,1.6773041499906838,Iris-virginica
+3,5.926073624154912,2.725821403760207,5.463867697976784,1.9690731113433948,Iris-virginica
+4,5.056034962878811,3.723020795809447,1.6722734581118417,0.2991954758639297,Iris-setosa
+5,6.250922585818814,2.7350294618759237,4.805528441032609,1.2451877831995202,Iris-versicolor
+6,5.331987108775601,2.7981770361202303,4.234220838657205,1.4097401862622958,Iris-versicolor
+7,5.858407227569475,3.187376706361813,5.488532610796401,1.7221719037241938,Iris-virginica
+8,6.577330438285842,2.8953002144003355,5.765897741723147,2.2377582308185477,Iris-virginica
+9,5.7909613283507655,2.7810769358869942,4.3121509499030095,1.2717473433175681,Iris-versicolor
+10,4.7172275860919655,3.215964724628698,1.7320535005094762,0.2664187866686749,Iris-setosa
+11,5.7567654250493,2.9782720433870145,4.383564159431399,1.8409051775007057,Iris-virginica
+12,6.89603228743513,3.3423295886465665,5.5486711078802475,2.5934257575510173,Iris-virginica
+13,5.144257180909612,3.141549118063819,1.4062078209491082,0.09376109937965552,Iris-setosa
+14,4.734714361586985,3.213172325823656,1.3652818252578833,0.23791717465454276,Iris-setosa
+15,7.309227870035514,3.5145344934125333,6.137397483563234,2.1046238406169913,Iris-virginica
+16,4.322328127899484,2.489508593527833,1.2484121989401904,0.26599668494763384,Iris-setosa
+17,4.684622952321351,3.693178358723045,1.4036372449485117,0.3596533567489315,Iris-setosa
+18,7.068308895539479,2.837886220092303,5.3529194090526175,1.1850490978657908,Iris-versicolor
+19,4.986094662896932,3.393510818539593,1.5726169162776582,0.17076638648531944,Iris-setosa
+20,5.08835760901788,3.4584651603933607,1.452937896744088,0.22131690447235985,Iris-setosa
+21,4.828310348945242,2.856964635171143,1.5794802047022585,0.27589347517210494,Iris-setosa
+22,5.101340456245885,3.2734012326753468,1.5000892849172374,-0.004493963811076085,Iris-setosa
+23,6.392898327400652,2.9310276792009855,4.617081890096771,1.3882212382881114,Iris-versicolor
+24,4.8002726805463425,3.12731589044192,1.521255538463756,0.01372755503066489,Iris-setosa
+25,5.7608873974598,3.0919134461746367,4.7994195090358565,1.1627437281500805,Iris-versicolor
+26,6.868890281805545,2.711505346691021,5.29683620898485,1.7739410326137557,Iris-virginica
+27,5.297711975922858,3.5505924530961375,1.6857262049751125,0.5748081373342595,Iris-setosa
+28,4.917572111631569,3.9560061788189054,1.3987921770817817,0.21766452857442334,Iris-setosa
+29,5.107125050089096,3.4474522890365007,1.3699130499112686,0.23692635184127248,Iris-setosa
+30,5.11299058911692,3.136303192279766,1.6564866035400825,0.1832978708772205,Iris-setosa
+31,5.3514716842020125,3.378485550797514,1.4275408352873762,0.28528733525127575,Iris-setosa
+32,5.990254925896815,2.526079494083655,5.593274626422414,1.3596177279279587,Iris-virginica
+33,6.808966513421694,2.7315088585368086,6.01751175202136,1.7732211919545078,Iris-virginica
+34,5.894322926488873,3.1493090774866594,5.143751594624314,2.018356692315635,Iris-virginica
+35,5.015202472717832,3.873589812042368,1.3680898560006025,0.4480849077251082,Iris-setosa
+36,4.6955901522397845,2.989385886248424,1.5151364283538769,0.28808560178645404,Iris-setosa
+37,5.403931642901294,2.716007588175108,3.7130422247910215,1.3884689977384996,Iris-versicolor
+38,6.351259413226545,3.212182467411487,4.936510926954877,1.81079130253072,Iris-setosa
+39,6.474129710726372,3.186666439105773,4.4860203927792925,1.283940685524061,Iris-versicolor
+40,5.262095759043256,2.526176470799912,4.3646521703282914,1.2761513891533345,Iris-versicolor
+41,4.903673257193062,3.074104526517669,1.4570142391178584,0.23297688156446264,Iris-setosa
+42,6.0635108523657015,2.97234533529738,4.695397690357009,1.64523651329631,Iris-versicolor
+43,5.816816723366037,3.0623239442533934,4.589993761020745,1.386166782296423,Iris-versicolor
+44,7.017547371662666,3.860732107522553,6.4855603029719795,2.391575710658614,Iris-virginica
+45,5.493666574714958,2.5666879193134244,5.886480345094869,2.2453471618551997,Iris-virginica
+46,5.0190389572058765,2.3608588076986754,4.057973723765083,1.5860294855322117,Iris-versicolor
+47,6.437271471572977,3.0907764993475495,5.32867454223115,1.9473946893019292,Iris-virginica
+48,6.099291608664753,2.8281420244909854,4.729163155707968,1.3468557425233003,Iris-versicolor
+49,5.61594897139514,2.947473927339525,5.085426526498949,1.4252524261094017,Iris-versicolor
+50,4.919510019201959,3.4389031152452785,1.5585881913415298,0.16999408541178543,Iris-setosa
+51,4.625943564814709,3.436312196348614,1.0068166050231344,0.16986740687098523,Iris-setosa
+52,5.054525183552811,3.1362571282147687,1.4144317795036578,0.20631791201078534,Iris-setosa
+53,6.367622253237778,2.73622382840807,4.106978098722316,1.5667944805995326,Iris-versicolor
+54,7.432238352653484,3.6846861468514662,5.520772716037509,2.4288585109270135,Iris-virginica
+55,4.952402468342554,3.0393742264925945,1.3506733809637128,0.4978302587517629,Iris-setosa
+56,6.641452583051929,2.6891152103461278,4.9849676605136395,1.6638426041472905,Iris-virginica
+57,4.659154710828431,3.0582044425909922,1.2343528927068486,1.4879509402653006,Iris-setosa
+58,5.75173041301635,2.954198004982058,4.709467909113303,1.2738677908550113,Iris-versicolor
+59,4.481945332937769,2.981598580793839,1.5472378730329919,0.24622237514561382,Iris-setosa
+60,5.200271976172033,3.5023617711456643,1.3748445611756557,0.2988514824981062,Iris-setosa
+61,6.498739767383572,2.791216026456968,4.762749054521449,1.8172280719234475,Iris-virginica
+62,5.119629424086127,3.536064047088543,1.3973164226325716,0.09889428958016974,Iris-setosa
+63,8.180503233067423,2.910715454937477,7.036343932881726,1.8983877522043748,Iris-virginica
+64,5.487811931609049,3.4693581947399927,1.4641749008316047,0.22495737317448022,Iris-setosa
+65,6.217306287880109,2.9071769238908347,4.486066598889317,1.4862143065018212,Iris-virginica
+66,4.854901484304521,2.9752877966184887,1.4830583416364536,0.0979439649973004,Iris-setosa
+67,6.017446506057068,3.212265666894116,5.287108095562366,2.2488675288867386,Iris-virginica
+68,5.077421152605518,3.610927772935971,1.3093839496326392,0.36830440967751227,Iris-setosa
+69,6.4159672968248795,2.9437134345591875,5.387229606952735,1.8796133650448212,Iris-virginica
+70,4.823780169042871,3.416121937264212,1.5521672066801957,0.2978073708591865,Iris-setosa
+71,6.314397055645036,2.9980877514220623,4.865659643436627,1.6554248880871312,Iris-versicolor
+72,5.201971940607934,3.476174013133492,1.41701839802909,0.2756329599815908,Iris-setosa
+73,5.3588528503436486,3.3533654591844226,1.5547076961057973,0.3326982923521381,Iris-setosa
+74,7.150771165068917,2.870701360669681,6.012243151354091,1.8817301032373797,Iris-virginica
+75,4.892142971466921,2.9426390935728093,1.0869038271081282,0.1614745881364435,Iris-setosa
+76,4.778665263987734,3.143420971482838,1.4482913215816657,0.07702495205165982,Iris-setosa
+77,5.193884181290607,3.6085304274767775,1.2568521573954896,0.22618606444208988,Iris-setosa
+78,5.246269975381261,2.7561017607323164,4.272114222954836,1.5257004517563377,Iris-versicolor
+79,7.027498440065665,2.894992531006271,4.30906921387091,1.685547321963455,Iris-versicolor
+80,5.867883859318166,3.061103066186591,5.078438011638776,1.714534725578792,Iris-versicolor
+81,7.201849928055298,2.908321294398283,6.100359935408907,1.8292358460592453,Iris-virginica
+82,5.889760991947408,3.003962357237866,4.6105997774165886,1.6903461029253495,Iris-versicolor
+83,5.471795766286345,2.93555239484964,4.67548996803528,1.5568954344481833,Iris-versicolor
+84,4.824740604582327,3.0834989054111124,1.1911523208485755,0.03485807445346839,Iris-setosa
+85,6.64955494400588,3.0190820080979894,4.287114911112839,1.7969604952816074,Iris-virginica
+86,5.240271769728347,4.413780814539203,1.5886970656146775,0.35791318511251935,Iris-setosa
+87,6.017528227121005,3.118232843256086,5.4530735794472225,2.1416901669605997,Iris-virginica
+88,4.921118580292546,2.9443973107879566,4.337759329133865,1.2741331181879472,Iris-versicolor
+89,6.572776344700557,3.3634675041881654,5.857367427301096,2.4961395419305363,Iris-virginica
+90,5.328304478680199,3.826965288218484,1.486726036896188,0.3769293386265868,Iris-setosa
+91,5.891613316850215,3.342432956975096,4.306279328962867,1.426208355872013,Iris-versicolor
+92,6.143711525686541,3.03470139408593,4.693513943900903,1.6535365452698343,Iris-versicolor
+93,6.123295017097013,3.3546306145551528,5.433734048758006,1.9470375592572695,Iris-virginica
+94,6.018146917341627,2.719958152088229,4.835680458282906,1.7191075570869845,Iris-virginica
+95,5.353006957980346,2.809356376471067,3.867831036857088,1.6084106863117273,Iris-versicolor
+96,6.005368341632575,3.164095193988323,4.378175501851111,1.2195892763015979,Iris-versicolor
+97,5.247248089237049,3.801496825738437,1.5417292915342193,0.2626950940173525,Iris-setosa
+98,5.997198942781387,3.2611991936845635,4.969075259561496,1.5746186798877617,Iris-versicolor
+99,6.63872642809842,2.825478282423777,4.676406236622209,1.5379065594382193,Iris-virginica
+100,5.371907470091554,3.517678961264024,1.5217321792989045,0.3909366963710304,Iris-setosa
+101,6.02017622929221,2.8742479409416593,4.242456938661883,2.0518274549299678,Iris-virginica
+102,5.075543841252406,3.2372902154572647,1.6202383207441406,0.17159189513134365,Iris-setosa
+103,6.144545000177849,3.334312290914944,5.30326026391686,1.8446674778322998,Iris-virginica
+104,5.4677872104009815,3.797217060882121,1.6345092183469743,0.18731732535184475,Iris-setosa
+105,4.88682305249939,3.3482454245351576,1.2446949168103458,0.08900696158769578,Iris-setosa
+106,6.244449043869787,2.629396478612602,4.653231829839196,1.6979033614826013,Iris-versicolor
+107,6.6986130046086085,2.909984465268933,5.077163595646692,2.196760882050173,Iris-virginica
+108,5.289903444169731,3.4376838535482492,1.6137017300172887,0.423632633856037,Iris-setosa
+109,5.8579415516564515,2.8066621329870296,4.2397649593487605,1.3027061150996093,Iris-versicolor
+110,6.454735445356322,3.0323047228015607,4.547732092979224,1.4525179987397387,Iris-versicolor
+111,5.013919803330053,3.5137186954828192,1.5307121725849944,0.19327297251314757,Iris-setosa
+112,5.9235510065915165,3.0824116656951306,4.930311842638667,1.6448856343533094,Iris-virginica
+113,6.988511032674316,3.164986249834148,5.971469477326735,1.9234632628697663,Iris-virginica
+114,5.635531734287477,3.4179663109680285,4.5174648973177645,1.3830658462095142,Iris-versicolor
+115,5.481526982052816,3.5346824458616877,1.7862085635919307,0.6637486764315931,Iris-setosa
+116,5.015063760867724,3.5432201521647855,1.2669626952956683,0.30374779349207126,Iris-setosa
+117,6.449958702207039,2.719551449953043,4.680666653811079,1.8290787453024846,Iris-virginica
+118,5.9149232467246335,3.139026123886295,4.4772960216261355,1.0973560328263143,Iris-versicolor
+119,6.67725236790443,2.5501999871438805,4.427788339890493,1.3148461403274965,Iris-versicolor
diff --git a/iris/tvae/4/3/test.csv b/iris/tvae/4/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/3/train.csv b/iris/tvae/4/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/3/val.csv b/iris/tvae/4/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/4/synth.csv b/iris/tvae/4/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0a929292c7f4a02072dbc4adf245ff83bd43da5a
--- /dev/null
+++ b/iris/tvae/4/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.402208180767063,3.0480793960234642,5.570859976358959,1.9598285381723037,Iris-virginica
+1,6.781217530513342,3.2235636640450007,4.684117074966327,1.697210879267233,Iris-versicolor
+2,5.222636575434728,2.7222764480828525,4.265604976580129,1.4268973017135724,Iris-versicolor
+3,6.478142683223843,2.6060732624326803,5.094676222592075,1.5153722380406374,Iris-virginica
+4,6.363497846525615,2.8171290691272697,5.303709994444771,1.7839108146872908,Iris-virginica
+5,5.901681651055596,3.006610555387833,3.990585237864769,1.6644068946368498,Iris-versicolor
+6,5.200390874606336,3.6784549969138,1.5605522358584591,0.41153364634204187,Iris-setosa
+7,6.3358242455718825,3.3269684677363034,4.667372919097244,1.2823746506126148,Iris-versicolor
+8,5.363224800769176,2.800350433459959,4.647014925248689,1.5669518503626472,Iris-virginica
+9,4.49008913534673,2.6909762776064983,1.3600709090188774,0.40639784413161417,Iris-setosa
+10,6.615524638747761,3.2037068418493218,4.754864278459281,1.4131103970413106,Iris-versicolor
+11,5.073284804623334,3.514335597667148,1.7599246877852306,0.3081420141241608,Iris-setosa
+12,5.055428937313484,3.1081265358445265,1.515810896939095,0.253113444401437,Iris-setosa
+13,5.589203680993399,2.5323779267998,5.3962711913967905,2.1079260624514604,Iris-virginica
+14,6.027170522869187,2.824673384816134,4.70150371575295,1.7087851587653569,Iris-virginica
+15,6.304498823542725,3.2272197361642565,5.308561686576509,2.251773977272528,Iris-virginica
+16,5.115943504273411,3.1791527224560516,1.3940676681503388,0.2286903851972392,Iris-setosa
+17,5.922413450078346,2.76066533845339,4.1400604883798,1.4725626148671527,Iris-versicolor
+18,7.247190360200438,2.5111951446167007,6.232733495767658,2.056955679310311,Iris-virginica
+19,5.915482488942142,2.755204646080852,4.472294013743926,1.4268787586370455,Iris-versicolor
+20,5.020181887089144,3.457638574377482,1.4417011167730958,0.1034226516792934,Iris-setosa
+21,6.225991352652064,3.0248525862098368,4.772525763100226,1.7502329058984119,Iris-versicolor
+22,5.1125730359220585,3.309156963020907,1.682392556738691,0.3810652195945404,Iris-setosa
+23,5.7917489554762,2.7453543574167427,4.935489381806257,1.428307450101117,Iris-virginica
+24,5.442629291531681,3.4155899265179843,1.5631771646786892,0.2983307896107011,Iris-setosa
+25,5.107450705600179,3.306695133354839,1.5778421582796924,0.23324698612734662,Iris-setosa
+26,6.707667535568571,3.133755572477054,4.654510870996703,1.5317301735509148,Iris-versicolor
+27,5.7576919219992675,3.12335202952743,5.113829739126126,1.5991038709967123,Iris-virginica
+28,5.1079928072170455,3.4024946057887533,1.473486809158478,0.09062363195345369,Iris-setosa
+29,5.937182906952091,2.9119258747779915,5.4181809472581834,1.7210952065781362,Iris-virginica
+30,6.10790481557038,3.2323941632617306,4.89186808897363,1.5077280887980826,Iris-versicolor
+31,6.4726978241056505,2.7430656928162636,4.532353012300999,1.4401248546777299,Iris-virginica
+32,6.40608911208267,3.0776836799209817,4.618847079661733,1.5396161880900094,Iris-versicolor
+33,4.546167439000227,3.5694359791813746,1.6465962953919593,0.2553994413212215,Iris-setosa
+34,4.840449961223275,3.431318684228887,1.4847376978847096,0.17914373053979432,Iris-setosa
+35,7.154045194335966,2.6499753655983076,5.850649623604331,1.8898219067100572,Iris-virginica
+36,5.4011867191262874,3.3118371261205266,5.3769328233775155,2.057172574796546,Iris-virginica
+37,5.205926943962318,3.2994136153884686,1.4188528845282558,0.4205352544309974,Iris-setosa
+38,5.444363913886151,2.8096643212612964,4.365014734712448,1.4207830450566772,Iris-versicolor
+39,5.206425755896923,3.289782644739278,1.5813305999074976,1.6160909266590198,Iris-setosa
+40,5.223135626691889,3.7742300476689086,1.5231621314575268,0.45953143189188433,Iris-setosa
+41,5.369964986759193,3.605330323166484,1.4537457003013017,0.6517002186025922,Iris-setosa
+42,6.3620563224040465,3.2522601813218066,5.133177976909614,2.4735853282267968,Iris-virginica
+43,5.778431931077856,2.912687689472148,5.118219932027624,1.6727744965430473,Iris-versicolor
+44,5.105611050347848,3.3227547416587724,1.45465633117499,0.2993467497490168,Iris-setosa
+45,6.274916422995607,2.835628691736617,4.833787770447941,1.6615710881800805,Iris-virginica
+46,6.0408335405733835,3.0070079794652163,5.065207549907731,1.4522959873227745,Iris-versicolor
+47,6.225037360666326,2.317795482871704,3.946333855100873,1.3319982674500008,Iris-versicolor
+48,6.065076751938648,3.1338500441856767,4.52463546689092,2.2356240626983785,Iris-virginica
+49,6.58809970800715,3.1161812621250635,6.051291790992684,1.792884712757007,Iris-virginica
+50,6.5027973020370995,3.2176532842672225,4.98737100690857,1.4414017833273043,Iris-versicolor
+51,6.489512657834348,3.3824033901760213,5.9291911838102,2.1553204466315092,Iris-virginica
+52,4.739283012694187,3.190950218455277,1.7343346909378987,0.2559724252245551,Iris-setosa
+53,5.9972104563989435,4.280849765912977,1.5536708921645705,0.4252826504683025,Iris-setosa
+54,5.406452423067007,3.153245997436631,4.878995093220177,1.4372977596888306,Iris-versicolor
+55,4.630259833299123,2.908926256052189,1.4596023577102555,0.3040760688113237,Iris-setosa
+56,5.385089234417232,3.0081591097703937,4.143748059913556,1.2510452384217638,Iris-versicolor
+57,6.233823648274247,3.080187543038158,5.204018675130088,2.1734744140577638,Iris-virginica
+58,5.403314441591208,3.826933562614645,1.5094636275742535,0.30291747936437874,Iris-setosa
+59,5.092322249179729,3.439392786616094,1.681169611730787,0.268003841112939,Iris-setosa
+60,6.889831985848814,3.1499151311083535,4.940310915364123,1.426638289659729,Iris-versicolor
+61,5.014566106351125,3.622418147487782,1.4270653339951682,0.31494752906301493,Iris-setosa
+62,7.514828858029412,2.6675313132373906,6.412564958762547,2.102406253901411,Iris-virginica
+63,5.011404556580549,3.2926065429448768,1.7884445131165605,0.18454946861147448,Iris-setosa
+64,4.689423450068059,3.0669177543976245,1.5781799831981962,0.15409412636301148,Iris-setosa
+65,4.595760471862922,3.1171070071521316,1.5147924792074363,0.20765315192046202,Iris-setosa
+66,7.0628320631412596,3.3529899390983675,5.939098924155147,2.414844386477688,Iris-virginica
+67,5.884840590933548,3.9368149225505857,1.7520654064628418,0.23235220245643767,Iris-setosa
+68,5.197530746638526,2.838097012504,4.48623717020721,1.103219158153756,Iris-versicolor
+69,6.490353266527556,2.7317538936642385,4.84693296757463,1.900820030560934,Iris-virginica
+70,6.8332757881656505,3.182973743282306,5.39173132787481,2.6929017891113656,Iris-virginica
+71,5.87536142106002,2.7696619730383505,4.41248664386401,1.122291222128089,Iris-versicolor
+72,4.844225532781413,2.930963094975563,1.5043546650196704,0.252260597669725,Iris-setosa
+73,6.010042228051368,3.213000370450463,4.589506014140752,1.648183271974597,Iris-versicolor
+74,5.858378782693395,2.9706558504828275,4.506794908504771,1.4865402185292271,Iris-versicolor
+75,4.844801579993948,3.0808504141396815,1.336877353244865,1.3547919065878662,Iris-versicolor
+76,5.441863489784937,2.6609818946826795,5.155461581450022,1.6777973826025459,Iris-virginica
+77,5.217257728096618,3.5767453277670516,1.3766939873885875,0.2826403085800322,Iris-setosa
+78,4.990217564760165,3.074265764752758,1.8537835551944477,0.19256227999727804,Iris-setosa
+79,7.2306826852781425,3.4206864296886645,6.139064429830156,2.350298438917358,Iris-virginica
+80,6.473070397476146,3.2243430935410697,5.783397930928126,2.2876992750481566,Iris-virginica
+81,5.138335005723293,3.63924033636288,1.7649078091636268,0.29708950102251147,Iris-setosa
+82,5.233971887054916,3.083609014512514,4.962771006566675,1.4472611753464872,Iris-virginica
+83,6.126112057047294,3.0066706951229674,5.44730741987486,1.8878436047549632,Iris-virginica
+84,4.736506399253749,3.3037018488369525,1.479936435827431,0.21716297690467784,Iris-setosa
+85,7.13796168971739,2.538657610728249,4.541529053536963,1.5086455487311368,Iris-versicolor
+86,5.064098228462077,3.324057783632666,1.350457222703943,0.27988596650922554,Iris-setosa
+87,4.860915811831687,3.500344394883456,1.4845384710992071,1.793021097357901,Iris-setosa
+88,6.454209598271833,2.6004973659751753,5.1870441872043065,1.648529791560438,Iris-virginica
+89,5.007686208335522,3.3720677190230783,1.386854062788895,0.16394590147416524,Iris-setosa
+90,6.1484082864729706,3.286665334695935,4.747953778584867,1.4514793321084718,Iris-versicolor
+91,5.160030511383102,3.2067161464361424,1.6372726441286993,0.36303207189992565,Iris-setosa
+92,5.860024275864434,2.6675411423135964,3.7412995114986387,1.2374376414746426,Iris-versicolor
+93,4.9309759556490524,3.1096276786538004,1.566970028525813,1.3255991518917862,Iris-setosa
+94,5.35620486253995,3.216222034923924,1.3368408263103126,0.1726180617397085,Iris-setosa
+95,5.5245867159347775,2.9873093955306635,5.004011741801009,2.10676333329934,Iris-virginica
+96,5.431369083016975,2.741348323283698,3.866874502463617,1.2183548063204532,Iris-versicolor
+97,6.610256674841755,2.655600273850445,5.558736234505374,2.163885206965226,Iris-virginica
+98,4.8805090188080165,3.4112979611506744,1.554025430913834,0.11285768059855053,Iris-setosa
+99,6.525519208691608,2.5156800526319127,4.444137471626715,1.2178203129219949,Iris-versicolor
+100,6.251848795587818,3.113265273233955,4.474825115821859,1.664406004174399,Iris-virginica
+101,5.276668052325349,2.4235988690159704,3.7018931015486167,1.2180929072113431,Iris-versicolor
+102,4.939410540372242,3.0248362999551213,1.3990816865360363,0.3806307232841196,Iris-setosa
+103,4.8531326700025,3.051469549730271,1.6028033343513348,0.3206132207874353,Iris-setosa
+104,6.456384030586813,3.070457343445126,4.626708817576709,1.5765895467466848,Iris-versicolor
+105,6.088497478507986,3.2165108556472872,5.066116364198983,1.9321037216675752,Iris-virginica
+106,6.024833329381882,3.424358333159465,5.339589358158802,1.9772912958704443,Iris-virginica
+107,6.4496752677982325,2.9270485287185193,5.637754132053361,1.9787328892709235,Iris-virginica
+108,6.194356190085706,3.1260435573911782,4.656937943121372,1.700434761336014,Iris-versicolor
+109,4.884152984695179,3.3715076284349594,1.3881025027112222,0.09563641083275551,Iris-setosa
+110,7.355662380196966,2.8950391773559083,5.711519151614599,1.8399619541626477,Iris-virginica
+111,6.307951164157058,3.3430929183106346,4.89974284555457,1.5430405634842237,Iris-versicolor
+112,6.596291360823344,3.761018473202744,5.597353119482398,2.481309401098203,Iris-virginica
+113,5.475396775833363,2.9264078274212255,5.088876452696159,1.7930442219052452,Iris-virginica
+114,6.215788926995301,2.867503500294708,4.7003197062623805,1.555548377941203,Iris-versicolor
+115,6.40130260250367,3.0444358846173922,4.696439084999631,1.3821818113415334,Iris-versicolor
+116,5.309436410499283,3.1511065846790034,1.3695758659468689,0.13631600054305892,Iris-setosa
+117,6.167550492484765,2.914322339522921,4.914522160887309,1.9285826099234278,Iris-virginica
+118,6.895911679738786,3.158341131844447,5.8799403839372975,2.4783944248395127,Iris-virginica
+119,5.1383315282214355,3.729346974383757,1.2956877030984393,0.1956856933351192,Iris-setosa
diff --git a/iris/tvae/4/4/test.csv b/iris/tvae/4/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/4/train.csv b/iris/tvae/4/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/4/val.csv b/iris/tvae/4/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/5/synth.csv b/iris/tvae/4/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..caec505908814c8e80bde099bd375955a1112c97
--- /dev/null
+++ b/iris/tvae/4/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.220918178270529,3.348435735716525,4.692904936784398,1.6871918949254374,Iris-versicolor
+1,6.431514765960173,3.2990412884358076,5.469608692600889,2.116476175167243,Iris-virginica
+2,5.893898799698141,3.878105561118818,1.62147576622258,0.44554006512972644,Iris-setosa
+3,6.2569292973748105,3.0292494416683655,4.491888609060649,1.6535978301468504,Iris-versicolor
+4,5.118050371754434,3.15201538868418,1.4751806081215117,0.23284729267800036,Iris-setosa
+5,5.786106808276479,2.6162895677168767,5.320040866225981,2.5702760247227436,Iris-virginica
+6,5.685330006982728,2.971516238085336,4.099597741151938,1.4309685276619346,Iris-versicolor
+7,6.227250554528625,2.7967120413960846,4.52685439588557,1.2734282955361786,Iris-versicolor
+8,5.786762253137223,2.6782621558158324,4.212586466835388,1.2118657348396156,Iris-versicolor
+9,5.861063284106805,3.176984216144436,4.744326427280738,1.4331201575586632,Iris-versicolor
+10,6.54123999331269,2.639074289774042,5.64810718272761,1.6819926862203782,Iris-virginica
+11,6.100317324676488,2.735914733077852,5.292514083679039,1.701412177517966,Iris-virginica
+12,5.485125484225209,3.4330644954724465,1.5864047558421865,0.3946446232617691,Iris-setosa
+13,6.793449557369997,2.8464528159587292,5.040290737163681,1.31772909602519,Iris-versicolor
+14,6.5508322165477075,3.08211746031869,6.143366192980868,2.2343000580696826,Iris-virginica
+15,5.514971905765955,4.023075751289642,1.7958109405405174,0.5251884383220375,Iris-setosa
+16,6.586962729270277,3.0140561327049933,4.447050114784435,1.1858512232884697,Iris-versicolor
+17,6.215382970207676,2.969642977812227,4.682491091625782,1.6179236855709107,Iris-versicolor
+18,4.854503690526136,3.412062829594882,1.3668232020066693,0.1925391520723011,Iris-setosa
+19,6.9878827533754215,2.891385644529523,4.491407328711679,1.1696849758902912,Iris-versicolor
+20,5.83254304578665,4.432539488523062,1.7249279582453965,0.37441226565977836,Iris-setosa
+21,6.5339290528967435,3.409013539218103,5.618047806292073,2.4108189753605074,Iris-virginica
+22,4.853828520501193,3.3590710816201867,1.5878309929097496,0.1930761110344114,Iris-setosa
+23,5.990961849746401,2.8656019803449655,4.701123755476199,1.934910937549565,Iris-virginica
+24,4.655933124080632,2.1881425041858273,1.1458300358088158,0.3779050247427411,Iris-setosa
+25,4.477055159376459,2.261638210807438,1.2488353853646128,0.27541476866844167,Iris-setosa
+26,5.776202145984442,2.821202123116301,4.458644995593117,1.4004439204545005,Iris-versicolor
+27,4.963929026028703,3.316572567099194,1.6768485604249472,0.1616262947671375,Iris-setosa
+28,5.072857065674572,3.2832574983357565,1.508534591282815,0.1145619417744767,Iris-setosa
+29,6.334385851854017,2.97552752207196,4.698072607596308,1.4483421037630124,Iris-versicolor
+30,4.942992489356314,3.866931138099205,1.2539533079506078,0.3567783635127049,Iris-setosa
+31,5.318969456595887,2.6980325029852317,5.396853339526465,1.65930449959677,Iris-virginica
+32,5.494654916705768,3.4196498984323176,1.343883603485388,0.3577853433887132,Iris-setosa
+33,5.371078618509376,2.611489753161398,5.154040012263713,1.9974443117818597,Iris-virginica
+34,5.9994974626521795,3.1573644582828506,4.989223834987616,1.2540643125030795,Iris-versicolor
+35,6.553983016198949,3.0642741403085103,5.043538093347433,2.000498856541542,Iris-virginica
+36,5.294983004404372,4.015059609017923,1.6103901829668306,0.4529521276853874,Iris-setosa
+37,5.598794243261678,2.590362596866859,5.246731302908097,1.8678935872134865,Iris-virginica
+38,6.216231506154199,2.296526344261871,4.4644576789053785,1.3862273269252603,Iris-versicolor
+39,7.318764751458673,2.9250604485091034,5.664812660677821,2.0987644842328117,Iris-virginica
+40,4.962825956427533,2.996816573151458,1.4700685136794807,0.1536624865205738,Iris-setosa
+41,6.199504945121843,3.0742343265725918,4.2876346029432195,1.7672383736909973,Iris-versicolor
+42,4.932973071951033,3.2575490728180556,1.491478015268716,0.2107777585040954,Iris-setosa
+43,5.116076609515099,3.285888440344172,5.124794151572157,1.4517662613621372,Iris-versicolor
+44,5.719502751174614,4.055896258600138,1.4696465510598773,0.4595774567257041,Iris-setosa
+45,6.565934107823813,2.6535125491601583,4.600443430889466,1.258943754373002,Iris-versicolor
+46,6.4035921920365935,2.4918746522323203,4.0396794907468445,1.2112511310882983,Iris-versicolor
+47,5.808956720465746,2.77917607862239,4.242397198268089,1.0889243265780622,Iris-versicolor
+48,6.295885444704123,2.9294955517135413,4.59181565836717,1.9305905357468454,Iris-virginica
+49,5.654504309779108,3.6381765770513947,1.740320576690768,0.2887272473934407,Iris-setosa
+50,5.917814673825943,3.025765341947767,4.471279259271234,1.4439190082049083,Iris-versicolor
+51,5.604156826042224,2.6867027413646714,4.193424016952381,1.1643718451341631,Iris-versicolor
+52,5.502625759625676,2.5403664214936423,3.6007756386222827,0.9301597243021278,Iris-versicolor
+53,4.68109497534106,3.089553519806081,1.316589631335947,0.09156310271371376,Iris-setosa
+54,5.351965178474513,3.9527170250733152,1.7973200463404448,0.3942093931140452,Iris-setosa
+55,7.181903341307915,3.628607588407976,5.489391966952168,2.0903523417863665,Iris-virginica
+56,6.163231023370645,2.996741053067352,5.093274700166095,2.0095596522693286,Iris-virginica
+57,5.93260183819098,2.187564297251946,3.8907891145212976,1.2749216886900163,Iris-versicolor
+58,5.24778084181286,3.568016641818722,1.565727182876699,0.3609405904090509,Iris-setosa
+59,5.157915701813046,3.235671300015767,1.5030265357175643,0.3117829526121027,Iris-setosa
+60,6.05762553355871,3.181498879888578,5.230268553802492,2.4942437755406486,Iris-virginica
+61,5.826362508158309,3.7982519013557647,1.9034423326154868,0.2069350618539355,Iris-setosa
+62,5.324329072221278,2.1241333328539023,3.760919785442865,1.1785389116036873,Iris-versicolor
+63,4.844855251419288,3.2247658648727078,1.5923212563306468,0.2833192915203665,Iris-setosa
+64,5.1804611109325345,3.1949066061078897,1.398223482641555,0.20515250443108762,Iris-setosa
+65,5.28936784867486,2.6678623197954368,5.266285393620812,1.7451333213803262,Iris-virginica
+66,5.7798411304766715,2.8282475114275347,5.104739835690561,1.4752290650857525,Iris-versicolor
+67,4.910533993075599,3.3988137557146048,1.2765505721027615,0.32053212098011286,Iris-setosa
+68,5.5310656224431805,2.6999071348264776,4.731020619813941,2.040789605428191,Iris-virginica
+69,4.8271892318109515,3.119951933481285,1.6267162039960494,0.27778535734611276,Iris-setosa
+70,6.684375477947603,3.037049800203099,6.022503266275039,1.8075361699971717,Iris-virginica
+71,6.431436590695047,3.4106597044377986,4.879848491879937,1.384760514666406,Iris-versicolor
+72,5.5853502860759345,3.634507629589629,1.5259832979536547,0.22513978703634913,Iris-setosa
+73,5.057954797592261,3.5302396853961007,1.6442229878930603,0.12775601210052165,Iris-setosa
+74,5.394914676167591,2.826633197624953,4.342166871421349,1.3915855738265814,Iris-versicolor
+75,5.338114809411024,2.3417956144419847,3.7268460930707668,1.515130379574686,Iris-versicolor
+76,5.257141985868628,3.4960979913764296,1.795237010213953,0.15968765027257742,Iris-setosa
+77,6.6190219263296175,2.8620359028846916,5.616231635274593,2.168378731097425,Iris-virginica
+78,5.163800731152237,3.6833638438371614,1.389320106121783,0.37312518977709297,Iris-setosa
+79,6.269676503952895,3.0584580660162803,5.021216892965483,1.897826012243984,Iris-virginica
+80,6.76171157121907,2.74054307454548,5.094993894141998,1.7808868325715477,Iris-virginica
+81,5.363391838187939,3.513005534677853,1.441143078434801,0.23629259697629046,Iris-setosa
+82,6.009283959456519,3.6774212825056702,1.489502458936906,0.2868624729111882,Iris-setosa
+83,6.277114389058587,2.6511425507108544,4.964704260183288,1.9734912618038432,Iris-virginica
+84,7.245996183483897,3.0072447385866807,5.070178557757005,2.145570582129592,Iris-virginica
+85,6.651883241619416,2.964925075210076,5.101299939879541,2.1303665066222894,Iris-virginica
+86,5.7052360941791544,4.066892598067186,1.7551294119109362,0.2698649566398948,Iris-setosa
+87,6.4891185382240355,2.806994693301534,5.032852263132232,1.6777173259957168,Iris-virginica
+88,5.074908714298069,3.2714403453527106,1.5128645368739417,0.5004726073474622,Iris-setosa
+89,6.007088686004802,3.3078732434877436,4.295462468316579,1.5025435737851771,Iris-versicolor
+90,5.620304696698131,2.597221268581713,5.412705157934088,2.274059081749579,Iris-virginica
+91,5.960593395058719,3.0132109077755063,4.576137819051053,1.220133917567295,Iris-versicolor
+92,7.3953016733076815,3.473319207168716,6.155699818169783,2.665914271342706,Iris-virginica
+93,6.487182518219569,3.0058112561133683,5.21367989544737,1.4113154598326798,Iris-versicolor
+94,4.7679612345872044,3.099917968856599,1.4405339512146165,0.12616812941386324,Iris-setosa
+95,5.815474055501196,2.9012552221240737,4.890791301370922,1.255701698106796,Iris-versicolor
+96,5.104930258668421,3.1964064287957257,1.6023677871879045,0.4629169274560488,Iris-setosa
+97,6.288939751947513,2.9711604424313722,5.4099883874850425,1.8503483924353743,Iris-virginica
+98,5.76729283109171,2.2122789071732094,3.6260716819585244,0.9297874255621772,Iris-versicolor
+99,5.919338624303477,3.4262234340264253,1.4065766566161035,0.26523941926094247,Iris-setosa
+100,5.261331541077553,3.3103406141028517,1.6630282256852067,0.23756471158755035,Iris-setosa
+101,4.692753756359878,2.7993279703108724,1.244393107176085,0.16142171695941693,Iris-setosa
+102,4.592487522757843,3.54123271562573,1.3536758821144586,0.28811808377956577,Iris-setosa
+103,6.725018924081318,3.194713949357387,4.431581416298288,1.2943034241505504,Iris-versicolor
+104,5.1902180750986115,3.3026695686718646,1.5239365394804558,0.447300878126477,Iris-setosa
+105,6.8091702546239565,2.998933499629437,4.722785103629911,1.46930416071061,Iris-versicolor
+106,5.137992023774381,3.338723946156876,1.4035282112052934,0.5601825946888805,Iris-setosa
+107,6.504817615500573,3.04131189540367,4.717869279391416,0.9872640544464125,Iris-versicolor
+108,5.1128798152233,3.939210897282864,1.4414711890749488,0.31902219173998925,Iris-setosa
+109,5.846588812799128,3.8303982945645867,1.7211535603419321,0.2854668607937741,Iris-setosa
+110,5.589624782807585,2.709107825835864,4.16262649190884,1.4904825843004772,Iris-versicolor
+111,4.800007531979221,3.060611450218583,1.5815754334317036,0.1092288280691763,Iris-setosa
+112,6.394983990802452,3.1614285899534056,5.393717065181706,1.86527188720381,Iris-versicolor
+113,5.865841057450655,2.74418782012409,6.260967497392704,1.8804662899295161,Iris-virginica
+114,4.703684780038888,3.3523485059678277,1.4285407045460183,0.3197972178536564,Iris-setosa
+115,5.202150274221719,2.6633666151507995,4.4853487743816505,1.5207510433766562,Iris-versicolor
+116,5.648104771921898,2.2819383153789037,4.0497548260305,1.0767989827141777,Iris-versicolor
+117,5.271123468204448,3.394965357502554,1.501641317563512,0.3644428512107896,Iris-setosa
+118,5.570939693761031,2.3917072463190934,4.060802937101353,1.0117777178659813,Iris-versicolor
+119,4.5804192361739515,2.5360749016537025,1.314211205414797,0.21965022906828285,Iris-setosa
diff --git a/iris/tvae/4/5/test.csv b/iris/tvae/4/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/5/train.csv b/iris/tvae/4/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/5/val.csv b/iris/tvae/4/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/6/synth.csv b/iris/tvae/4/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3f4520e166ced415ec5fbc74c736cf0035f4ac97
--- /dev/null
+++ b/iris/tvae/4/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.095778018597551,3.2124866269290884,1.4673250825102397,0.25286643267199893,Iris-setosa
+1,5.176850554259081,3.445107832018579,1.4154840282422723,0.22037181383761406,Iris-setosa
+2,6.014624062161716,2.6455052583831455,5.247652541008041,2.8220861082959727,Iris-virginica
+3,4.957790006354289,3.4712613388617313,1.5344495846963262,0.30503401887550297,Iris-setosa
+4,5.250101909197216,2.5541217100671076,4.227633063250546,0.9232432794327965,Iris-versicolor
+5,6.018910966652716,2.770196610850512,4.355114288310001,1.375977793940048,Iris-versicolor
+6,5.35634442661031,3.6172626417127067,1.3717734746756323,0.3288409370194221,Iris-setosa
+7,4.78393580633672,3.4201439173900297,1.3814034795164125,0.338820833237141,Iris-setosa
+8,5.79100039163251,2.7708684525312077,5.135564059272154,1.8149606802395988,Iris-virginica
+9,6.52957768588779,3.0502002285562746,5.492624647370377,1.8912735287515865,Iris-virginica
+10,7.355891114545625,3.3478287473704835,5.900051293033185,2.313370090403225,Iris-virginica
+11,5.266461965347055,3.481355149665757,1.5643632516217718,0.3788493858624298,Iris-setosa
+12,4.5910895914290215,2.886634724204511,1.7435826033979096,0.1637410574545055,Iris-setosa
+13,6.015815301078773,2.7460435915809254,4.178135895194497,1.3552950291271832,Iris-versicolor
+14,6.055284466157214,3.1453899193252037,4.608444910886431,1.8633443017691451,Iris-virginica
+15,5.181846057349594,3.47273954693643,1.5164398247607656,0.5491415223316223,Iris-setosa
+16,5.166857426064456,3.3179140172913164,1.7937314878136,0.6175202109683717,Iris-setosa
+17,6.884466543624843,2.6942584814635886,6.379006420823455,1.82421330066192,Iris-virginica
+18,6.325252627138454,3.17555256294097,5.517278694245963,1.9122526971877005,Iris-virginica
+19,5.24936628289156,1.7808804058260768,3.6116524546775532,1.0114298185677582,Iris-versicolor
+20,4.505560410958126,2.96333619597922,1.524901149373484,0.24067359764413607,Iris-setosa
+21,6.519684617624441,3.115268282567333,4.579848557742009,1.6096077538615114,Iris-versicolor
+22,5.907244536272833,2.5011253089456638,5.041117247600598,1.9645561798177362,Iris-virginica
+23,6.542880768746475,2.9942815644085923,4.513915142682179,1.319213543479767,Iris-versicolor
+24,5.676795327751149,2.612918732709938,5.008246333578809,1.4122607033889047,Iris-virginica
+25,5.8255665563526655,3.0775068757173214,5.285568729734872,1.7145896479561613,Iris-virginica
+26,5.3064637793626765,3.0695434025326005,1.4668859369352825,0.28313832940379136,Iris-setosa
+27,4.935097462599295,3.3661511895117626,1.5161234317486576,0.14905615825387258,Iris-setosa
+28,4.998133296184067,3.995195737550633,1.4900194464416274,0.3231369762893898,Iris-setosa
+29,6.873849800531454,3.2807427824358952,5.542014120271227,2.4771496616472706,Iris-virginica
+30,6.119443470692057,2.650455731094728,4.98656633667218,1.512458500689839,Iris-virginica
+31,4.75627113553879,3.091144550063843,1.6880250106984405,0.061790867751298634,Iris-setosa
+32,5.155757523686258,3.5834840769572986,1.5925790971470422,0.03893105153760093,Iris-setosa
+33,6.284823739169929,2.6382957021162188,4.317166675576553,1.3696435584656061,Iris-versicolor
+34,6.090369520951632,3.1805920744957965,5.216827474133219,1.9113451811625661,Iris-virginica
+35,5.180117134236507,2.1874140044459063,3.9281359166444356,1.219226777873031,Iris-versicolor
+36,5.316083388449905,2.607941646763804,3.877744830611195,1.0159987242772348,Iris-versicolor
+37,4.936337567133104,3.4923525821656236,1.7706658209237391,0.2257904409246999,Iris-setosa
+38,5.436388291509445,2.6362220350022203,3.9579377707865206,0.984532580441992,Iris-versicolor
+39,6.161856892322271,3.118697724942161,4.814399194441783,1.5344528653032876,Iris-versicolor
+40,5.764852840228917,3.0306079845072564,4.752433701559753,1.5169481505932518,Iris-versicolor
+41,5.59456198648598,2.256064418861162,3.9058484035896055,1.1728209262823635,Iris-versicolor
+42,5.843496168074266,2.5362138928574067,6.226492355885189,2.4511972188264286,Iris-virginica
+43,6.382503190222619,3.1314000140666773,4.705189759861031,1.2795515682136491,Iris-versicolor
+44,4.509814467404151,3.0135628145192754,1.703443999736793,0.14321690486008587,Iris-setosa
+45,4.904501541312748,3.365060936518605,4.695271261318444,1.7524095974818785,Iris-setosa
+46,4.700158786356454,2.7606079261505743,1.1067474855479615,0.29903140316407345,Iris-setosa
+47,5.966990560658843,2.8888707928058355,5.494931321604796,1.760738703879484,Iris-virginica
+48,5.019197411484286,3.196615628390502,4.9965131152238556,1.615413874937347,Iris-setosa
+49,5.039799513094696,3.3420146706780427,1.6403034320581416,0.39599156253196033,Iris-setosa
+50,5.1013869790725686,3.2295447463692817,1.6396496021667306,0.31228913486041093,Iris-setosa
+51,4.953606920436632,3.2326578088384377,1.3082271679129647,0.15550713556164897,Iris-setosa
+52,5.935867055580724,3.2656752372481606,4.974825981682345,1.9700925443138873,Iris-virginica
+53,5.777293553442822,2.951836721376357,4.128977182314588,1.8280819671798239,Iris-versicolor
+54,4.868163733845119,3.3780890518661644,1.4668570257192852,0.210380768587269,Iris-setosa
+55,6.772714308890364,2.778846842117175,5.274227836360309,1.862919948492328,Iris-virginica
+56,5.26706101247207,3.5350889410550055,1.3322561019918404,0.44777584295913164,Iris-setosa
+57,6.2555235847187625,2.891204351202058,4.523869318772753,1.2649254765280133,Iris-versicolor
+58,6.355697128401966,2.945064273054471,4.39618726757996,1.561459323210092,Iris-versicolor
+59,5.7945863391110874,2.6992822116606607,4.601798817812145,1.5955331962801593,Iris-versicolor
+60,6.428295270317293,2.95885368096099,4.795144733983019,1.4108547488806535,Iris-virginica
+61,5.254675978022444,2.8739963265647797,5.258817522303378,1.8564537324724206,Iris-virginica
+62,6.06142747210074,3.281749920089942,4.984134918812942,1.7291870259299056,Iris-versicolor
+63,7.19637618643171,3.436622714303115,5.890908515522572,2.2442087881510613,Iris-virginica
+64,6.405658510672202,2.996445712291789,4.317407786878854,1.2379102545975336,Iris-versicolor
+65,5.872884406613718,3.1230151732358644,4.614918222437183,1.5581221805176773,Iris-virginica
+66,4.756607439396277,3.126980624356305,1.5150668591227594,0.3631021754126041,Iris-setosa
+67,5.320199387780632,3.8312380212624926,1.2950326107430639,0.3493718532977339,Iris-setosa
+68,5.155733142828369,3.5109535478022993,1.5394690776754596,0.3556687241683316,Iris-setosa
+69,5.775032713783247,3.073555082591526,4.586964347209076,1.2861612271769665,Iris-versicolor
+70,4.904517101844432,3.262248958527151,1.3095323663189802,0.2086148573860759,Iris-setosa
+71,5.250879960275519,3.8303669212548526,1.486365010532145,0.19233547407462145,Iris-setosa
+72,6.814168914101837,3.0520678813613684,5.491643119715795,1.9776904216024844,Iris-virginica
+73,6.488594231194281,3.2489296040482754,5.014782038518238,2.1732545907165672,Iris-virginica
+74,6.482373798599853,3.0893020406545877,5.350536922246889,2.081619539500667,Iris-virginica
+75,6.1373596734452365,2.8093617727293543,5.096097107710989,1.5150104418104278,Iris-virginica
+76,5.38681924455019,3.506725584552098,1.576359978015624,0.48888517784973845,Iris-setosa
+77,6.101358809566908,2.4041217659229623,5.539848198738943,1.6917301724021587,Iris-virginica
+78,4.603860457674554,3.173308244952552,1.5490288898354518,0.1771579006706649,Iris-setosa
+79,4.707251871310133,3.1979303371937227,1.4375991043244187,0.20335868426432324,Iris-setosa
+80,6.2629003003186465,3.920291268341702,1.4894869589322348,0.23977670371973767,Iris-setosa
+81,6.36741446024267,3.3507036020067544,5.213170630223131,1.538732947886906,Iris-versicolor
+82,4.550782029648429,3.1468453252210686,1.522360388562115,0.33281214164178435,Iris-setosa
+83,6.858058105970132,3.155209260611239,4.841159579137462,1.3742294120059038,Iris-versicolor
+84,5.180405098775609,3.425499641292696,1.5575116782658718,0.4609727905859307,Iris-setosa
+85,5.422201139669726,2.8347477081853683,3.9253211245557753,1.145175881212673,Iris-versicolor
+86,4.614966230274628,1.9152570474766866,2.8049787432150235,0.826526720910451,Iris-versicolor
+87,4.490635432929596,3.285585445522556,1.4525012550848957,0.32074414503697474,Iris-setosa
+88,7.3323683054250175,2.9158630729004984,5.745495554125165,1.8603085811481455,Iris-virginica
+89,6.487190997533976,3.009873401641926,4.9095959093568,1.5509833564161322,Iris-versicolor
+90,6.4795807752790955,2.9932786095572954,4.5018725450287755,1.549182819297143,Iris-versicolor
+91,6.005252755896634,2.8309883752067253,4.816583629640693,1.6592222031982415,Iris-virginica
+92,4.637923401162291,3.0737312350510195,1.7157885359239704,0.2766516892854565,Iris-setosa
+93,4.656871731119528,2.5774435951933388,1.2860126661959927,0.27290947955860567,Iris-setosa
+94,5.280405794509908,3.02918979800649,1.3969026669888682,1.5263411825652495,Iris-setosa
+95,7.731293072081723,2.6927467328471324,7.218479625428616,1.7933017643616738,Iris-virginica
+96,5.522030101275873,2.7949806027271866,4.594153513693466,1.3707157596747785,Iris-versicolor
+97,7.034041288200952,2.960372219938924,4.607288400318883,1.0472941355948215,Iris-versicolor
+98,5.766421419160479,2.972031221014039,4.701362421985222,1.6776793366704337,Iris-versicolor
+99,4.996825649492535,3.5368555929402703,1.7052642982511665,0.15295032652951307,Iris-setosa
+100,4.9741657791901135,3.543333134630825,1.6795553412784958,0.18996894343946136,Iris-setosa
+101,4.9466875337461955,3.1959871614141404,1.2057919885481623,0.22659060729560732,Iris-setosa
+102,6.643220001335372,2.6666729550854815,4.525460946302869,1.119763019838532,Iris-versicolor
+103,5.111477510630951,3.4888330990919982,1.5717364360528372,0.20936408660816277,Iris-setosa
+104,6.039306112434411,3.068070735096351,5.519370696230522,1.7432441778741905,Iris-virginica
+105,6.897399983860616,3.8963691411367014,1.5938266465718556,0.5076006552828731,Iris-setosa
+106,5.231574182147872,3.5734616378640163,1.4855493756533014,0.2405977319893428,Iris-setosa
+107,6.871292252205336,3.1558214880725823,6.362883232169194,2.4963204337585507,Iris-virginica
+108,6.490163611182977,2.7060347706391195,5.594456119082448,1.7613204067875075,Iris-virginica
+109,4.34103282853061,3.4381090998844446,1.1160178106080592,0.21495319734957816,Iris-setosa
+110,6.018754066624982,3.3260374075460883,4.928220558299651,1.6192213543599505,Iris-versicolor
+111,5.31096389324835,3.3915224708751612,1.4261168973048253,0.24499894865257116,Iris-setosa
+112,6.007213482582419,2.9254937624072803,4.758083870471586,1.496370167074861,Iris-versicolor
+113,4.1999330391376155,2.238000603271373,0.845994178637732,0.3823375653219092,Iris-setosa
+114,5.190544569610766,3.70366494639052,1.6282549297008182,0.3882987684462772,Iris-setosa
+115,6.487097298352592,2.7517297600255377,4.54577795587742,1.0575385860174875,Iris-versicolor
+116,5.0042332579210465,2.69129141311014,1.4959832950444074,0.21397648129516905,Iris-setosa
+117,5.378628202032042,2.3757839142821324,3.2462529691290607,0.849440087906719,Iris-versicolor
+118,6.100473141143046,2.8285739793111038,4.857078917831232,1.7761492587623104,Iris-virginica
+119,6.1354311221629,2.9296241539017016,4.805380154027968,1.8480101994485627,Iris-virginica
diff --git a/iris/tvae/4/6/test.csv b/iris/tvae/4/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/6/train.csv b/iris/tvae/4/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/6/val.csv b/iris/tvae/4/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/7/synth.csv b/iris/tvae/4/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6c5e8d445108cfd01eec99c0e55da1f852477a36
--- /dev/null
+++ b/iris/tvae/4/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.566448582082018,3.1904690470683996,4.751607317222804,1.6014002251791175,Iris-versicolor
+1,5.148909255628969,3.381041698516583,1.269246586147594,0.3943037244752069,Iris-setosa
+2,6.786074325334594,2.8479345669966123,6.097180660339016,1.7932475410071858,Iris-virginica
+3,7.22165354186715,2.681228009431169,6.118000495778237,1.9525036084093799,Iris-virginica
+4,5.242076769751448,4.107979391788802,1.6292304791192225,0.254286480106282,Iris-setosa
+5,5.310320340122838,3.823678599637105,1.27787224639813,0.28954615236899633,Iris-setosa
+6,5.307644325864981,3.7782335751631466,1.6003752138776652,0.44974494970065326,Iris-setosa
+7,5.437075612141335,4.201505363693604,1.3923012202011833,0.4416919691460034,Iris-setosa
+8,4.858762151867454,2.9566561383502616,1.2912934162239784,0.10329255735264678,Iris-setosa
+9,6.14043788771329,3.1676336432247547,4.576067138098435,1.4348265537556797,Iris-virginica
+10,5.274582936479607,2.036129594542147,3.336642421790059,1.0986893577180026,Iris-versicolor
+11,6.34343103996848,2.687257664880626,4.360214311480563,1.0099104712720377,Iris-versicolor
+12,4.915898831886775,3.318073644975875,1.5021984480523498,0.21585910339298384,Iris-setosa
+13,5.012086512556797,2.55767999663463,3.817273983997203,1.5194669224305777,Iris-versicolor
+14,6.3263840101457,2.874119898099058,4.594764095581535,1.4019787801108894,Iris-versicolor
+15,4.769077029117048,2.9552590610495457,1.571818001975928,1.1555689896789254,Iris-setosa
+16,6.830973075330459,3.142417230519367,5.519001805696374,1.9173372349279323,Iris-virginica
+17,6.391561603543083,2.521875637632261,5.014785405287948,2.050821587927499,Iris-virginica
+18,6.579269797171859,2.5273050922768863,5.477711550890465,1.7593245727559492,Iris-virginica
+19,4.915735054879354,3.283638147687456,1.6864440687834072,0.48229577823931513,Iris-setosa
+20,7.097521428731843,2.76081880511389,5.108064917076655,1.7066541915910314,Iris-versicolor
+21,5.388195607660718,3.9090836053648843,1.6783941422700983,0.30857845032688497,Iris-setosa
+22,6.217512919957554,2.6532337722729538,4.679518115092205,1.742136972992332,Iris-virginica
+23,6.753456490078029,2.349320277970539,4.277939332924033,1.1402878191590733,Iris-versicolor
+24,5.280697281670464,3.7512027715211875,1.67126383245949,0.04026417474323865,Iris-setosa
+25,5.013838832951415,3.392010581114153,1.4582753981897545,0.07933531636583127,Iris-setosa
+26,6.612628957838277,3.0215974924758626,5.4453373897984845,2.092073001414807,Iris-virginica
+27,4.851902802183082,3.359422722397911,1.5447962603076955,0.25691017082622597,Iris-setosa
+28,6.380345958376492,3.1674134908012612,4.928062813082203,2.2168585741655846,Iris-virginica
+29,6.031708763325641,2.433519462061489,4.337921468996384,1.2970761202623158,Iris-versicolor
+30,4.780996933443983,3.501095979296128,1.4564175223523583,0.2492406583769024,Iris-setosa
+31,5.46984958415207,2.9903781326394574,1.6612818651497014,0.2645774637385239,Iris-setosa
+32,4.79462673047011,3.2968273250070816,1.5808197232005912,0.10145752659432514,Iris-setosa
+33,5.368672328994064,2.7132041622225374,4.025144047590117,1.2249548740536595,Iris-versicolor
+34,4.548868706501959,3.2899349626824765,1.538624429001975,0.09420828460372152,Iris-setosa
+35,6.339252167217719,2.8679451979480017,5.186334629589618,1.9248551003203256,Iris-virginica
+36,6.6692317223492665,3.3583250023914455,5.57238826484529,2.1884270874082237,Iris-virginica
+37,6.422831162503852,3.000447922026067,4.775161125194026,1.8730795490158532,Iris-virginica
+38,6.113041831232024,4.1193540144368805,1.3031726046550132,0.4863200748583173,Iris-setosa
+39,6.164203762172153,3.1663026551716587,4.789107873126051,1.5941541746804468,Iris-versicolor
+40,6.164914112175746,3.0740147653347054,4.534954673076548,1.3811674201061865,Iris-versicolor
+41,4.908170429510971,3.2687563474887695,1.2449740380790724,0.22726450417388247,Iris-setosa
+42,5.346491691280126,3.7421492365399778,1.2035444522707421,0.0899613202323861,Iris-setosa
+43,6.025564230546856,3.0019732405285784,4.766722066588389,1.7571802803282481,Iris-versicolor
+44,4.988189908969937,2.650542617881735,4.4030677851470665,1.370276980817299,Iris-versicolor
+45,5.546150263101621,3.1364430329131916,4.445366604784075,1.1330151345556811,Iris-versicolor
+46,6.344726880099342,2.6467763232440817,4.538248836934598,1.6097356324053242,Iris-versicolor
+47,5.370368807206294,3.4220292375069423,1.3806071808959846,0.14631870160460542,Iris-setosa
+48,4.824407910235021,2.8307520354603044,1.2260741264079138,0.24337940279795775,Iris-setosa
+49,6.02455079768853,3.81272998749591,1.6229412514046526,0.2643113774534794,Iris-setosa
+50,6.4927589239642485,3.0387207221891654,4.795657788415871,1.578130185994065,Iris-versicolor
+51,5.355401062317853,2.720352121913851,4.168965175271602,1.536627104308937,Iris-versicolor
+52,4.884910599927808,2.9568280861184633,1.598483941501401,0.16636482936598934,Iris-setosa
+53,6.234816567399579,3.332835945153551,4.526451337474436,1.2228462382698297,Iris-versicolor
+54,6.1556021718681135,2.8834348231717364,4.968112264767959,1.897619856198714,Iris-virginica
+55,6.002021384710846,3.1319604433839143,5.170967069359571,1.9582177850613975,Iris-virginica
+56,5.031311992032711,3.4132736074524055,1.8994062213621203,0.4534750513816329,Iris-setosa
+57,6.316792635890947,2.725200963779196,4.295061339950083,1.2103731337226826,Iris-versicolor
+58,6.477442526468868,2.8981664940831315,5.135306783870433,1.5925890795990996,Iris-versicolor
+59,6.667578300582887,3.1562900530298736,5.102575261633198,1.5592364104668592,Iris-virginica
+60,5.954929934221585,3.1140434601630003,5.042956305823527,1.80700955190547,Iris-virginica
+61,6.080063224602248,2.9886910100984054,4.782754446098561,1.3534216607172682,Iris-versicolor
+62,5.926420231943963,2.972668094742242,3.3936137889217495,1.5019116538793091,Iris-versicolor
+63,5.187277176840611,3.4120491344839756,1.5507514189377076,0.07382018119045342,Iris-setosa
+64,6.48526483883235,3.021186921286349,5.007480268773589,1.3875266755146787,Iris-versicolor
+65,4.923520160028611,3.009189135196761,1.4740231097090546,0.14113590176980334,Iris-setosa
+66,5.898881983765133,2.919833782715512,4.5513978805078725,1.1652228656957648,Iris-versicolor
+67,6.588719947247152,2.740644745337227,5.998214005952655,1.8776259790136427,Iris-virginica
+68,6.556092544329683,3.215157210187791,5.2006621749524,1.9641501927088032,Iris-virginica
+69,5.460502712987352,3.0420636708244264,4.024885461094723,1.2871210967745552,Iris-versicolor
+70,5.217037475253822,3.2653450839122304,1.4191457896795705,0.14147735162422526,Iris-setosa
+71,6.743220755118126,2.964498001792894,5.468037198013708,2.3154489610190954,Iris-virginica
+72,6.152063608603126,3.011930740087775,5.231507644424492,1.7415553775113537,Iris-virginica
+73,7.624594961421545,2.554099332363616,6.357993035330912,2.1304055020071595,Iris-virginica
+74,6.434362669628253,2.8339711518904016,4.296016439182333,1.5672454543596996,Iris-versicolor
+75,5.134382992059095,4.108467690744945,1.4441808800532094,0.28343076874507034,Iris-setosa
+76,6.40084042767318,2.8024331806875913,5.965164106373891,2.0838779945466923,Iris-virginica
+77,5.4846100991612,3.847672096139715,1.477277632355546,0.3408715555322581,Iris-setosa
+78,4.540123344683391,3.1156813274330815,1.3668690238364571,0.2400022195840256,Iris-setosa
+79,4.510193894711076,3.309481314646755,1.5309654544492195,0.11492580753289897,Iris-setosa
+80,5.397128473603755,2.347808469259683,3.246345443799519,1.0398371686318337,Iris-versicolor
+81,5.326247354822526,3.698704984778873,1.5151616180697156,0.3433850730754203,Iris-setosa
+82,5.077481696460708,3.112611085083635,1.3649157322018597,1.7584582912351063,Iris-setosa
+83,4.717015625256056,2.860521273837623,1.1900364014326907,1.230427511469448,Iris-setosa
+84,6.13716047530208,2.9943041246362867,5.199298212540022,2.1246959969952117,Iris-virginica
+85,5.89761546622801,2.373609507832572,3.952769664748482,1.0872376684796912,Iris-versicolor
+86,5.92531336380696,3.120142322404967,4.034642743284795,1.6169004732249352,Iris-versicolor
+87,5.911455855680083,3.5812641147433744,1.6673138726001968,0.2792867415973263,Iris-setosa
+88,6.410160312283094,2.932738601828548,5.238794960225672,2.185446173685021,Iris-virginica
+89,5.273637441068915,3.3295521918667736,1.435204876213949,-0.012182610171091457,Iris-setosa
+90,5.600614170775432,3.4971932621856165,1.4831053589814434,0.21691717855585468,Iris-setosa
+91,5.04620128937439,3.3346941649075346,1.5563488758412531,0.09375539414866754,Iris-setosa
+92,5.111571612738346,3.5860399096241213,1.436421024705243,0.24080189347216416,Iris-setosa
+93,6.400957830978956,3.0277798721691305,4.298746595253817,1.3244986562649537,Iris-versicolor
+94,5.724240251603909,3.1011569206361487,4.614645485876147,1.3490146771894573,Iris-versicolor
+95,4.937323410531061,3.071747444334564,1.247496276438299,1.522794233891902,Iris-setosa
+96,6.910552729839587,2.5789423919703123,4.433780792046998,1.6921681928963512,Iris-versicolor
+97,6.707062187367477,3.0077285524776225,4.247321154126576,0.9083984418916411,Iris-versicolor
+98,6.05163537966774,3.1710209157300975,4.75198552793368,1.5949454933243146,Iris-versicolor
+99,4.791280107290191,2.82218060105322,1.3768822719965141,0.3043330640059241,Iris-setosa
+100,4.856907942259837,3.3315725734006394,1.7738437829395057,0.18173591388986182,Iris-setosa
+101,6.957135654935771,3.1154323286260954,5.478443779959146,1.8962524374252177,Iris-virginica
+102,6.622956219985136,2.700346989807211,5.213326794677251,1.581592368118143,Iris-virginica
+103,4.9527836065083815,3.4588537460177093,1.4248720067793659,0.16992498395571703,Iris-setosa
+104,5.2194300723490255,3.1624986109365563,1.4238362618800318,2.184312867866725,Iris-setosa
+105,6.0287144187811945,2.9195279088329826,4.998875062962769,2.1769437162890224,Iris-virginica
+106,5.455508815223936,3.902667887749304,1.5325206654871635,0.2713171149223982,Iris-setosa
+107,5.023164055583062,3.1813813193927443,1.6186910587860934,0.09097285168649666,Iris-setosa
+108,6.750918397996048,2.9638444782030624,5.225671852374668,1.6307312568421506,Iris-versicolor
+109,4.89890498404742,3.3863831408596887,1.4138493910167138,0.12511639707845237,Iris-setosa
+110,4.685887981024829,3.0516306399233333,1.824062477363225,0.21642910571990787,Iris-setosa
+111,7.221255437651814,2.8360592790506507,6.580618682862789,1.9256048505488153,Iris-virginica
+112,4.772825325872737,3.0961084902754554,1.443724047809299,0.16514581538066692,Iris-setosa
+113,6.329864943257289,3.2185305266797894,4.249097339455174,1.6882213864465314,Iris-versicolor
+114,5.352828025699686,2.8415119434035656,4.3301737232001045,1.112453234218426,Iris-versicolor
+115,5.712910170673936,2.8280625291135633,4.178540547392303,1.4292601868863808,Iris-versicolor
+116,6.230193477653321,2.9053475334483454,4.349513534964337,1.9985327217818907,Iris-virginica
+117,6.415638577937769,3.204746088959383,5.5650214067859824,2.109288715940803,Iris-virginica
+118,4.890069084235422,3.5265503930869255,1.522646340202797,0.28994222048580626,Iris-setosa
+119,6.6824675780409315,2.747954841329538,4.7004677850054115,1.561571366019839,Iris-virginica
diff --git a/iris/tvae/4/7/test.csv b/iris/tvae/4/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/7/train.csv b/iris/tvae/4/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/7/val.csv b/iris/tvae/4/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/8/synth.csv b/iris/tvae/4/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..73ef0a915c26be08ad17fe34873eebde2358adcb
--- /dev/null
+++ b/iris/tvae/4/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.684614528950478,2.3702294108725055,5.399806670154975,1.9221571797010597,Iris-virginica
+1,5.397046392972009,3.7976386381751834,1.6043700257338167,0.19977612385008348,Iris-setosa
+2,4.433053651094582,3.581713839878039,1.5893912203258314,0.21564594325579847,Iris-setosa
+3,5.1666836325836565,3.652872025362397,1.5172137748850323,0.46791491710803335,Iris-setosa
+4,4.442672407818034,3.613472045031682,1.479897657147297,0.2824213540189035,Iris-setosa
+5,5.410518123410509,3.2689392181862176,1.773871496446735,1.9222058447658636,Iris-setosa
+6,5.4179589021426455,3.4023817176252744,1.3688433318293567,0.2788852903604785,Iris-setosa
+7,6.098564135634618,2.581159890850262,3.9056759835944383,1.7224967232527306,Iris-versicolor
+8,5.964677132789335,2.840455235403953,4.45484989590574,1.5037268414857996,Iris-versicolor
+9,5.029502737281963,3.1913453920834676,1.4622128101819285,0.00028748210208590086,Iris-setosa
+10,4.878446526112764,3.19786636703671,1.5392438690810717,1.4011265614133117,Iris-setosa
+11,5.953673610197084,2.54751418314668,5.1205227736472425,2.3545706584274924,Iris-virginica
+12,5.4663667570313965,2.5483750199883515,4.484003270119743,2.0562608037970103,Iris-virginica
+13,5.638837660315131,3.2074517782471346,4.8570876739254185,1.2009818873925837,Iris-versicolor
+14,5.032963684815012,2.1517560377854883,4.446825586322568,1.6415072637984813,Iris-versicolor
+15,5.085092792605995,3.7572480403716058,1.3633862956104454,0.42257626630885936,Iris-setosa
+16,5.215059106460161,3.2882182873123558,1.6361974041782534,1.7438261719775396,Iris-setosa
+17,6.739123986260036,2.685265145770791,4.370989283676781,1.3665265824210833,Iris-versicolor
+18,4.735197212286261,2.9376193606652943,1.3625825180979363,0.24278723802055976,Iris-setosa
+19,6.416674342966888,2.7806064735323273,4.7327448787165824,1.9273486267655027,Iris-virginica
+20,5.062408822516449,3.137916437096915,4.984204483676003,1.4133213184425437,Iris-versicolor
+21,6.80070102611429,3.3538748085176397,5.5262147367948735,2.4117872270991696,Iris-virginica
+22,6.549929629770164,3.064469321592711,4.525301275578275,1.2058648042360969,Iris-versicolor
+23,6.7442413921218245,3.037883546313526,5.702940696314232,2.240669605247573,Iris-virginica
+24,4.9097894969312454,3.3381987742991592,1.3909427314838885,0.2033015662413263,Iris-setosa
+25,4.970554664404573,3.314137753974256,1.4731285027485606,0.030640660364201405,Iris-setosa
+26,6.274815399782006,2.2103501405975576,3.979816285669619,1.2149342650881847,Iris-versicolor
+27,6.249585354181407,3.036862061330157,5.321220597588768,1.9079055537742002,Iris-virginica
+28,6.704735821434889,2.6887640654012426,4.137965690895786,1.1733812438847686,Iris-versicolor
+29,6.311462122292126,2.297802073672689,5.2055915584371215,1.7287026129873513,Iris-virginica
+30,5.261702666600648,2.4994063702279763,3.742476535925306,1.234674278173146,Iris-versicolor
+31,5.032825811269949,3.1278769003234084,1.4225067405542884,0.17878551954011182,Iris-setosa
+32,6.144533449025029,3.139539224239795,5.044632370690614,1.308334937877521,Iris-versicolor
+33,5.32476821476457,3.33417702331988,1.6074716143098042,0.5257972699101561,Iris-setosa
+34,6.635172702923507,2.723694585296021,4.6924349568959824,1.6666738872311209,Iris-virginica
+35,6.05513627467632,3.124709206869283,4.939746290943161,1.3463313591135473,Iris-versicolor
+36,5.332285844299841,3.8734518714363064,1.6951358322094148,0.2784765720866982,Iris-setosa
+37,6.995692075261394,2.4414780715489077,5.929799729259501,1.7733110170461521,Iris-virginica
+38,6.073775028872408,3.1345230597479508,4.8110979575389745,1.478536724595431,Iris-versicolor
+39,5.60046632637132,2.635968856850069,5.954926283660296,2.174086927920924,Iris-virginica
+40,4.59780372962863,2.7275419578540965,1.3431643401762368,0.25625758254178854,Iris-setosa
+41,5.108977776276326,3.128325510964074,1.4556463876110752,0.3452760659899047,Iris-setosa
+42,6.79219836708873,2.8501686233237193,4.701971965228639,1.4282212476916132,Iris-versicolor
+43,6.456499351621452,3.4021648805872293,4.822455419085989,1.3206707356983345,Iris-versicolor
+44,5.202172617729216,3.6223287833143303,1.401136793647404,0.451761878766875,Iris-setosa
+45,6.311414565061864,3.212361940804399,4.635638156843628,1.6820371268323342,Iris-versicolor
+46,5.555690697113938,3.5631813113254163,1.7282392956911186,0.20730566636810815,Iris-setosa
+47,4.973746026142296,3.134664478970063,1.2729770779010214,1.4887579598330671,Iris-setosa
+48,4.638941385388782,3.357687918804028,1.2399914670237406,0.06277331073962086,Iris-setosa
+49,5.388908390237708,3.8141270517094705,1.5082574256293446,0.27097916624693036,Iris-setosa
+50,6.828508796880854,3.24911486609818,6.187502065741791,2.1944058194558647,Iris-virginica
+51,6.2482931995756985,3.189572942549912,5.71848376913963,2.273702738005188,Iris-virginica
+52,4.94968665391618,3.1036976138888384,1.4481249175429949,0.12737987313138552,Iris-setosa
+53,5.34679825724173,2.7810467916650903,5.520380564599591,2.0591089588925087,Iris-virginica
+54,7.305690547063101,3.020604477140222,5.769057675223115,2.181067967886563,Iris-virginica
+55,5.838774269980601,3.1436576230576567,4.552802258405205,1.2627080624435072,Iris-versicolor
+56,5.958363859171317,2.9421254682664197,4.687232209269968,1.4449493144385066,Iris-versicolor
+57,7.281760449412713,3.7248859622260344,6.579457069749403,2.1653796839117136,Iris-virginica
+58,4.923748889358377,3.2939224670310567,1.1879075572035727,0.33430049469812134,Iris-setosa
+59,6.94231872318797,3.1161295277783463,5.782005208427936,2.160939387764012,Iris-virginica
+60,7.025038755219469,2.4441683290826455,6.03093742495165,2.0068442066880134,Iris-virginica
+61,6.509101705778081,2.8102941776511035,4.142321959615607,1.1751979300461444,Iris-versicolor
+62,5.5034932692652365,3.9163819429109683,1.757179481816929,0.31754641995681393,Iris-setosa
+63,5.281717492072626,3.2769157735563224,1.7261199629182395,0.3534124880023505,Iris-setosa
+64,6.107781123980076,3.2238570236869593,4.973972407932339,2.3707506505032154,Iris-virginica
+65,6.275432148471776,3.3690982389195985,4.43241244002494,1.3768534870890434,Iris-versicolor
+66,7.669435905174785,4.0512752772645175,5.9331300174145545,2.51543976209303,Iris-virginica
+67,5.1642465930436945,3.804718715066178,1.4988861394412056,0.2849219193703542,Iris-setosa
+68,6.894705669416753,2.9875915352078164,4.569584831881847,1.6437248735010683,Iris-versicolor
+69,4.6506174880624815,2.76421006849584,1.2714807306495586,0.1285290261887454,Iris-setosa
+70,6.149931052942527,3.1103047385071307,4.182048311438173,1.7669285033831352,Iris-virginica
+71,5.320093293141555,3.3708396039432995,1.5240453862330132,0.2608170642446843,Iris-setosa
+72,7.384393182012504,3.3382418533973053,5.896165023129203,1.9359420724628846,Iris-virginica
+73,5.74319730468752,2.8136085080511384,4.413837944135393,1.4966844124404661,Iris-versicolor
+74,5.904050953669733,2.4706824626286723,4.652874308213955,1.0077080107991834,Iris-versicolor
+75,5.399008780744463,2.7311825104217005,5.556437194530424,1.5539502959359452,Iris-virginica
+76,4.914082451589255,2.7005988234303633,1.5743013589376595,0.2374408882293908,Iris-setosa
+77,5.073535885827646,3.951105605410142,1.362039003483451,0.08716411230968032,Iris-setosa
+78,5.4782886445122525,2.718027907934422,4.55672590112794,1.4994855367779116,Iris-versicolor
+79,6.379819260712973,2.800356379849778,4.872359519295749,1.4351357143295185,Iris-virginica
+80,5.460950210414249,2.7426332830273306,4.854141078350719,1.608181920247362,Iris-virginica
+81,6.25183453538125,2.9903030749099586,4.9914117007220264,1.965586256354642,Iris-versicolor
+82,5.466676452434426,3.7599497784711584,1.4401553078963274,0.6714273062955323,Iris-setosa
+83,5.898650309964363,4.007434494834734,1.4770557446422836,0.37370132477118934,Iris-setosa
+84,4.858365068967061,3.020879335341976,1.4848535045894136,0.10161342094846201,Iris-setosa
+85,4.743474547498132,2.886220680697692,1.4309577057532332,0.342395930032517,Iris-setosa
+86,6.278801116777951,2.8864136895655688,5.610308295638189,1.5569811082862572,Iris-virginica
+87,5.307040244927019,2.6722261886108867,4.442431292761771,1.5922836015008113,Iris-versicolor
+88,6.413553447706687,2.937979510573317,4.793486684323527,1.5140518170450343,Iris-virginica
+89,4.997023053992083,3.4411532890504786,1.5754967224911838,0.2092277465934866,Iris-setosa
+90,7.142910910538106,3.760548048869458,5.451856587255278,2.395950225118737,Iris-virginica
+91,4.6003174100184685,3.13427527067241,1.5802620507223257,0.11223447404352199,Iris-setosa
+92,5.886289089709657,2.680158229735018,5.4140195675742495,1.7829158489653922,Iris-virginica
+93,5.739164607487705,2.8661492334514778,4.418730478577121,1.4531428724037667,Iris-versicolor
+94,7.1150068449700825,2.9355101614812527,4.4842007783848175,1.4541063623938713,Iris-versicolor
+95,6.735117178557843,2.6334231933793237,4.040271884665621,1.1871209811566465,Iris-versicolor
+96,6.357258530919959,3.036513275057063,4.468031401159055,1.4184696788661184,Iris-versicolor
+97,6.72323664620653,3.2479746857858114,4.745093185485156,1.7121311262071433,Iris-versicolor
+98,6.172283839805598,3.2434740318534194,4.899436248489356,1.7760867587780014,Iris-versicolor
+99,5.199364218504248,3.585147244085432,1.4177765811926355,0.26058989259376086,Iris-setosa
+100,5.135135264813544,3.730280572743853,1.8291125729000712,0.19973176889824856,Iris-setosa
+101,6.780452755216158,2.6566398594293,5.689288911538042,1.9946078146815014,Iris-virginica
+102,5.966396555456266,3.0023838424428755,4.240715339210725,1.3204145538766805,Iris-versicolor
+103,6.687064682181955,2.9064120740556167,5.73571678826455,1.9914051145465588,Iris-virginica
+104,6.040647560241216,2.69478162854392,5.276231583410541,1.6039477351731664,Iris-virginica
+105,5.71495066317687,2.8255218334477625,4.733272661449096,1.3165749465396426,Iris-versicolor
+106,4.935399902434059,3.471364345445278,1.3970289081369138,0.26033316659334294,Iris-setosa
+107,5.015005364156574,3.5125163297088773,1.447017634718938,0.26347124574184105,Iris-setosa
+108,6.404301623836564,2.8808039130904457,5.202731014833328,2.150945928994336,Iris-virginica
+109,5.429099953426526,3.276522873696538,1.5951929880408047,0.3278583381992537,Iris-setosa
+110,6.7946690594492285,2.983218058478331,5.934733621193408,2.1581789318062037,Iris-virginica
+111,4.9420531269052494,3.1435250725205983,1.6220060785524975,0.2153083506175274,Iris-setosa
+112,5.30686123563535,3.048427194070055,1.413062516666719,0.3051674634866156,Iris-setosa
+113,6.408826166956217,2.9189982495645164,5.2756620657363245,1.7610675334644956,Iris-versicolor
+114,4.949096466284239,3.1235596358524873,1.4566397894686296,0.18711130640687212,Iris-setosa
+115,4.836738747321556,3.1585920894128163,1.353246803570811,0.18992316010019117,Iris-setosa
+116,7.556938921567115,3.629776223185457,6.403260451060193,2.5738068869382333,Iris-virginica
+117,6.72065001941251,2.923147557768016,5.745679308081717,2.321831884941737,Iris-virginica
+118,5.447230082664001,2.651064641823937,4.277013504573342,0.9047873490242154,Iris-versicolor
+119,4.854179453909743,3.389548237972851,1.6756860662883932,0.15274918807034493,Iris-setosa
diff --git a/iris/tvae/4/8/test.csv b/iris/tvae/4/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/8/train.csv b/iris/tvae/4/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/8/val.csv b/iris/tvae/4/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/9/synth.csv b/iris/tvae/4/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..571d9e85b63451a4296a20da0809773ab626cedc
--- /dev/null
+++ b/iris/tvae/4/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.128407930120657,2.673119033304738,5.134660375938508,1.8914204823874008,Iris-virginica
+1,4.9572009799430035,3.5382712579480082,1.5149265738103452,0.12424559494705828,Iris-setosa
+2,5.210440421494493,3.536888142578184,1.6320807405361941,0.15078552954259491,Iris-setosa
+3,5.38337330118074,3.454607302932337,1.3853821416077112,0.29891997397292436,Iris-setosa
+4,5.904187208496083,3.0130579387217664,4.484385903845939,1.6152454486549517,Iris-virginica
+5,4.804272137840169,3.3435961319336034,1.388450252927453,0.1924893056528713,Iris-setosa
+6,4.861847278366838,3.3129158941886567,1.4774143784796516,0.12207331557849874,Iris-setosa
+7,5.9426656292589835,3.4713113521981356,5.2778855742373185,1.9343225661036372,Iris-virginica
+8,5.114427628500748,3.3986308752826133,1.4023085457885553,0.34623658535045987,Iris-setosa
+9,6.383067060779741,3.1966923599485506,4.953100262065676,1.6261613379609963,Iris-versicolor
+10,4.8159545455343515,3.207042174177751,1.5795031990561765,0.13508094530413628,Iris-setosa
+11,6.3465773938001755,2.7149052429769562,4.553749873404324,1.3578612744172085,Iris-versicolor
+12,6.515199448384758,3.0205830038243753,5.760821016320755,2.2241844936023893,Iris-virginica
+13,6.6610588864219284,2.968345849587706,4.853240578983376,1.349913451739725,Iris-virginica
+14,7.094965563240114,3.0935890019049563,5.884322550731489,2.328702664259444,Iris-virginica
+15,6.047496761024006,3.109564861365064,4.329684710162617,1.4379082766038989,Iris-versicolor
+16,5.33390985973903,3.567186557735309,1.6590677834660845,0.22328187103600988,Iris-setosa
+17,6.500142395685616,2.89605109462878,4.939443505845119,1.7398376792542054,Iris-virginica
+18,6.544611993785572,2.843538538879163,4.480582017735439,1.6444160719706007,Iris-versicolor
+19,7.328664898759074,3.419881532405327,5.267182329272755,2.225907955858837,Iris-virginica
+20,6.326673809815345,3.0817407600027202,4.874115459837426,1.7290516604120785,Iris-virginica
+21,5.05621754820498,3.3015312535045958,1.5147952747227074,0.16654587088532768,Iris-setosa
+22,5.34361314526408,3.6848220358188533,1.8051121932162306,0.41779126617987683,Iris-setosa
+23,5.186867517404541,3.44156392712084,1.7091541677312372,0.35664815444091147,Iris-setosa
+24,5.1898470397024905,3.6812486313383763,1.3614613883504403,0.3685658648591898,Iris-setosa
+25,5.32639800202394,4.055562268004434,1.5584625393696716,0.3293323798088553,Iris-setosa
+26,5.745339308415226,2.74808098029846,4.962308745464492,1.6824977734291715,Iris-virginica
+27,5.219382633245585,3.3770428823154015,1.5892107193234752,0.3568171355946018,Iris-setosa
+28,4.626584544050843,3.1843708775201875,1.1966775855280467,0.28854241508395956,Iris-setosa
+29,5.737517699490123,3.302766921373787,4.671640892174703,1.386042755339743,Iris-versicolor
+30,6.0886690804676045,3.196105444004837,5.2071273549525685,2.3302750029099153,Iris-virginica
+31,6.722988993521665,2.802520600100699,4.1166737566759695,1.2613799935507173,Iris-versicolor
+32,6.8763428437464444,2.822062040352034,6.457884522453843,1.9774492275027782,Iris-virginica
+33,6.025610224586523,3.1043919334742665,4.670488416714605,1.5357044255354164,Iris-versicolor
+34,5.357151140213681,3.9175228300926266,1.8583600617719354,0.27177718472650336,Iris-setosa
+35,5.696356051040488,3.084677413455603,4.951650533772328,1.1619617499031778,Iris-versicolor
+36,5.278495619208116,3.5228180924622543,1.5880029844085646,0.3964492426996171,Iris-setosa
+37,7.163269646110434,2.997237950651713,4.811982491714239,1.5072343513093183,Iris-versicolor
+38,5.437046032091849,2.426869660053014,3.9362072829678154,1.37954292384433,Iris-versicolor
+39,6.570311264748207,3.224022126532441,5.516035199080387,1.979698456578502,Iris-virginica
+40,6.799983713856261,2.74982524691204,5.689746776691155,1.8457724402585287,Iris-virginica
+41,5.776450496432654,2.9964111875549873,4.55637726067048,1.2991974970885192,Iris-versicolor
+42,5.8763800920964675,2.9384658529941983,4.250822175595724,1.5206792153891109,Iris-versicolor
+43,5.297024374747419,3.4664490135840245,1.5478518027068966,0.4062745099681425,Iris-setosa
+44,5.820645643188964,2.8112691381534605,4.638060457280322,0.9278803892723567,Iris-versicolor
+45,5.254020392097273,2.701014363970165,5.385466737721475,2.046492600498542,Iris-virginica
+46,6.198497110500893,2.8092114805002124,4.578435933270059,1.3408053059457496,Iris-versicolor
+47,5.432994498348818,2.5712139254803996,3.7898284740406396,1.2882744215583248,Iris-versicolor
+48,6.130514482996699,3.264110548479366,5.228601477648318,2.2281120869376663,Iris-virginica
+49,6.460333289811792,2.6874544117317805,5.303160954455309,1.5702623863026135,Iris-virginica
+50,4.944318685531013,3.197613669209243,1.4249674641001213,0.3511118568716964,Iris-setosa
+51,5.348226606731121,3.8241881699327545,1.2339653146298466,0.26365353529496005,Iris-setosa
+52,6.94105090649456,3.605858108071735,6.029822553649849,2.4602165598063492,Iris-virginica
+53,4.873931450689129,2.8004319027634508,4.387617709858963,1.3843954174104776,Iris-versicolor
+54,5.66831532814223,2.899647559568432,4.928555762006804,2.2653715921283784,Iris-virginica
+55,6.126794283774218,2.909301669405486,4.909207815037285,1.510561323075636,Iris-versicolor
+56,4.583849824014809,2.878847616829476,1.3667706942786317,0.3099429787788422,Iris-setosa
+57,6.3223460365236015,2.5761710806766516,4.55043662524127,1.0707320678367358,Iris-versicolor
+58,5.363564457258981,3.350338932411158,1.7040117330565883,0.5111647222416004,Iris-setosa
+59,6.856536740791596,3.2055703120565093,5.681948777871526,2.127536175565883,Iris-virginica
+60,6.201820691873175,2.9218133520851315,4.171586375077609,1.4785227813019246,Iris-versicolor
+61,6.325206539614999,2.8797686939382308,4.770785225040554,1.3742478236905389,Iris-versicolor
+62,4.067807792539464,3.3606548514353354,1.4316570973431029,0.2725797664956071,Iris-setosa
+63,5.129192724587772,3.3248914169484203,1.649792087022821,0.4677061143146807,Iris-setosa
+64,5.220453273595854,3.7573782048665367,1.5699413661277362,0.28721404007813095,Iris-setosa
+65,5.863778163522697,1.994492476878682,3.7370603255516617,1.2217679602200853,Iris-versicolor
+66,5.088331845968797,3.107639518802805,1.793386066620192,0.22523818110678212,Iris-setosa
+67,5.191824796145685,3.5521571944036268,1.613715370738236,0.3457026415685235,Iris-setosa
+68,6.369398874941756,2.7142595981845465,4.796805027548592,1.4387353260975655,Iris-versicolor
+69,6.930114610493268,2.764502328700334,4.14128228988075,1.1184309554872687,Iris-versicolor
+70,5.406451428937242,2.631967616899583,5.782895778706283,2.1258936580740038,Iris-virginica
+71,5.096295560422328,3.8340495540803428,1.6493985510162443,0.2601104146416388,Iris-setosa
+72,5.093835958359378,3.080605161801471,1.4287327745608027,0.30098528585037276,Iris-setosa
+73,4.9065004129894,3.796566314640634,1.334575969142169,0.24447802673123714,Iris-setosa
+74,6.131554969865174,3.1269675092374767,4.514157008761943,1.7327615553976616,Iris-versicolor
+75,6.369196471936865,3.2852134361427554,4.862458103960515,1.5539179578829228,Iris-versicolor
+76,4.600852182803194,2.947809940020123,1.557436805444327,0.03375729555296905,Iris-setosa
+77,5.13516754568044,3.2625387312303245,1.5451035434579823,0.27394282663440656,Iris-setosa
+78,5.696118148585621,2.8426574810760576,3.9186240486285207,1.284546568767709,Iris-versicolor
+79,6.839506228374335,3.164968552733972,5.2401012607218584,2.3535555474507923,Iris-virginica
+80,4.70937675155584,2.7980348860081987,1.4197716034736796,0.2890312007965279,Iris-setosa
+81,6.378468359434537,3.2039322058474364,5.262202056117284,1.9231493852071277,Iris-virginica
+82,5.21655846889487,3.497959461163831,1.5135706272350478,0.24932914252962216,Iris-setosa
+83,5.283858268060463,3.3431437561899098,1.4889420322203628,0.4710178953677644,Iris-setosa
+84,6.728801993770417,2.7492518261419328,4.7253769401236205,1.4616657079250102,Iris-virginica
+85,6.413115926372476,3.2973946230605065,4.75136530528227,1.5775177928762756,Iris-versicolor
+86,5.871611030222158,3.147683065108691,4.484863016718538,0.9866900776211301,Iris-versicolor
+87,4.9450414929648625,3.5846068314794257,1.2947196970213835,0.2910106730577527,Iris-setosa
+88,7.552646948589054,2.8647339869968036,6.111410184031132,1.9950158919209442,Iris-virginica
+89,5.279923792689013,2.786765398559736,5.076239364570418,1.5826552664748468,Iris-virginica
+90,7.601091517237456,3.146900278613018,6.359298473494352,1.8766023977799826,Iris-virginica
+91,6.302870170393664,2.8015703260414457,5.472396397925966,2.2024845286417327,Iris-virginica
+92,5.526079571210141,3.5393414909580527,1.733252171427424,0.26196809533701815,Iris-setosa
+93,6.187147904202522,2.824128119404955,4.097254635074319,1.6002539187632603,Iris-versicolor
+94,5.384132892211078,2.8208505452279495,6.168312524986516,1.7619007606940762,Iris-virginica
+95,5.666203000478416,3.02529859428437,4.83906454544687,1.9119275621080176,Iris-virginica
+96,5.000516954475379,3.3100829482892,1.4676411859008456,0.28410034987103744,Iris-setosa
+97,5.123618653807934,3.55575871964636,1.6050951862196894,0.4711466600612142,Iris-setosa
+98,5.29141417198729,3.424644580795903,1.3126545418919933,0.28030657378236035,Iris-setosa
+99,5.3178416716427215,3.3620997456298523,1.5331864150449734,0.35268627642501627,Iris-setosa
+100,6.629358634739107,3.0135574037963306,4.795649444347634,1.7102589542879825,Iris-versicolor
+101,6.564249647689312,3.095801799953669,5.291022669276559,2.266423853850392,Iris-virginica
+102,5.140327813469981,3.1777890119886827,1.573826173765494,0.47769731415617755,Iris-setosa
+103,4.79660532653365,2.7945138153904203,1.2542945434564883,0.2736568077682069,Iris-setosa
+104,5.913416757334012,2.4355337405596433,4.129806819818545,1.1043792917321895,Iris-versicolor
+105,5.5560426666698275,2.6441114287916254,4.016780196005841,1.600053699097839,Iris-versicolor
+106,5.403942375218,3.588484084648508,1.6294788539773033,0.45594366954995,Iris-setosa
+107,6.016694164417237,3.0969762396536966,4.518779314876957,1.2667771150947278,Iris-versicolor
+108,5.107195490588655,3.5224632642014155,1.7680863893384424,0.23271692204915972,Iris-setosa
+109,6.126003084221934,2.9797776034475736,4.154309593468456,1.2007413966517435,Iris-versicolor
+110,6.719406340055626,3.1777321693592975,1.8415740688131264,0.6159293834242743,Iris-virginica
+111,6.009567540402274,3.5747776095620787,1.5174541773077335,0.48524956144246745,Iris-setosa
+112,5.322853341041376,3.65292130306715,1.7220061341932273,0.4205030890952746,Iris-setosa
+113,5.187749497130583,3.282066254231801,1.3009743453326696,1.2900095922865358,Iris-setosa
+114,6.734534217341421,3.088391444006176,4.6579486743742295,1.5352814433400017,Iris-versicolor
+115,6.376333286724334,3.04683267417436,4.638983717249128,1.3720010364780315,Iris-versicolor
+116,5.484889186765874,2.6416279144589536,5.827075216473601,2.2059039517915275,Iris-virginica
+117,4.862300311129293,3.2310650124166282,1.2998153923130136,0.08708386876775376,Iris-setosa
+118,5.483378178264298,3.0022116822128226,5.183310783865921,2.2700731754988435,Iris-virginica
+119,6.39918741952212,2.87346472327418,4.428318494845445,1.178414906095657,Iris-versicolor
diff --git a/iris/tvae/4/9/test.csv b/iris/tvae/4/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/9/train.csv b/iris/tvae/4/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/9/val.csv b/iris/tvae/4/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/mlu_log.csv b/iris/tvae/4/mlu_log.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8fae5b9834d72aa18790bbae20fae8a87e287bd2
--- /dev/null
+++ b/iris/tvae/4/mlu_log.csv
@@ -0,0 +1,965 @@
+synthesizer_type,synthesizer_step,train_loss,mlu_step,global_step,sample_step,pre_loss,mlu_loss,post_loss
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diff --git a/iris/tvae/4/model.pt b/iris/tvae/4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..01aed0ab7a621003d0ba3b74bcda32180a84fc9a
--- /dev/null
+++ b/iris/tvae/4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b3eda60f26fb99e06ff3bbd38a55579ce23fdcac03749028cacc52e92a3dcf74
+size 847554
diff --git a/iris/tvae/4/params.json b/iris/tvae/4/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..e914bc4a9dbe8454031ca6a1184a2cc4b7bcb2d0
--- /dev/null
+++ b/iris/tvae/4/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ee4a86cc116ea1fd6d62b1dbcba3ed6e607fa59379ced3f4169eb7346a3132a0
+size 284
diff --git a/iris/tvae/4/state.json b/iris/tvae/4/state.json
new file mode 100644
index 0000000000000000000000000000000000000000..c327a45916ab48655f220c98abc41f5f58d24f9e
--- /dev/null
+++ b/iris/tvae/4/state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7b7ee9e57d29415d838643b1b673740dd1d65a5ae59a57ba847ac316a9cb6ffd
+size 768194
diff --git a/iris/tvae/4/tvae_eval.ipynb b/iris/tvae/4/tvae_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..3268045190c06b12ab85dcaf4878d0501b9bc2bd
--- /dev/null
+++ b/iris/tvae/4/tvae_eval.ipynb
@@ -0,0 +1,2071 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "49af74a0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:27:55.849238Z",
+     "iopub.status.busy": "2024-07-29T07:27:55.848877Z",
+     "iopub.status.idle": "2024-07-29T07:28:07.818179Z",
+     "shell.execute_reply": "2024-07-29T07:28:07.817248Z"
+    },
+    "executionInfo": {
+     "elapsed": 556,
+     "status": "ok",
+     "timestamp": 1697339009466,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 11.981163,
+     "end_time": "2024-07-29T07:28:07.820510",
+     "exception": false,
+     "start_time": "2024-07-29T07:27:55.839347",
+     "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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 35%\r",
+      "\r",
+      "Reading package lists... 35%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 49%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r",
+      "\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"
+     ]
+    },
+    {
+     "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... 92%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n",
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 91 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "1067d8b1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:28:07.843151Z",
+     "iopub.status.busy": "2024-07-29T07:28:07.842730Z",
+     "iopub.status.idle": "2024-07-29T07:28:07.851443Z",
+     "shell.execute_reply": "2024-07-29T07:28:07.850574Z"
+    },
+    "papermill": {
+     "duration": 0.022098,
+     "end_time": "2024-07-29T07:28:07.853400",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:07.831302",
+     "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": "1045c536",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009472,
+     "end_time": "2024-07-29T07:28:07.872510",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:07.863038",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "e240de35",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:28:07.892960Z",
+     "iopub.status.busy": "2024-07-29T07:28:07.892704Z",
+     "iopub.status.idle": "2024-07-29T07:28:07.899796Z",
+     "shell.execute_reply": "2024-07-29T07:28:07.898959Z"
+    },
+    "papermill": {
+     "duration": 0.019465,
+     "end_time": "2024-07-29T07:28:07.901575",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:07.882110",
+     "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": "783dda72",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:28:07.921870Z",
+     "iopub.status.busy": "2024-07-29T07:28:07.921615Z",
+     "iopub.status.idle": "2024-07-29T07:28:07.926521Z",
+     "shell.execute_reply": "2024-07-29T07:28:07.925699Z"
+    },
+    "papermill": {
+     "duration": 0.017362,
+     "end_time": "2024-07-29T07:28:07.928489",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:07.911127",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = True\n",
+    "gp_multiply = True\n",
+    "df_name = 4\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tvae/4\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = True\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "a525b4c4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:28:07.950475Z",
+     "iopub.status.busy": "2024-07-29T07:28:07.950205Z",
+     "iopub.status.idle": "2024-07-29T07:28:07.955696Z",
+     "shell.execute_reply": "2024-07-29T07:28:07.954837Z"
+    },
+    "papermill": {
+     "duration": 0.018808,
+     "end_time": "2024-07-29T07:28:07.957705",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:07.938897",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_est_eval_5_gp_mul_iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "repo = \"mlu_est_eval\"\n",
+    "if repo_index:\n",
+    "    repo = f\"{repo}_{repo_index}\"\n",
+    "if gp:\n",
+    "    if gp_multiply:\n",
+    "        repo = f\"{repo}_gp_mul\"\n",
+    "    else:\n",
+    "        repo = f\"{repo}_gp_nomul\"\n",
+    "else:\n",
+    "    repo = f\"{repo}_nogp\"\n",
+    "repo = f\"{repo}_{dataset_name}\"\n",
+    "print(repo)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "24983707",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:28:07.978795Z",
+     "iopub.status.busy": "2024-07-29T07:28:07.978315Z",
+     "iopub.status.idle": "2024-07-29T07:28:08.980029Z",
+     "shell.execute_reply": "2024-07-29T07:28:08.978934Z"
+    },
+    "papermill": {
+     "duration": 1.015222,
+     "end_time": "2024-07-29T07:28:08.982725",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:07.967503",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "fatal: destination path 'final' already exists and is not an empty directory.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "#\"\"\"\n",
+    "%cd /kaggle/working\n",
+    "#!rm -rf final\n",
+    "!git clone https://huggingface.co/linearch/{repo} final\n",
+    "#\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "75bcb8af",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:28:09.008854Z",
+     "iopub.status.busy": "2024-07-29T07:28:09.008513Z",
+     "iopub.status.idle": "2024-07-29T07:28:10.015146Z",
+     "shell.execute_reply": "2024-07-29T07:28:10.014071Z"
+    },
+    "papermill": {
+     "duration": 1.022323,
+     "end_time": "2024-07-29T07:28:10.017388",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:08.995065",
+     "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": "15eea61b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:28:10.039885Z",
+     "iopub.status.busy": "2024-07-29T07:28:10.039551Z",
+     "iopub.status.idle": "2024-07-29T07:28:10.048907Z",
+     "shell.execute_reply": "2024-07-29T07:28:10.047959Z"
+    },
+    "papermill": {
+     "duration": 0.023011,
+     "end_time": "2024-07-29T07:28:10.050948",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:10.027937",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tvae/4\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "import os\n",
+    "\n",
+    "%cd /kaggle/working/\n",
+    "\n",
+    "if path is None:\n",
+    "    path = os.path.join(folder, dataset_name, single_model, df_name)\n",
+    "Path(path).mkdir(parents=True, exist_ok=True)\n",
+    "\n",
+    "%cd {path}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "fffefa70",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:28:10.074918Z",
+     "iopub.status.busy": "2024-07-29T07:28:10.074634Z",
+     "iopub.status.idle": "2024-07-29T07:28:10.438466Z",
+     "shell.execute_reply": "2024-07-29T07:28:10.437386Z"
+    },
+    "executionInfo": {
+     "elapsed": 573,
+     "status": "ok",
+     "timestamp": 1697340246093,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.378759,
+     "end_time": "2024-07-29T07:28:10.440952",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:10.062193",
+     "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": "18988e50",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:28:10.464375Z",
+     "iopub.status.busy": "2024-07-29T07:28:10.464097Z",
+     "iopub.status.idle": "2024-07-29T07:28:12.133538Z",
+     "shell.execute_reply": "2024-07-29T07:28:12.132652Z"
+    },
+    "executionInfo": {
+     "elapsed": 17,
+     "status": "ok",
+     "timestamp": 1697340246097,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.683673,
+     "end_time": "2024-07-29T07:28:12.135880",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:10.452207",
+     "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": "540237db",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:28:12.160938Z",
+     "iopub.status.busy": "2024-07-29T07:28:12.160479Z",
+     "iopub.status.idle": "2024-07-29T07:28:12.168535Z",
+     "shell.execute_reply": "2024-07-29T07:28:12.167748Z"
+    },
+    "executionInfo": {
+     "elapsed": 365,
+     "status": "ok",
+     "timestamp": 1697343112569,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.022797,
+     "end_time": "2024-07-29T07:28:12.170596",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:12.147799",
+     "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": "b14a4746",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:28:12.193364Z",
+     "iopub.status.busy": "2024-07-29T07:28:12.193048Z",
+     "iopub.status.idle": "2024-07-29T07:28:12.197510Z",
+     "shell.execute_reply": "2024-07-29T07:28:12.196650Z"
+    },
+    "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": 0.01838,
+     "end_time": "2024-07-29T07:28:12.199560",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:12.181180",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "a9cb1805",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:28:12.222936Z",
+     "iopub.status.busy": "2024-07-29T07:28:12.222637Z",
+     "iopub.status.idle": "2024-07-29T07:28:12.336839Z",
+     "shell.execute_reply": "2024-07-29T07:28:12.336039Z"
+    },
+    "papermill": {
+     "duration": 0.128475,
+     "end_time": "2024-07-29T07:28:12.339134",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:12.210659",
+     "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": "54e13602",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:28:12.364470Z",
+     "iopub.status.busy": "2024-07-29T07:28:12.364163Z",
+     "iopub.status.idle": "2024-07-29T07:28:16.673619Z",
+     "shell.execute_reply": "2024-07-29T07:28:16.672587Z"
+    },
+    "papermill": {
+     "duration": 4.324648,
+     "end_time": "2024-07-29T07:28:16.675781",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:12.351133",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-29 07:28:14.123043: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-29 07:28:14.123097: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-29 07:28:14.124618: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_run True\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_lct_ae\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    print(\"mlu_run\", mlu_run)\n",
+    "#     lct_ae = load_lct_ae(\n",
+    "#         dataset_name=dataset_name,\n",
+    "#         model_dir=os.path.join(path_prefix, \"ml-utility-loss/models\"),\n",
+    "#         model_name=\"lct_ae\",\n",
+    "#         df_name=\"df\",\n",
+    "#     )\n",
+    "lct_ae = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "a12496af",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:28:16.700019Z",
+     "iopub.status.busy": "2024-07-29T07:28:16.699404Z",
+     "iopub.status.idle": "2024-07-29T07:28:16.706454Z",
+     "shell.execute_reply": "2024-07-29T07:28:16.705762Z"
+    },
+    "papermill": {
+     "duration": 0.021561,
+     "end_time": "2024-07-29T07:28:16.708621",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:16.687060",
+     "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": "859299d2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:28:16.733898Z",
+     "iopub.status.busy": "2024-07-29T07:28:16.733618Z",
+     "iopub.status.idle": "2024-07-29T07:28:19.404430Z",
+     "shell.execute_reply": "2024-07-29T07:28:19.403619Z"
+    },
+    "papermill": {
+     "duration": 2.686337,
+     "end_time": "2024-07-29T07:28:19.406872",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:16.720535",
+     "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": "cefdb94e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:28:19.434656Z",
+     "iopub.status.busy": "2024-07-29T07:28:19.434111Z",
+     "iopub.status.idle": "2024-07-29T07:28:19.440232Z",
+     "shell.execute_reply": "2024-07-29T07:28:19.439370Z"
+    },
+    "papermill": {
+     "duration": 0.023162,
+     "end_time": "2024-07-29T07:28:19.442236",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:19.419074",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'tvae': 24,\n",
+       " 'realtabformer': (31, 89, Embedding(89, 864), True),\n",
+       " 'lct_gan': 14,\n",
+       " 'tab_ddpm_concat': 5}"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "preprocessor.adapter_sizes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "a4fc7238",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:28:19.467480Z",
+     "iopub.status.busy": "2024-07-29T07:28:19.467205Z",
+     "iopub.status.idle": "2024-07-29T07:28:19.981038Z",
+     "shell.execute_reply": "2024-07-29T07:28:19.980256Z"
+    },
+    "papermill": {
+     "duration": 0.528711,
+     "end_time": "2024-07-29T07:28:19.983445",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:19.454734",
+     "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": "45a98f7b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:28:20.010359Z",
+     "iopub.status.busy": "2024-07-29T07:28:20.010056Z",
+     "iopub.status.idle": "2024-07-29T07:28:20.030040Z",
+     "shell.execute_reply": "2024-07-29T07:28:20.029197Z"
+    },
+    "papermill": {
+     "duration": 0.036071,
+     "end_time": "2024-07-29T07:28:20.032046",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:19.995975",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Creating model of type <class 'ml_utility_loss.loss_learning.estimator.model.models.TwinEncoder'>\n",
+      "[*] Embedding False True\n",
+      "['tvae'] 1\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.model.pipeline import remove_non_model_params\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    params2 = remove_non_model_params(params)\n",
+    "    mlu_model = create_model(\n",
+    "        adapters=preprocessor.adapter_sizes,\n",
+    "        #Body=\"twin_encoder\",\n",
+    "        **params2,\n",
+    "    )\n",
+    "    #cf.apply_weight_standardization(model, n_last_layers_ignore=0)\n",
+    "    print(mlu_model.models, len(mlu_model.adapters))\n",
+    "else:\n",
+    "    mlu_model = None\n",
+    "    mlu_trainer = None\n",
+    "    ae_mlu_trainer = None\n",
+    "    gan_mlu_trainer = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "046ab3f6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:28:20.057505Z",
+     "iopub.status.busy": "2024-07-29T07:28:20.056897Z",
+     "iopub.status.idle": "2024-07-29T07:28:20.103632Z",
+     "shell.execute_reply": "2024-07-29T07:28:20.102744Z"
+    },
+    "papermill": {
+     "duration": 0.062006,
+     "end_time": "2024-07-29T07:28:20.105702",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:20.043696",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'t_start': 0, 't_end': 884, 't_range': None, 'n_steps': 4, 'n_inner_steps': 8, 'n_inner_steps_2': 4, 'loss_mul': 1, 'div_batch': True, 'forgive_over': True, 'n_real': 16, 'n_samples': 256, 't_steps': 64, 'mlu_run': 4, 'target': None, 'lr': 0.0024691846729202292, 'loss_fn': <function mse_loss at 0x7be17e600d30>, 'Optim': <class 'torch.optim.adamw.AdamW'>}\n"
+     ]
+    }
+   ],
+   "source": [
+    "import ml_utility_loss.synthesizers.tvae.params2 as MLU_PARAMS\n",
+    "from ml_utility_loss.tuning import map_parameters\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_params0 = getattr(MLU_PARAMS, dataset_name)\n",
+    "    mlu_params = mlu_params0.BEST_DICT[gp][gp_multiply]\n",
+    "    if isinstance(mlu_params, (list, tuple)):\n",
+    "        mlu_params = mlu_params[param_index]\n",
+    "    mlu_params = map_parameters(mlu_params, param_space=mlu_params0.PARAM_SPACE)\n",
+    "    mlu_params[\"target\"] = mlu_params.pop(\"mlu_target\", mlu_params.pop(\"target\", None))\n",
+    "    mlu_params[\"lr\"] = mlu_params.pop(\"mlu_lr\", mlu_params.pop(\"lr\", None))\n",
+    "    mlu_params[\"loss_fn\"] = mlu_params.pop(\"mlu_loss_fn\", mlu_params.pop(\"loss_fn\", None))\n",
+    "    mlu_params[\"Optim\"] = mlu_params.pop(\"mlu_Optim\", mlu_params.pop(\"Optim\", None))\n",
+    "    mlu_params.pop(\"gradient_penalty_kwargs\", None)\n",
+    "    print(mlu_params)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "7a7b0255",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:28:20.131870Z",
+     "iopub.status.busy": "2024-07-29T07:28:20.131550Z",
+     "iopub.status.idle": "2024-07-29T07:28:20.150052Z",
+     "shell.execute_reply": "2024-07-29T07:28:20.149351Z"
+    },
+    "papermill": {
+     "duration": 0.034001,
+     "end_time": "2024-07-29T07:28:20.152063",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:20.118062",
+     "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": "39d786ec",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:28:20.176640Z",
+     "iopub.status.busy": "2024-07-29T07:28:20.176359Z",
+     "iopub.status.idle": "2024-07-29T07:28:20.180249Z",
+     "shell.execute_reply": "2024-07-29T07:28:20.179399Z"
+    },
+    "papermill": {
+     "duration": 0.018607,
+     "end_time": "2024-07-29T07:28:20.182193",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:20.163586",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "d8e6f3a2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:28:20.207552Z",
+     "iopub.status.busy": "2024-07-29T07:28:20.207285Z",
+     "iopub.status.idle": "2024-07-29T07:28:20.589569Z",
+     "shell.execute_reply": "2024-07-29T07:28:20.588549Z"
+    },
+    "papermill": {
+     "duration": 0.397933,
+     "end_time": "2024-07-29T07:28:20.592056",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:20.194123",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Caching in ../../../../iris/_cache_inference/tvae/all inf False\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_dataset\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    dataset = load_dataset(\n",
+    "        dataset_dir=os.path.join(path_prefix, \"ml-utility-loss/\", \"synthetics\", dataset_name),\n",
+    "        preprocessor=preprocessor,\n",
+    "        cache_dir=os.path.join(path_prefix, dataset_name, \"_cache_inference\"),\n",
+    "        val=False,\n",
+    "        ratio=None,\n",
+    "        drop_first_column=True,\n",
+    "        model=single_model,\n",
+    "        train=\"train\", test=\"test\", value=\"real_value\",\n",
+    "        file=\"info_2.csv\",\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "0933b7aa",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:28:20.619328Z",
+     "iopub.status.busy": "2024-07-29T07:28:20.618920Z",
+     "iopub.status.idle": "2024-07-29T07:28:20.629593Z",
+     "shell.execute_reply": "2024-07-29T07:28:20.628718Z"
+    },
+    "papermill": {
+     "duration": 0.026562,
+     "end_time": "2024-07-29T07:28:20.631551",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:20.604989",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu step every 64 starting 0 until 884\n",
+      "mlu step times 4*8*4\n",
+      "mlu samples 120 / 120\n",
+      "mlu logging ./mlu_log.csv\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.wrapper import MLUtilityTrainer\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_trainer = MLUtilityTrainer(\n",
+    "        model=mlu_model[single_model],\n",
+    "        dataset=dataset,\n",
+    "        debug=True,\n",
+    "        log_path=os.path.join(model_dir_2, \"mlu_log.csv\"),\n",
+    "        **mlu_params,\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "bccbc93e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:28:20.657274Z",
+     "iopub.status.busy": "2024-07-29T07:28:20.656952Z",
+     "iopub.status.idle": "2024-07-29T07:28:20.664814Z",
+     "shell.execute_reply": "2024-07-29T07:28:20.664126Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697343113004,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.022927,
+     "end_time": "2024-07-29T07:28:20.666748",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:20.643821",
+     "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": "03388a8f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:28:20.692405Z",
+     "iopub.status.busy": "2024-07-29T07:28:20.692133Z",
+     "iopub.status.idle": "2024-07-29T07:36:09.784970Z",
+     "shell.execute_reply": "2024-07-29T07:36:09.784046Z"
+    },
+    "executionInfo": {
+     "elapsed": 286822,
+     "status": "ok",
+     "timestamp": 1697343399823,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "wGsDQTlk8Zl1",
+    "papermill": {
+     "duration": 469.108433,
+     "end_time": "2024-07-29T07:36:09.787299",
+     "exception": false,
+     "start_time": "2024-07-29T07:28:20.678866",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.19734716415405273\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.09446591883897781\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.054719001054763794\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.000419407500885427\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.09104547649621964\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.041994184255599976\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.01121432799845934\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.018945541232824326\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.004135072696954012\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.00695622805505991\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.10822860151529312\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0031086355447769165\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0035799937322735786\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0021439434494823217\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.007663215044885874\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.01726052165031433\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.00033719316706992686\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0012121266918256879\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.09340588748455048\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 7.810388342477381e-05\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.01747625693678856\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 9.390508057549596e-05\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.017169522121548653\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.010947959497570992\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0066902427934110165\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.020064154639840126\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.006559662986546755\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.02040424384176731\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.02325618825852871\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0007064539240673184\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0010868723038583994\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.008298847824335098\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0176584180444479\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 7.125503179850057e-05\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0004656286910176277\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.01106856856495142\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.011227208189666271\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 8.105499546218198e-06\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0023882677778601646\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.003682804061099887\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.01443074457347393\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0007848445675335824\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.008118867874145508\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.003430280601605773\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(-14.41245174407959, 4.522129535675049)"
+      ]
+     },
+     "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": "86f922eb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:36:09.823142Z",
+     "iopub.status.busy": "2024-07-29T07:36:09.822799Z",
+     "iopub.status.idle": "2024-07-29T07:36:09.851472Z",
+     "shell.execute_reply": "2024-07-29T07:36:09.850590Z"
+    },
+    "executionInfo": {
+     "elapsed": 403,
+     "status": "ok",
+     "timestamp": 1697343400203,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.048817,
+     "end_time": "2024-07-29T07:36:09.853434",
+     "exception": false,
+     "start_time": "2024-07-29T07:36:09.804617",
+     "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": "753a54d6",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 228
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:36:09.887572Z",
+     "iopub.status.busy": "2024-07-29T07:36:09.886845Z",
+     "iopub.status.idle": "2024-07-29T07:36:10.706253Z",
+     "shell.execute_reply": "2024-07-29T07:36:10.705452Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "error",
+     "timestamp": 1697343400203,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "outputId": "57519fd1-a4d2-4922-c834-1fe290391c16",
+    "papermill": {
+     "duration": 0.839049,
+     "end_time": "2024-07-29T07:36:10.708610",
+     "exception": false,
+     "start_time": "2024-07-29T07:36:09.869561",
+     "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": "2500df73",
+   "metadata": {
+    "executionInfo": {
+     "elapsed": 10,
+     "status": "aborted",
+     "timestamp": 1697343400204,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "nB724X33v4Qd",
+    "papermill": {
+     "duration": 0.017452,
+     "end_time": "2024-07-29T07:36:10.743545",
+     "exception": false,
+     "start_time": "2024-07-29T07:36:10.726093",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "celltoolbar": "Tags",
+  "colab": {
+   "authorship_tag": "ABX9TyMhtJHOKAMnUJyVHa+D8Sml",
+   "mount_file_id": "1Cug9laqjkt9fyDxiylSn9Jzam9kQyDu3",
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.13"
+  },
+  "papermill": {
+   "default_parameters": {},
+   "duration": 498.04808,
+   "end_time": "2024-07-29T07:36:12.484120",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tvae/4/tvae_eval.ipynb",
+   "output_path": "eval/iris/tvae/4/tvae_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 4,
+    "folder": "eval",
+    "gp": true,
+    "gp_multiply": true,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tvae/4",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": true,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-29T07:27:54.436040",
+   "version": "2.5.0"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
\ No newline at end of file