diff --git a/iris/tvae/4/0/synth.csv b/iris/tvae/4/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..717453f0c5236885f351ae2b2def81561d7d7c42
--- /dev/null
+++ b/iris/tvae/4/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.339067966005509,3.210616883657428,5.72852963088281,2.455886635092402,Iris-virginica
+1,5.0445944016771795,2.377403272870274,4.180308973517752,1.3000905674705598,Iris-versicolor
+2,5.003499937517042,3.384777071765041,1.4611304075195415,0.28122372984129895,Iris-setosa
+3,7.344571759059005,3.570011042008042,5.517229662730628,2.362399675040495,Iris-virginica
+4,6.399721794768239,3.0543206857592806,1.4750776432994412,0.27754830132655817,Iris-setosa
+5,5.068175871895834,3.0266516058622415,4.526292972586691,1.859516029706247,Iris-virginica
+6,5.065415416607338,2.430516695352469,4.307125559548185,1.126538763767798,Iris-versicolor
+7,5.903123299680262,3.478864640516573,4.825955108494967,1.414078591911077,Iris-versicolor
+8,5.645016156260221,2.574130555243939,3.7064807528000427,1.1293131070421347,Iris-versicolor
+9,5.084016141691487,3.5935694019866453,1.3105579311240572,0.1787118184849068,Iris-setosa
+10,5.118763958052765,3.0034073444937324,1.479439793912496,0.19877282818490521,Iris-setosa
+11,5.280259468423356,3.439632929330084,1.3930258714105612,0.15202460014847274,Iris-setosa
+12,5.2980207844705935,2.3149064757544466,3.7037266374843036,1.260685020662075,Iris-versicolor
+13,6.33824537941716,2.9106755158558832,4.368034457665477,1.278470007589888,Iris-versicolor
+14,4.957599119226476,2.567394781677169,4.566931346040104,1.293305995461272,Iris-versicolor
+15,6.047593745211975,2.968960120592566,4.502822313753878,1.4071457086092791,Iris-versicolor
+16,5.579609327381669,3.023777366952587,4.308127074595353,1.4778464859578575,Iris-versicolor
+17,5.771243014508727,3.3981087628025706,1.2850618762504555,0.10918466818729494,Iris-setosa
+18,6.960431096028416,3.104032672585717,5.383098260657708,2.1284093022549384,Iris-virginica
+19,6.232797907700953,2.529126463297158,5.398960408780365,1.9871833705145883,Iris-virginica
+20,5.175520013225507,2.8638106959022775,4.2819956252595714,1.2446282162893572,Iris-versicolor
+21,5.596046672386645,2.931568496997795,4.279416344697137,1.4131260744981715,Iris-versicolor
+22,6.25382919279012,3.088797912273702,4.4579797926957285,1.1181890938053909,Iris-versicolor
+23,4.935046294729671,3.447113135115692,1.5214250606713124,0.22110173952893844,Iris-setosa
+24,6.540337842040487,3.1831727600699766,3.8780063241667744,1.2584973377440387,Iris-versicolor
+25,6.552463632247519,3.2483336902256585,5.788040592528001,1.8131918250493027,Iris-virginica
+26,7.344641203169168,2.7752309484480646,6.381712304050026,1.8814817739297303,Iris-virginica
+27,5.590125255223955,3.245177485983875,4.5810348425470675,1.2671895116936773,Iris-versicolor
+28,5.160849141128675,2.8253218000617437,1.4035796296446708,0.29358487045033105,Iris-setosa
+29,6.881930972461059,2.722605574095811,4.437377793883277,1.3866463167891396,Iris-versicolor
+30,4.99514476534281,3.027502846280085,1.4642651525655972,0.19117939949547652,Iris-setosa
+31,5.092436835484601,3.808399099901299,1.1068614642509473,0.19128619461617696,Iris-setosa
+32,5.9160546806019125,2.823037060172247,5.047738045010702,1.3156047777412114,Iris-versicolor
+33,5.194459530665976,2.15123450256974,3.8540097854233903,0.7858533729249304,Iris-versicolor
+34,5.343479417178667,3.0294723032643067,4.780041008084659,1.7657400606955331,Iris-virginica
+35,6.011895316399111,3.147793514871497,1.395278869780491,0.1723942972639298,Iris-setosa
+36,6.518420025921518,3.3387895986539977,4.9948513271007355,1.7697892180288415,Iris-virginica
+37,5.53458807068402,2.346639147001162,4.033153672225305,1.2742307164175384,Iris-versicolor
+38,5.909618176809949,2.4235285222944385,3.672841042197812,1.4576842434709851,Iris-versicolor
+39,5.474971384200346,2.9660162656767697,1.5944646297299878,0.19776267266999298,Iris-setosa
+40,5.583506250647145,3.004881681535001,4.519744558388405,1.3802477095012518,Iris-versicolor
+41,5.6197714564194445,3.6092289612528266,5.180412786989124,1.6056704874008372,Iris-virginica
+42,6.255976555747178,3.730850557207453,5.542631599939712,2.5619269444515638,Iris-virginica
+43,5.192901790770193,3.4798798087643337,1.6881952950443657,0.2512854785476769,Iris-setosa
+44,6.5279434409091985,2.648886166269119,4.879767891329007,1.4693369083805945,Iris-virginica
+45,5.322111500840011,3.0951138423216857,5.0152978852462695,1.7639221010663109,Iris-virginica
+46,4.3907753493615775,2.481530552532656,1.0858308433569945,0.2089362080901887,Iris-setosa
+47,7.325187133580523,2.6082541508941035,6.1351015746145965,2.0892570450187757,Iris-virginica
+48,5.538833625995377,3.2875936572077107,5.054942995525546,1.7597348693552177,Iris-virginica
+49,5.3390252162857985,2.7530692582664935,4.538521083994513,1.1714307753467155,Iris-versicolor
+50,5.3497990836537985,2.4831202113190405,3.6589210962725165,0.9115250711049778,Iris-versicolor
+51,5.163058685575561,3.370764675052653,1.4082420183473174,0.27232998685995347,Iris-setosa
+52,6.557271091481356,3.234613810068309,6.32477330048948,2.132827116392077,Iris-virginica
+53,6.812446924027996,3.1349940134784946,5.765705406034681,2.202393798146689,Iris-virginica
+54,4.936315041908375,3.265811322029878,1.5429128199846698,0.427152793993872,Iris-setosa
+55,6.950067943079207,3.057538616435296,5.694417364536339,2.016760880043528,Iris-virginica
+56,6.483648600552156,2.7919332550096785,4.801477265199571,1.6792688155987825,Iris-versicolor
+57,5.081580994762472,3.0322520125848325,1.5070028449790072,0.17589998371645726,Iris-setosa
+58,4.996516449365877,3.192229164119377,1.4278103506369186,0.2995550415095749,Iris-setosa
+59,6.639677647942442,2.9522141875688885,4.869063621663319,1.8694113256201759,Iris-versicolor
+60,4.924310403151596,3.1344272617591735,1.2998621173801506,0.24322006661376264,Iris-setosa
+61,6.320611238133371,2.7325375024095258,5.051146732253621,1.586376813319845,Iris-versicolor
+62,5.492536241492762,2.9979004251380124,4.488219769000687,1.1239718537050225,Iris-versicolor
+63,5.675848541677765,2.418233308698849,4.681227162032745,1.738704357900854,Iris-virginica
+64,5.341477241100696,3.524563956962443,1.4191520957775419,0.14943878610129446,Iris-setosa
+65,5.954655384610747,2.8115819422482002,4.631511162753826,1.64911815839272,Iris-versicolor
+66,5.328510580917152,2.811856313981917,4.425983861394163,1.7499103317109195,Iris-versicolor
+67,5.294933494914149,3.339956644307512,1.328588281282952,0.13834086201662138,Iris-setosa
+68,5.028529588381581,3.3546431818915683,1.6166664522156162,0.2888084647050265,Iris-setosa
+69,5.232538757100131,3.6251082821518743,1.3997492305468633,0.19822582402300437,Iris-setosa
+70,5.919421441836941,2.592431658316902,4.461259974812659,1.2929583465467833,Iris-versicolor
+71,7.040726007052507,2.8595996467017124,6.222453701210259,1.8073055071784787,Iris-virginica
+72,6.504986948240115,2.705331021405331,3.8932856067386905,1.345667392213949,Iris-versicolor
+73,5.844880707106787,2.8141467563085842,4.997034636365293,1.982097500501099,Iris-virginica
+74,4.965027176192083,3.296002430833683,1.298627449888744,0.09130767662274247,Iris-setosa
+75,6.085392148805155,2.957176601224706,4.8007262111220275,1.6789712736503113,Iris-versicolor
+76,6.0232046954801355,3.244750861485578,4.512191868733795,1.5644651694798226,Iris-versicolor
+77,4.802081214445366,3.631779443943746,1.4571964982852448,0.19901634679677022,Iris-setosa
+78,4.938514734319814,3.88459173798877,1.5394481648763814,0.36153547859401663,Iris-setosa
+79,5.2953695882513045,3.727929941103745,1.4438529319836906,0.18724374515787462,Iris-setosa
+80,5.030639652924703,2.9499891493354617,4.738546821867981,1.7225544689330912,Iris-virginica
+81,5.682762789337691,2.2382494065729555,3.402526100453228,0.8633112374363374,Iris-versicolor
+82,5.306471285677369,3.522791554774863,1.4865756076147987,0.19949342961565117,Iris-setosa
+83,6.137272428829426,3.2410690190924667,4.45924366005782,1.568058051710524,Iris-versicolor
+84,5.209530618628599,3.3790085350799686,1.2979274789035544,0.25762517043878225,Iris-setosa
+85,7.879230756443506,2.5608577671939003,6.368839950398497,2.156755819600267,Iris-virginica
+86,6.0895415609615196,2.7671264970355,4.176440495372951,1.338851104278693,Iris-versicolor
+87,5.889339034713019,3.1118663329026974,5.560372058456393,1.755584997901932,Iris-setosa
+88,7.702301952424042,3.4490456517747945,6.282875082734645,2.025046132076079,Iris-virginica
+89,5.304911629802688,3.201779212791077,1.6155836665493297,0.24382790423750947,Iris-setosa
+90,6.157976406616748,3.320026273591719,4.883915294710818,1.3507375678056468,Iris-versicolor
+91,5.081592889728249,3.353111979653651,1.3262027566340815,0.16509031037093738,Iris-setosa
+92,6.510652189823517,3.261656718339261,5.576652679314387,2.0418647664942386,Iris-virginica
+93,6.004713977230768,2.340673029430521,3.5839823764956638,1.0940258070689808,Iris-versicolor
+94,6.157156037145882,2.8643069038423468,4.309495060841296,1.9077224790316634,Iris-virginica
+95,5.947372153009419,3.7964471642945012,1.781447744043688,0.569784484037702,Iris-setosa
+96,5.340482285815486,3.300272110057643,1.2790092638992316,0.31458430836560625,Iris-setosa
+97,5.627880585226573,3.2113325482219057,1.3691999806049433,-0.0064520289748624116,Iris-setosa
+98,6.058167557413139,3.5761942597258742,4.750406577994925,1.7977862993889677,Iris-virginica
+99,5.012994815623852,3.346280168727966,1.7440604252073992,0.2720643272979473,Iris-setosa
+100,5.332475873726297,3.2206438011654086,1.6309392629459585,0.22747729386729543,Iris-setosa
+101,6.241521865122932,3.176408836883978,5.4519046444356905,2.010765452756849,Iris-virginica
+102,5.785898463480333,3.0337529528332676,4.657531719464964,1.540670431610073,Iris-versicolor
+103,5.879803942467413,2.4059073844337613,3.388940484172407,1.1118037242476015,Iris-versicolor
+104,6.0757485999476035,2.777314592784303,5.277862725273097,2.166677613956032,Iris-virginica
+105,5.218065056771097,3.3978313221598193,1.4440137850557253,0.3617381523565681,Iris-setosa
+106,6.249081564952417,3.210080424769993,5.333240695526079,1.9848193089545443,Iris-virginica
+107,5.874969849062574,2.919962421144795,4.932973627093703,1.68402758268374,Iris-virginica
+108,5.2635129082508625,2.4121905157046353,4.280081458787617,0.9447123876060527,Iris-versicolor
+109,6.698484905365171,2.856956029329884,4.942158237932521,1.752524098537642,Iris-virginica
+110,4.7743076165722025,2.3244290844422486,1.2058576613726966,0.030643553506580934,Iris-setosa
+111,5.328673017135533,2.915942895126431,4.4914777537924,1.5679071353849812,Iris-virginica
+112,5.228582306260658,2.9292074703866824,1.4924238641674914,0.12804140220280266,Iris-setosa
+113,5.857364927613108,2.8687507898738365,4.992065378420654,1.8048856051359725,Iris-virginica
+114,6.532094093613135,2.827674095817247,5.225099899407789,2.2517847129130804,Iris-virginica
+115,6.26140665919752,3.3466032772233603,4.585800430571506,1.679330004465794,Iris-versicolor
+116,6.220398187401197,3.182648777435794,3.9978306178108567,1.576474006969808,Iris-versicolor
+117,5.460149075020824,2.3140062496896587,4.841784586976311,1.7574985470128721,Iris-virginica
+118,5.05524093928324,3.490033208403426,1.416801383906134,0.3014258630578616,Iris-setosa
+119,5.86295237433244,3.030342119586573,4.576098014738377,1.4031130484989622,Iris-versicolor
diff --git a/iris/tvae/4/0/test.csv b/iris/tvae/4/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/0/train.csv b/iris/tvae/4/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/0/val.csv b/iris/tvae/4/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/1/synth.csv b/iris/tvae/4/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cf33eb94c1e105e8a8a75784292869a4ec4e3844
--- /dev/null
+++ b/iris/tvae/4/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.039785038408542,2.0174585045605644,3.1647605718019776,0.7785765756799282,Iris-versicolor
+1,5.137019631423304,3.4687960764074366,1.3968568364015561,0.25741324816144,Iris-setosa
+2,4.76876119924122,3.749660062451645,1.3357880898889456,0.015675787101030042,Iris-setosa
+3,6.733302523685142,3.6705776760749433,5.71910054334573,2.306341716356188,Iris-virginica
+4,5.345528154839528,2.5150404053791053,4.7210755003170535,1.7449346610608711,Iris-virginica
+5,5.467934443794447,3.335051832965192,5.191587941149969,1.950465235022536,Iris-virginica
+6,5.316225228715721,3.296024329280036,1.4354022884025417,1.4514929361673716,Iris-setosa
+7,5.76162346182129,2.539147850064764,3.806863282045123,0.7001339624658528,Iris-versicolor
+8,6.2765212570198985,2.60244082101005,5.4700695093690905,1.9449674907203431,Iris-virginica
+9,6.007963187004744,3.0387156328975595,4.07738925421976,1.3973772842323346,Iris-versicolor
+10,6.7102645781937955,2.9705746230284116,4.739176868959291,1.6268728446901615,Iris-versicolor
+11,6.311345294598615,2.777201244776742,5.820982475863889,1.9933747977613154,Iris-virginica
+12,6.200598797638904,2.7497261167899723,3.892689586283708,1.5744977117331795,Iris-versicolor
+13,5.054466780663828,3.667570363962609,1.8403059335054937,0.39627285637560344,Iris-setosa
+14,6.313080240090035,3.32135363858473,4.835836745936047,1.8858810569199276,Iris-versicolor
+15,4.854726121369881,2.624168996512252,4.116771183491738,1.4256470347156975,Iris-versicolor
+16,6.322049091239598,2.9728702864091727,4.755532876209453,1.586372949724924,Iris-versicolor
+17,6.7098866095731005,3.205219118096596,6.149359556865436,2.232245559627622,Iris-virginica
+18,6.8715859045315115,3.097464680377494,4.658425782104907,1.1700342482771644,Iris-versicolor
+19,5.114580068260114,3.2790497870924016,1.2661008299503405,0.20066600761218362,Iris-setosa
+20,5.639045281844122,2.7495861313844183,4.214091316164613,1.4037157267260103,Iris-versicolor
+21,5.942628500076716,2.6617390715229554,3.7997337774988624,1.24190503100496,Iris-versicolor
+22,6.075361132049028,2.916107109743498,4.475393927046666,1.06960694695062,Iris-versicolor
+23,6.303601723073908,3.1517961854997667,4.940798224965969,1.8381018355084162,Iris-virginica
+24,5.964550771676903,3.3428089354766235,1.43726367223142,0.23721616256026987,Iris-setosa
+25,5.160938797856988,3.2293296099402427,5.038683082569021,1.5009507563570839,Iris-versicolor
+26,6.671306909263082,2.994745930904159,4.522875239221609,1.37157967230026,Iris-versicolor
+27,5.654605013744774,3.3805885553561708,4.743581611342568,1.5021512553865914,Iris-versicolor
+28,5.286205986997783,3.0989525090490786,1.4368916860547307,0.12118616840338886,Iris-setosa
+29,5.324062802239771,3.4034951071239465,4.885267206454516,1.856118378148746,Iris-virginica
+30,5.050915732527167,3.287170103309059,1.6101621581566399,0.14746975265647927,Iris-setosa
+31,4.634701014101803,2.322463177602293,1.552788528939995,0.2664155437251276,Iris-setosa
+32,5.149172848726833,3.1986601214684063,5.185076326193189,1.7661864306509072,Iris-virginica
+33,4.574398431612908,3.1522238887119562,1.4953550398435083,0.23653986836275628,Iris-setosa
+34,4.612218725060007,3.3650833914743448,1.3319696521377387,0.13305989124896422,Iris-setosa
+35,4.865275598965415,3.3461694585791903,1.3629718184434654,0.27608900906278366,Iris-setosa
+36,5.2770556143576535,3.3796144677658875,1.212319924103117,0.05355294665419161,Iris-setosa
+37,5.194459555151624,3.302746055401226,1.6678688571253875,0.3735677281739146,Iris-setosa
+38,6.256199107401666,2.3755642049683736,3.600508540551659,1.0443482841015643,Iris-versicolor
+39,5.496648258854936,3.5750022807331514,1.6365724744187398,0.39136481773981013,Iris-setosa
+40,5.81694761440065,2.2578558453776068,3.5789893438787557,0.8462006149077789,Iris-versicolor
+41,5.809333312387594,2.470753708581485,4.146160414136066,1.2177636333776136,Iris-versicolor
+42,5.395735584782247,2.593527572245778,3.8449205786574066,1.1033738423755235,Iris-versicolor
+43,5.858287117169524,3.293734302431335,1.5244835942231,0.2639275497554276,Iris-setosa
+44,5.8058713166839695,3.474570795857623,1.4477818072516153,0.1734285478026999,Iris-setosa
+45,5.049623383196506,3.234719993496753,1.5319224437760661,0.318427696903907,Iris-setosa
+46,6.04485032575624,3.765085476301005,1.713926530719702,0.3552032886613234,Iris-setosa
+47,6.6760429589351515,2.925320183172057,4.454524042811758,1.2291962162518988,Iris-versicolor
+48,6.474685677244839,3.3625941452766437,5.024699972017956,1.935667301087415,Iris-virginica
+49,6.045372818307069,2.3363963399575556,4.258852783736156,1.4454067712038687,Iris-versicolor
+50,6.06993691510579,2.342081884522047,3.9638573090899545,1.1254960314055,Iris-versicolor
+51,6.707492982403801,3.151904108385765,5.605709511531365,2.2459518031326704,Iris-virginica
+52,5.50716672508508,4.1211606369984946,1.6668203174683196,0.4790802615602352,Iris-setosa
+53,5.502886050593559,2.764628830136767,4.049562014441719,1.2712317159133022,Iris-versicolor
+54,5.301724358521964,2.859894810406491,4.49530674642665,0.8069906261425108,Iris-versicolor
+55,6.2877425854642555,2.8384037911071176,4.795345021769667,1.4678606535867644,Iris-virginica
+56,7.118242686467671,3.5094838850149963,5.944505085910196,2.1181012760461777,Iris-virginica
+57,5.542033109340421,3.2599683024996,1.5876100851618888,0.353990200188949,Iris-setosa
+58,4.997816327165309,3.3617833047671546,1.3315309628356826,0.22892700235520205,Iris-setosa
+59,5.425310769294109,2.963803228041618,4.971837119260973,1.2982042494737653,Iris-versicolor
+60,5.9420621930625535,2.4737082890443647,4.835605854675968,1.2671480149456047,Iris-versicolor
+61,5.025349206694406,3.7897252951724685,1.3622263604648621,0.38379420038693174,Iris-setosa
+62,5.683564537003935,2.7540438287965063,3.9190490216583456,1.1597241861059244,Iris-versicolor
+63,6.4830984934524984,3.6364597315692744,5.256845693364078,2.1558858498087283,Iris-virginica
+64,6.953794475116672,2.9547635179564913,5.198864084701219,2.298940781567599,Iris-virginica
+65,6.07370465455484,2.947216673027901,5.41757675890132,1.8792822768778012,Iris-virginica
+66,7.052532762005644,3.2105890009999127,4.727636692783294,1.4655400409568786,Iris-versicolor
+67,5.864854461939238,2.9528417694945164,4.73072650399748,1.8287619692952055,Iris-virginica
+68,5.543071910390568,3.1347704624925035,4.79353991504289,1.3938060170307809,Iris-versicolor
+69,4.834748018354663,3.3354788752207316,1.3648977558686801,0.16341740936003313,Iris-setosa
+70,6.140652550849703,3.6756865854276133,5.5682554623114795,2.3137232170341786,Iris-virginica
+71,5.012821743375947,2.8058701334465646,4.380710280244977,1.3901895482776894,Iris-versicolor
+72,5.2881704699173575,3.682513034195173,1.644698549378154,0.2679766096677316,Iris-setosa
+73,5.341279562525567,3.486198193356739,1.5031029939487717,1.9290101951746308,Iris-virginica
+74,5.8785411289143505,2.8918506950658744,4.916547856808534,1.415100139310671,Iris-versicolor
+75,5.1667052034688075,2.4945779685177794,5.352262179870202,1.9821230116747648,Iris-virginica
+76,4.8961875901063,3.660859148468806,1.453601651910994,0.1774177644900259,Iris-setosa
+77,5.209808752687462,3.394704550939931,1.5439122729398396,0.39862782003786656,Iris-setosa
+78,4.412156263260592,3.141250717533078,1.2937953365440111,0.2356731125084888,Iris-setosa
+79,5.018787881996234,3.9519132599972986,1.4610912590831104,0.4359114014909691,Iris-setosa
+80,6.016930583655914,2.9688732609285298,4.57586556991815,1.5098803575874455,Iris-versicolor
+81,6.092008687623865,3.2088920744789338,4.8821214825574195,1.6414382135392893,Iris-virginica
+82,5.090319581027165,2.6891161931327714,4.329850740659719,1.120578889927987,Iris-versicolor
+83,5.071714314574345,3.3978259274225406,4.33529617770043,1.5587498014390397,Iris-versicolor
+84,6.062253227353681,2.818017023141588,5.1490226838555255,1.7984610888923245,Iris-virginica
+85,5.575040794720543,2.693892204250665,5.220857208999114,2.0306034518703306,Iris-virginica
+86,5.232763638685479,2.2057055657006877,3.6059707238366134,1.0209030597568227,Iris-versicolor
+87,6.602477086828386,2.637784305947485,5.7447044867004395,2.0931772699867146,Iris-virginica
+88,4.546590197428474,2.605917921936108,1.2825328717353137,0.12217087288309081,Iris-setosa
+89,6.067018986730603,3.9621774172244226,1.6020176132602761,0.29665703711489777,Iris-setosa
+90,5.525196427915527,2.5463429527618384,3.974625050225183,1.0882688513671903,Iris-versicolor
+91,5.241631998612171,3.148637858734643,1.7470069077093315,0.5152305345560843,Iris-setosa
+92,5.037860237528636,3.3157665870946316,4.612844371794999,1.7403949384257844,Iris-virginica
+93,6.212091453533037,2.7493468161145795,5.032182057702557,1.7031475179632256,Iris-virginica
+94,6.523067597691542,2.8952729147165366,5.574910780385534,2.192930936309921,Iris-virginica
+95,5.560072477273418,2.6732891269552432,3.6256950208224445,0.8958173385451537,Iris-versicolor
+96,5.67877609103443,3.3971185036149665,4.155088890517459,1.3808350051760439,Iris-versicolor
+97,4.775408351574225,2.853319895477606,1.0749561562257952,0.181658959277665,Iris-setosa
+98,5.511426344889023,3.361873663814822,4.000312713012803,1.1586359780941349,Iris-versicolor
+99,5.906183263756227,2.8143208653876046,4.433754759063147,1.8546106022784725,Iris-virginica
+100,6.099345367228855,3.3667401824946217,4.975432534967365,1.8384989416082183,Iris-virginica
+101,6.04973554089071,3.5541571909592387,1.620412953315048,0.13682523234747324,Iris-setosa
+102,6.086895691635745,3.502766267762282,4.690310445509373,1.8175118687431604,Iris-versicolor
+103,4.481559685341864,2.9746442545452134,1.4171481813258655,0.237348192518104,Iris-setosa
+104,6.015500723506685,2.531538798033483,4.406047637187352,1.3130656225845714,Iris-versicolor
+105,5.172674396726791,3.6429512668910564,5.033154590341696,1.8782726304961175,Iris-virginica
+106,6.358376146465291,2.8046341920054023,4.9586557358798755,1.9472703715955506,Iris-virginica
+107,6.2107257576293975,2.9393305660863525,4.772555765459796,1.9369589831962386,Iris-virginica
+108,6.132723868316009,2.858619579393554,5.2980743971361965,2.026197961997297,Iris-virginica
+109,4.665225525190397,3.0206426325733196,1.2631533229942087,0.15850756778467096,Iris-setosa
+110,5.983270087454477,3.253715292574448,5.532598656189707,2.28094371196031,Iris-virginica
+111,5.902077255647715,2.5233799224262996,4.10851194517349,1.1057241239775788,Iris-versicolor
+112,6.6134554592581365,3.2759932800973144,4.635047923480928,1.4205036489460912,Iris-versicolor
+113,4.854211374696098,3.432913754166553,1.3307024244453614,0.2396121973781679,Iris-setosa
+114,6.868036667231697,2.7704010265857186,4.157073076964839,1.2269254467906139,Iris-versicolor
+115,4.850044850569481,2.3715796909047624,4.027989106694594,1.1720421867294184,Iris-versicolor
+116,5.190804781080543,2.6854260728279185,4.592769029807597,1.1228934631938872,Iris-versicolor
+117,5.064734311889412,3.046566486221675,1.4735894695342722,1.5152660608723245,Iris-setosa
+118,6.439536122696019,2.5965523301526865,4.3417006377924645,1.4191613016709321,Iris-versicolor
+119,7.660515106426024,3.265393915002551,6.138830887347218,2.0977688080640076,Iris-virginica
diff --git a/iris/tvae/4/1/test.csv b/iris/tvae/4/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/1/train.csv b/iris/tvae/4/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/1/val.csv b/iris/tvae/4/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/10/synth.csv b/iris/tvae/4/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d0eee9f7a75f94c7d490337b5ec5b3a43e56b6d0
--- /dev/null
+++ b/iris/tvae/4/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.423921811580915,3.4869471874484708,1.125826728592768,0.1702130069513443,Iris-setosa
+1,5.61714864295712,1.961253480619754,3.8722106249470833,1.081873401754996,Iris-versicolor
+2,5.08355094056134,3.13820140202817,3.85067574486109,1.4127752209585533,Iris-versicolor
+3,6.820130718633169,3.47896073382802,5.324536878163244,1.8906208795407773,Iris-virginica
+4,6.430224907788826,3.3368824628072784,4.779112925538243,1.714188270220244,Iris-virginica
+5,6.079742970241752,3.0734868811778684,4.5150236443459155,1.4368976672871923,Iris-versicolor
+6,5.833771828914806,3.575447259457412,1.5143690153883738,0.1931267984485462,Iris-setosa
+7,5.158963421921627,3.3626269104235837,1.1830297129184946,0.14816568898998894,Iris-setosa
+8,4.983947465964613,3.295277303964497,1.5401909127810607,0.10608079496165118,Iris-setosa
+9,6.53474966684604,3.212329350893296,5.611798050995023,2.3838864731199,Iris-virginica
+10,5.036176676976588,3.3769738815867814,1.4770910164876878,0.2908784914569398,Iris-setosa
+11,6.904632689373845,2.5639952257139176,5.3849309242276355,1.6780758018320665,Iris-virginica
+12,4.890630819127717,2.639208147430737,4.134473758485315,1.3640170480408838,Iris-versicolor
+13,8.260911720578617,3.560518103920094,7.083429181161774,2.057756727903904,Iris-virginica
+14,7.363571176548732,3.0021763408042124,6.028445536573039,2.2900670263446585,Iris-virginica
+15,5.416087500421358,3.419954925653889,1.6735869443699811,0.30677763233060223,Iris-setosa
+16,4.623043316172897,3.252027786902932,1.1302146400617357,0.10925520786724163,Iris-setosa
+17,5.582331155606765,2.4199087161482327,4.100055163441729,1.0405987436330444,Iris-versicolor
+18,6.863106659635383,3.5933595699296648,4.662094257327799,1.3474967474719266,Iris-versicolor
+19,5.237480853529238,3.002338030292276,3.9417005242339815,1.3171342001738495,Iris-versicolor
+20,5.071813049674773,2.8805829312828877,5.366145961567946,1.628506386439942,Iris-virginica
+21,4.70943588118523,2.9054322737937217,1.476756578448509,0.22869572273479322,Iris-setosa
+22,7.1544688040212785,3.3154168862001265,5.941013631512414,2.0725483608264765,Iris-virginica
+23,6.9968688379623,2.82032234267816,4.632910807613409,1.6382771112822874,Iris-virginica
+24,6.14970703441568,3.3854843492504405,4.645891611818774,1.8083632214453944,Iris-versicolor
+25,5.592164350276245,3.3061549325629476,1.2603453323548046,0.10128889898563606,Iris-setosa
+26,6.60775964287206,2.6785208410680847,5.282650956846088,1.932080524754639,Iris-virginica
+27,6.339301393782397,2.5249743825521223,4.268675670957225,1.2186315826675715,Iris-versicolor
+28,5.488309198657224,3.412665413160634,1.4489055031859406,0.21107171709154127,Iris-setosa
+29,6.064994746054186,3.477437134569431,4.704885021990659,1.7497296203814903,Iris-virginica
+30,5.677230894619188,2.5668446083150855,3.9395474997745183,1.1330358710623383,Iris-versicolor
+31,5.461412904502283,3.0607819760826502,4.866040249426473,1.7174374525413032,Iris-virginica
+32,6.160306735351113,3.4324233808031095,4.650367551237525,1.6355902518592615,Iris-versicolor
+33,5.817429782319345,3.388709868613411,1.3039252425712833,0.26810178285856456,Iris-setosa
+34,5.497133698049422,3.460147896113009,1.373850564029981,0.2950030025461117,Iris-setosa
+35,5.763622674324912,3.192632919194832,1.4093854739531466,0.2285629964794233,Iris-setosa
+36,6.824616417002712,2.8294685717099117,6.03474085287544,1.94777491032685,Iris-virginica
+37,5.557052685053646,2.9171302444766765,4.8888525396796805,1.736713614650024,Iris-virginica
+38,6.718583104133612,3.082742993589979,5.446289672696912,1.8072635396227692,Iris-virginica
+39,6.7443944171411125,2.5821769727026678,5.644065024673923,2.087775556921409,Iris-virginica
+40,6.578448172457531,3.533713738443074,4.9831359733745595,2.154270059944079,Iris-virginica
+41,5.069847908623642,3.6029601690355144,1.7254494703120402,0.40875068643347445,Iris-setosa
+42,4.818938340678996,3.4554528686331953,1.5931990221920853,0.24949267130092118,Iris-setosa
+43,6.54068678601034,3.2337821103904556,5.735673923823846,2.279296448527255,Iris-virginica
+44,6.221231101395501,2.3619224928058244,5.931935129401428,1.7898842069100522,Iris-virginica
+45,5.835799941305,2.3912052875611716,4.128982212499896,1.2488718755871842,Iris-versicolor
+46,7.465746187190496,2.984711308269084,6.431583591479512,2.222765262380606,Iris-virginica
+47,6.494723295369008,3.1829696665404943,5.365208357749054,2.272736977554762,Iris-virginica
+48,5.575274954722451,2.909147446603986,1.4156361186115058,0.07761783938634931,Iris-setosa
+49,4.945578651441632,2.3451050332165173,3.5238540533356466,1.1034198746861454,Iris-versicolor
+50,5.931832954923649,2.8433183482490456,4.530487644935958,1.622978755715067,Iris-versicolor
+51,5.1678408958274415,3.21334883703558,1.3448790845898488,1.3393258385447364,Iris-setosa
+52,6.401753120572745,3.597599493223287,5.681452697749281,1.867267185379573,Iris-virginica
+53,5.567565183710781,2.975298417800434,4.9847935615266055,1.9877589408637775,Iris-virginica
+54,5.49520892231723,3.0221088844433943,5.505719569987501,1.898578998776588,Iris-virginica
+55,5.200986720381942,2.284945970610256,3.394752640167627,1.0265536260645058,Iris-versicolor
+56,6.567547020599899,3.2581074310411173,4.850900333876866,1.8304678740458407,Iris-virginica
+57,5.500807637220066,2.8908771369976813,3.9615060424616333,1.249252757607553,Iris-versicolor
+58,6.284398837118808,3.284234570435698,5.2029621014672545,1.9284987539631773,Iris-virginica
+59,4.777540520926039,3.4285198931695655,1.4212593755501761,0.1361908338123734,Iris-setosa
+60,6.3090417709134075,2.6319827609197484,5.471652103153057,1.9926519808969911,Iris-virginica
+61,5.590672060734658,3.453823764301653,1.5941993579291214,0.2681993930471152,Iris-setosa
+62,7.086740819879777,3.2256503375954235,5.307534760728014,1.9567334164012196,Iris-virginica
+63,5.009401935664093,3.5124780409270806,1.3748416447530205,0.25634263196740803,Iris-setosa
+64,6.402759344777809,3.4154111481618634,5.176993314081809,2.08036561226736,Iris-virginica
+65,5.906376771975608,3.054315949001411,4.9512270446408255,1.6704002118608958,Iris-virginica
+66,6.4642574547629,3.230885355021323,5.638939022603893,1.8512359169062913,Iris-virginica
+67,5.8985068269103955,2.9596730510672824,5.220635706937474,2.0547038109667355,Iris-virginica
+68,6.215309049974004,2.9395078020479812,5.25947902677942,1.9605572172493033,Iris-virginica
+69,6.24952762535316,2.979806842545773,3.9967158792149124,1.254337881556506,Iris-versicolor
+70,5.431244756558829,3.7412201560559764,1.84469549385199,0.19461967577825642,Iris-setosa
+71,6.408079942118002,3.004401757727946,4.780147667891348,1.9489509827417821,Iris-virginica
+72,4.94004528228822,3.0534156772129695,1.718997857734014,0.22293571421535976,Iris-setosa
+73,6.781891035344316,2.827991408262354,5.269904452280617,2.2112293632561393,Iris-virginica
+74,5.3417371467453165,3.0774200129007236,4.680491891768313,0.1850206263710779,Iris-versicolor
+75,6.580155979995131,3.526599275832744,4.979704188293071,1.8896406466616127,Iris-setosa
+76,6.46972216641484,3.5670300049192636,5.823926637482388,2.3831954693173603,Iris-virginica
+77,5.199772645542873,3.221107081583595,1.5502272917028181,0.30774384879514716,Iris-setosa
+78,5.790338328485165,3.251739463094702,4.676207355446918,1.7089204974897099,Iris-virginica
+79,5.097879218477394,2.758436918512739,4.937700823067032,1.746449094179847,Iris-virginica
+80,6.926581451872917,2.8464273257612542,4.601874796364186,1.0595715579597362,Iris-versicolor
+81,5.372547886472071,3.4979804170815973,1.501215565182704,0.2518994196923223,Iris-setosa
+82,4.8608734879335325,3.274173472167666,1.4328972014559762,0.35650344799582734,Iris-setosa
+83,6.548573545809194,3.4072348403337562,5.907376309542971,2.417060976122343,Iris-virginica
+84,6.141955060135124,2.796567095463655,4.277748474382061,1.360980669452014,Iris-versicolor
+85,4.55588180911703,2.7644307951673137,1.408164332442263,0.10257068689241089,Iris-setosa
+86,4.748843867836278,3.1305355466482068,1.2011673358105126,0.1310310099895171,Iris-setosa
+87,6.136678648260985,3.136357013620502,4.50385550714354,1.3697389857993383,Iris-versicolor
+88,6.541413054179314,2.6902548701612448,5.341023452330554,1.905743283710649,Iris-virginica
+89,5.749784984209108,2.7418303431557867,4.573681485210347,1.4125646476363414,Iris-versicolor
+90,6.589279211565261,2.9077746039156933,4.93933997450402,1.9618325176877316,Iris-virginica
+91,5.045060374673176,3.6356852732816662,1.5186223027169135,0.3481471170610779,Iris-setosa
+92,5.794185168339637,3.0906767851133647,4.735080349740513,1.4553731015652118,Iris-versicolor
+93,5.141949783822842,2.939329925843787,4.717282068565026,1.8484385800556595,Iris-virginica
+94,6.094776087858064,3.0702743911906585,5.130294010471471,1.6735415627351211,Iris-setosa
+95,7.139785004056589,2.89718646832504,6.026453130484848,2.073614034232911,Iris-virginica
+96,5.063510096791876,1.9278946971196935,3.5252920226289435,0.8771145452773577,Iris-versicolor
+97,6.761998489248796,3.5181605218213967,5.88831848754263,2.3159944739654152,Iris-virginica
+98,5.140215286878929,3.3972612663227832,1.8055133206010092,0.27761025050039184,Iris-setosa
+99,4.773883020514782,3.458650265137085,1.233575569935678,1.611741141532201,Iris-setosa
+100,4.943954842980459,3.0785280667635444,1.5768941636775695,0.1475658135553024,Iris-setosa
+101,5.41627259641362,3.3752763502336585,4.987607537681364,1.6383140084811925,Iris-virginica
+102,5.086593684772007,3.342597159456629,1.4585039439904484,1.9031608930112989,Iris-setosa
+103,5.687051701646326,2.5195090532581386,4.503038098346703,1.2622229117674988,Iris-versicolor
+104,5.293200135466468,3.1921734714167376,1.5633180891140175,1.664294258038522,Iris-virginica
+105,6.826653652398482,3.1690450900312523,4.504135020457702,1.5839333409225753,Iris-versicolor
+106,5.401760593986276,2.755110355840631,5.270809245807933,1.7884431464480004,Iris-virginica
+107,5.438174192259364,2.7465419124560158,4.980939480404597,1.6111837153541144,Iris-virginica
+108,7.289956461798299,3.087698070391996,6.428436394177101,2.204031748756906,Iris-virginica
+109,6.661805346312891,2.9098821094180956,5.4356291323521075,2.036346888844467,Iris-virginica
+110,6.087083019200689,2.929271729395235,4.398321163787008,1.5836235624300505,Iris-versicolor
+111,5.157118815461689,3.2739259334138775,1.385540736341957,1.5390894194407438,Iris-setosa
+112,5.5338398999399265,3.1641478778756293,4.752764607919651,1.7986315512105033,Iris-versicolor
+113,5.760200633320427,3.4143313020993236,4.644706405047759,1.6911031986089542,Iris-setosa
+114,4.851508845457415,3.3542552154849097,1.2570622908068723,0.28546159186766035,Iris-setosa
+115,5.612607325105239,2.8772231563419326,4.542965630013619,1.022695611535266,Iris-versicolor
+116,4.919306095478324,3.416294038128093,1.7190245859641986,0.316971771212232,Iris-setosa
+117,6.018043791894828,3.0789952904793543,1.6509276668123172,0.18227255057888497,Iris-setosa
+118,6.021259983179429,3.2497580557102737,1.6599988903845069,0.39138398786969486,Iris-setosa
+119,5.630204034820742,3.449376851685938,5.165894926093311,1.7998311071925168,Iris-virginica
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..8de2ea1910dc0b90dca41974aaf5a8d0ba5e3511
--- /dev/null
+++ b/iris/tvae/4/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.761035345506352,2.457373995104138,5.261439127195724,1.9329876554080214,Iris-virginica
+1,5.186295651008104,3.1069171787332484,5.234207929506436,1.9111398202816503,Iris-virginica
+2,5.888129837970588,2.7463801178090685,4.314886974330974,1.0344277091127907,Iris-versicolor
+3,4.719899947611586,3.6290684413754515,1.4660415932120339,0.3775888671858814,Iris-setosa
+4,6.255244938264779,3.0806855354010474,5.0932843592034365,2.173512758293069,Iris-virginica
+5,5.3148641280281534,2.9684621435552385,4.698307294149527,1.779791660262149,Iris-virginica
+6,6.073445813257107,2.8498021777318354,4.940548683450622,1.8835410944348956,Iris-virginica
+7,6.504812834002017,3.4298293116281675,5.566198941952018,2.225666402463193,Iris-virginica
+8,5.786721242890553,3.825965301740367,1.281336026566625,0.12893845862047254,Iris-setosa
+9,7.254694727726716,3.735038484832964,6.4640156827713575,2.1886096662522325,Iris-virginica
+10,5.078802917412171,3.5359354041167124,1.4956601859016994,0.27560193229612956,Iris-setosa
+11,5.541121992982862,3.334642070387325,1.33166083744348,0.11544863968845165,Iris-setosa
+12,5.571591685728602,3.2196020265122582,4.8160680161798135,1.305481532086539,Iris-virginica
+13,6.213243602955785,2.4852058439163542,4.647277534283456,1.356314808436072,Iris-versicolor
+14,5.226181738568403,2.9959177164135307,5.244856988302137,1.7011054835738693,Iris-virginica
+15,6.068562389684316,3.277602423213777,4.947977272791481,2.0536800372190314,Iris-virginica
+16,5.783103036716576,3.2909624810333438,4.599124254235503,1.7411438061399966,Iris-versicolor
+17,5.695117291241146,2.8258606898999274,4.261286359478526,1.2447406452760326,Iris-versicolor
+18,6.146877479140542,3.0053122641945964,5.053903837799827,2.0105173066244264,Iris-virginica
+19,4.741929406738168,3.265591864166462,1.6567125860082499,0.2372087171682973,Iris-setosa
+20,6.691948533557625,2.549143467985668,4.650577817247378,1.5245259140979106,Iris-versicolor
+21,5.193877240794538,3.176975152250551,5.207840101645872,1.9228219090021705,Iris-virginica
+22,5.5188351741105155,2.9094339308280084,5.548506622456546,1.7349647991622885,Iris-virginica
+23,7.50145534076324,3.188388009320907,5.957948558771841,2.012722777495887,Iris-virginica
+24,4.7231785001016995,3.035618648483055,1.4286148028310772,0.172567961484362,Iris-setosa
+25,5.338281574192638,2.780799315793875,4.398279740171353,0.01595785707758693,Iris-versicolor
+26,7.172037901522055,3.1371918590491954,6.078413920458211,2.128750974324946,Iris-virginica
+27,6.554542350707991,3.208488683612561,5.591951245923204,2.0498978961703993,Iris-virginica
+28,6.2677093018676215,2.71638365896381,4.5236106988025835,1.2502173321241234,Iris-versicolor
+29,5.241963046905036,3.7466908062996973,1.612131405850959,0.1794566548419881,Iris-setosa
+30,6.194657836326762,2.6521979291752267,3.9424749145030127,1.2800821437652106,Iris-versicolor
+31,6.086442010755048,2.708339897574431,5.160509010424713,1.83682990126958,Iris-virginica
+32,5.283191987539846,2.0657994868819842,3.480382650869016,1.0376011329073145,Iris-versicolor
+33,4.907320774753745,3.1131355556699156,1.2758971147744058,0.22850248713913604,Iris-setosa
+34,4.737869944118348,2.274803460949864,1.3775324549373646,1.3058367316073507,Iris-setosa
+35,5.5298876779356325,3.490474242534608,5.305042757492592,2.084246054750369,Iris-virginica
+36,6.260865838260125,2.8226376851718675,3.968794814652689,1.4355816437888558,Iris-versicolor
+37,6.555877046509915,3.223557464522284,4.643372432391432,1.5589349456303387,Iris-versicolor
+38,4.6556422867711165,3.0278981484318432,1.3860703060980621,0.2322259988757472,Iris-setosa
+39,6.97474130937914,2.4556499411645483,4.858054399725117,2.0204668036970155,Iris-virginica
+40,6.969763032688926,3.5121922167568718,6.087510708230611,2.490530381579914,Iris-virginica
+41,6.031472228708347,2.8105246773033823,4.8447693505956675,1.997946801436692,Iris-virginica
+42,5.880323005570137,3.2196696443664545,4.664753012504572,1.7110763338247441,Iris-versicolor
+43,5.953182758254694,2.831177576023294,4.51194318041667,1.268742732015058,Iris-versicolor
+44,6.4942254564960376,3.0414160285385754,5.098752011888941,1.9125348869053411,Iris-virginica
+45,6.632223212599886,3.4680031528868693,6.06906506842999,2.0071883173552374,Iris-virginica
+46,6.316110611445068,3.5701622833784517,5.317722924501816,2.1825440422133338,Iris-virginica
+47,5.538610933686884,3.292311699168942,5.255569082871194,1.8360217283180138,Iris-virginica
+48,5.019148514645432,3.8992535410380635,1.5251039888827749,0.2660362532600526,Iris-setosa
+49,6.101060053325179,3.3253253963163703,5.793160304321518,2.008421675053953,Iris-virginica
+50,7.224968605734208,3.421530134214357,6.081979185183064,2.4639455317303884,Iris-virginica
+51,6.343947615414317,3.381677062610299,5.037255050400856,1.4289676310501724,Iris-versicolor
+52,5.6008421855048125,2.8708963461074313,4.06751128338399,1.449697943849959,Iris-versicolor
+53,5.395107746521573,2.8413821661805176,4.482128250924745,1.2395137786161183,Iris-versicolor
+54,6.344528969990214,2.684787962019548,5.038364041690248,1.8194813584207372,Iris-virginica
+55,6.981005504947291,3.0896123552581187,5.313846603812991,1.744868880544854,Iris-virginica
+56,6.558426823546026,3.044395736430028,4.244931780814158,1.7721774068885454,Iris-virginica
+57,5.172804569482998,2.930032795683929,4.77894839802106,0.801947073924137,Iris-versicolor
+58,5.474416569556276,2.637131069149729,4.004473405828326,1.395564615862834,Iris-versicolor
+59,5.243887310488037,3.275830155106578,4.491681791892384,1.4876432787887768,Iris-versicolor
+60,4.969540561190834,2.845939220080189,1.5191621529351378,1.767953603875131,Iris-virginica
+61,6.633536475878048,3.338306882963863,4.587957442488018,1.228922013711386,Iris-versicolor
+62,5.79235669284288,3.1934715673476695,4.934463027003898,1.5968020253674318,Iris-setosa
+63,5.941341439440883,2.9478449783557372,4.262701075893278,1.4064363668136493,Iris-versicolor
+64,6.968905921384382,2.973593983474334,4.1176011290531465,1.3701717734583698,Iris-versicolor
+65,5.9875089579371386,2.65036273894296,4.742836913450516,1.4537329192027664,Iris-versicolor
+66,6.816062247123947,2.6149540425663256,4.224981914025537,1.5017364940758464,Iris-versicolor
+67,6.432665891890008,3.1221607881855333,4.984314164018333,1.9150893023249824,Iris-virginica
+68,4.930990156842067,3.8800648557053785,1.5617254092478805,0.11851192550210757,Iris-setosa
+69,6.565073036468856,2.8823016918307927,5.555865672699555,1.8056967190353184,Iris-virginica
+70,6.961999756106746,2.6189969702642006,5.254259446397037,1.7946784191087397,Iris-virginica
+71,6.079658170905496,3.1445126928826763,4.6980608608392895,1.535660019499422,Iris-versicolor
+72,5.099092580760968,2.4433590303056993,1.2793511080064888,0.021878546888637856,Iris-setosa
+73,7.150050007356313,2.6150088144261368,4.203057541776879,1.2668529709454162,Iris-versicolor
+74,5.266987904633444,3.136573286778581,1.4713183475361702,0.3010881166258467,Iris-setosa
+75,6.326604909991644,2.4952926736152765,3.74481940739783,1.012926408989026,Iris-versicolor
+76,5.36496650128231,3.2102293921813767,1.2683035050746603,0.2230932833078763,Iris-setosa
+77,4.6607459915030205,3.3061106054262117,1.4174461755032235,0.13585532764388714,Iris-setosa
+78,5.6851079547200865,2.7393939953879713,4.098578690763478,1.5345773966658376,Iris-versicolor
+79,4.302546938207396,2.8334010600542427,1.5039089661568572,0.05412895465774045,Iris-setosa
+80,6.319047748994804,3.328483441919567,4.732839330622467,1.157426218191162,Iris-versicolor
+81,6.077676937002484,3.1947085165920392,4.743381846431394,1.8969203990178172,Iris-virginica
+82,5.3809747628316025,3.0217633695827586,5.128831536972552,1.9252607353055626,Iris-virginica
+83,6.875266014466863,3.0341615864691898,4.542477381341056,1.4484586549260627,Iris-versicolor
+84,5.447850999604805,2.6592422185104354,4.015197523147056,1.16429921507677,Iris-versicolor
+85,4.973971830981232,3.0719358801954124,1.5031040958544513,0.2714581074527878,Iris-setosa
+86,5.984033081324295,2.9286532081359353,4.9421731931710555,1.7503487274574159,Iris-versicolor
+87,4.770419670692227,2.7645289381654745,1.3721004181006475,0.12224318501013265,Iris-setosa
+88,5.397132480416416,3.0934928217956172,1.5543498653837933,0.19466813414117107,Iris-setosa
+89,6.3177350415880325,2.591806871645669,4.997410446085427,1.8128715266058517,Iris-virginica
+90,7.629966725773182,3.2299279889374772,6.170855876146705,2.2699286145300452,Iris-virginica
+91,5.4662334407181215,3.6434027592496685,1.202986869422774,0.2452519837319921,Iris-setosa
+92,5.3479837834775195,3.655065516781684,1.4063757693917898,0.29565263794591273,Iris-setosa
+93,4.988298334547257,3.1355290462930125,4.765620514268164,1.7061563816191567,Iris-setosa
+94,6.036681044803047,2.5852148873502654,4.837234999370676,1.6164410776531144,Iris-virginica
+95,5.3848201942331615,3.490601897281088,1.9484516025565037,0.5259234174032258,Iris-setosa
+96,5.2930399606417895,3.1870715618007393,1.4523227866957127,0.3270490122129776,Iris-setosa
+97,5.142725954951484,3.002617939664602,5.302269736336769,1.9219439423717133,Iris-virginica
+98,6.843537999828359,2.9731872746064516,5.274324701624283,2.0656990880499273,Iris-virginica
+99,6.2958876498943415,2.5183976823112415,5.261933422546894,1.5000775916574705,Iris-virginica
+100,6.064581258513887,3.4335853137347523,1.3064661336956607,0.18613953499855296,Iris-setosa
+101,6.0765801187267545,2.188199985268299,4.397570194617755,0.9871713751332165,Iris-versicolor
+102,5.750295493793671,2.9478744887604953,4.405691131453691,1.633489571158271,Iris-versicolor
+103,6.059121856119585,2.921684154269728,5.074785620217361,1.8449654451147797,Iris-virginica
+104,6.239568527987533,3.3037711277513133,5.193968058685478,1.3885422645527337,Iris-versicolor
+105,6.271582234187895,3.460615293623204,4.299064453381895,1.4603032831546814,Iris-versicolor
+106,4.579433900501817,2.15803967840255,1.2432108660211276,0.15655187337317295,Iris-setosa
+107,7.162879886399565,3.130293250855593,4.646511711964339,1.8006386779233905,Iris-versicolor
+108,6.925329684352276,2.654203096043943,3.8019045378962333,1.1201690778608375,Iris-versicolor
+109,6.097574960666186,3.0822313412649036,4.320242251359876,1.5217109039027492,Iris-versicolor
+110,7.172428741255108,2.7616266242014333,4.3778678021149755,1.1810177325610125,Iris-versicolor
+111,4.726007196393216,3.2445311479329324,1.6218420202829553,0.43303521869180617,Iris-setosa
+112,5.809238710452777,3.2453757180216574,5.628408935536523,2.012673839657271,Iris-virginica
+113,5.110491643343748,3.474963288757599,1.5083086464675588,0.13677728212042684,Iris-setosa
+114,5.904723635208986,2.935987152792806,4.563996174947861,1.6017180410837195,Iris-virginica
+115,6.952967694257026,2.903701413405881,5.578587273975043,2.3175219808198766,Iris-virginica
+116,5.145312557078862,3.2012664503534793,1.6794810961913471,0.2844444971505968,Iris-setosa
+117,5.7341907152540035,3.0676546577393733,1.2138805152844556,0.16954696011719053,Iris-setosa
+118,6.346872601882605,3.315019284299924,4.991664343441282,1.748788592967707,Iris-virginica
+119,6.025800723258219,3.5771521126729318,1.7754320667220187,0.44873427559824985,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..355a25c27a0f791459c0e1ce0d39ef0b43b76b8e
--- /dev/null
+++ b/iris/tvae/4/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.275479321102995,2.853806312350751,3.57934225418985,1.0357161128372905,Iris-versicolor
+1,5.086851555102583,2.7816227446383053,3.7457951548004083,1.452865535154697,Iris-versicolor
+2,4.960480135167282,3.285806821843561,1.0642476980368187,0.18491251037099155,Iris-setosa
+3,5.396941037525273,2.7934531205008803,4.413330873010745,1.176437051118689,Iris-versicolor
+4,6.544622529911,2.9974148660614235,5.321416884407463,1.9287565461461793,Iris-virginica
+5,4.766862036796155,3.492345889460885,1.3566797062604028,0.3108465560972335,Iris-setosa
+6,6.02427037361828,3.127770261112871,5.065875198294933,1.6428487464850772,Iris-versicolor
+7,6.041300155641613,2.8633496398577525,4.81388302338383,1.5390177853202136,Iris-setosa
+8,5.482644136177024,2.575057827192214,4.0359957942995575,1.0888779262631874,Iris-versicolor
+9,5.7597506261161655,3.194941144274682,4.582829069629155,1.4823229143609624,Iris-versicolor
+10,5.235274646400555,3.389391013594293,1.6198752636518496,0.2523239643229279,Iris-setosa
+11,6.425277074930649,2.8561610011460488,4.667128648492207,1.5483019558938995,Iris-versicolor
+12,5.326039212530325,2.5837945957756294,4.089039180934559,1.0572263181102188,Iris-versicolor
+13,6.010804413615886,3.58834246758002,5.161572602356673,2.141682446079547,Iris-virginica
+14,5.809580946376796,3.4863474112199224,1.2676616457766552,0.14575025986344986,Iris-setosa
+15,5.445647140452585,3.4146695381730447,1.181362034258661,0.10315059985782749,Iris-setosa
+16,6.854111545705576,3.473085650227229,4.385912690827483,1.2689580393722444,Iris-versicolor
+17,5.922807524017781,2.8647801133201596,4.537284699383486,1.4282464042810832,Iris-versicolor
+18,4.8306298283906495,2.562598818410834,1.3734759081111299,1.244241366581394,Iris-setosa
+19,5.502443320461292,3.5035814441397926,1.3353295033343793,0.3490683594385414,Iris-setosa
+20,5.987126475498675,3.3634233006981358,4.693808970352655,1.477932219330706,Iris-versicolor
+21,6.368432174883863,3.1268176928593534,4.713646185888924,1.5780426055726242,Iris-virginica
+22,7.137364946650497,2.7475409308374394,5.687207330277863,2.437820159680519,Iris-virginica
+23,5.461858198484049,2.6795033265511266,3.8602028449789962,0.9545268923700145,Iris-versicolor
+24,4.881949922514491,3.8501310546869605,1.5071965066587962,0.3404266801560939,Iris-setosa
+25,6.570327344162123,3.0180621313045863,6.154307122391154,2.029161767025816,Iris-virginica
+26,5.142875810153095,3.0374212410040777,5.173566230241453,1.8011792822231716,Iris-virginica
+27,6.596518666423741,3.9728288947036123,5.973560759483588,2.2616079027567473,Iris-virginica
+28,5.90468492319534,3.1207284046149417,4.287942396876078,1.630549297167692,Iris-versicolor
+29,5.572749741839375,3.171550852755574,1.3603030649282022,0.15936709623791084,Iris-setosa
+30,6.4565981056481965,2.6662510951955456,5.989104556400562,2.1848758972215245,Iris-virginica
+31,6.7523720958089175,3.1262957924538033,5.656806224028369,1.9073544759386072,Iris-virginica
+32,6.912113364290492,3.3271939452918375,5.1370960370026415,2.331121004277984,Iris-virginica
+33,6.4689322166901455,2.967520527789964,4.743148937364642,1.582967803808029,Iris-versicolor
+34,6.126734956960632,2.7349652466735126,4.853345085558767,1.318136367428061,Iris-versicolor
+35,5.123259650573377,3.3533913563773536,1.700031884365196,0.4526174882726104,Iris-setosa
+36,5.668831907550062,3.463568468961838,4.984076520073955,1.8641513034848216,Iris-virginica
+37,6.080717911828161,3.1595506275562393,4.706807137592058,1.5770539134772654,Iris-versicolor
+38,7.164426664725226,2.9781710553196064,6.191386901707935,2.1688018368087727,Iris-virginica
+39,5.8091144660858935,2.7115549434924193,3.6812096898643283,1.1161101316514652,Iris-versicolor
+40,5.065593598873463,3.062088880853331,4.788406267669813,1.7377707922769605,Iris-virginica
+41,7.437337435099288,2.603476614468331,6.902245619090731,2.411270064017558,Iris-virginica
+42,5.510392045531798,3.221447790051444,5.0349684078664,2.173596066984016,Iris-virginica
+43,5.262456549739914,2.7999461898069598,1.5884461315207181,0.18727951973738088,Iris-setosa
+44,5.176680558863547,2.129498068334145,3.5575265767641717,1.1227816627708478,Iris-versicolor
+45,5.874413428811046,3.123012830441788,4.744831644086943,1.6328079647598257,Iris-virginica
+46,6.054125787015084,2.775365024521136,3.7000519418724243,1.5156994135400284,Iris-versicolor
+47,6.336668096443027,2.2177452358015772,4.085254630794753,1.2210210994569222,Iris-versicolor
+48,6.182153378717988,2.9415185451062262,5.902027254945758,2.403331742382523,Iris-virginica
+49,6.105838159357491,3.10891633937682,4.634837207714222,1.6947082766149961,Iris-versicolor
+50,5.851259163827052,3.099459187556528,1.3744004362335942,0.3760895678074905,Iris-setosa
+51,4.861337490700232,3.344567721564297,1.466671254403929,0.2648153738998658,Iris-setosa
+52,5.073814942144372,3.567546081686835,1.6011171018669772,0.18867686249575832,Iris-setosa
+53,5.241653555320942,3.6074120132944185,1.3927783189114789,0.1836515644207134,Iris-setosa
+54,5.425653378952877,3.6269889036001315,1.7001491709748466,0.37223898676062034,Iris-setosa
+55,6.328088228778378,2.8391264876489775,5.187553630680584,2.1213401009901025,Iris-virginica
+56,5.20719998475126,3.4011863823187682,1.508065922542435,0.47448481240594204,Iris-setosa
+57,5.919003882796548,2.730664830639746,4.4748862557167275,1.3117941048847719,Iris-versicolor
+58,6.202418098410671,2.9028429554494246,5.440195591353539,1.7275464840713215,Iris-virginica
+59,6.872661117891725,2.829146523516418,5.263410518719553,1.960773984963355,Iris-virginica
+60,6.3397128257396975,2.8962655977753493,5.010205205053204,1.4871136386874435,Iris-virginica
+61,6.655552713672531,3.197269645164853,5.640774977596134,2.2082799872667462,Iris-virginica
+62,5.233623318711125,3.443909536866515,1.5700789786624498,0.5018475312634255,Iris-setosa
+63,5.564299792128178,2.731716356052018,5.461511157404225,1.876326063310858,Iris-virginica
+64,5.868056129949851,2.751327710545441,4.92375092271739,1.433851560356238,Iris-versicolor
+65,6.726411376196422,3.265198505186798,5.647681221839424,1.9954324380893684,Iris-virginica
+66,4.827513844004226,3.3570354536892504,1.4288532021807832,0.1098556931529392,Iris-setosa
+67,7.187753399507916,3.3254713025482805,4.881256055855172,1.4850968687325694,Iris-versicolor
+68,6.1438762379200496,2.854313144985097,5.62316318558355,1.8841637663443176,Iris-virginica
+69,4.89189393009675,3.3825855775529283,1.516114959621276,0.2627632964633382,Iris-setosa
+70,4.6723628120055904,3.030770137924623,1.5251896773927327,0.28406600215466205,Iris-setosa
+71,5.402406039452416,2.565670778942802,4.426465248117538,1.3551147909492662,Iris-versicolor
+72,5.997478573552993,2.573159095942089,4.2515290756250455,1.133421927724116,Iris-versicolor
+73,4.716909948992005,3.0955456391889737,1.474875905808188,0.30973514419543924,Iris-setosa
+74,5.254454654947254,3.0556334608768156,1.5193553587180415,0.3087979540854758,Iris-setosa
+75,6.278054672871475,3.3504714965384066,1.4450593148728519,0.2975640679175077,Iris-setosa
+76,6.113851492923843,3.0227077943148033,5.4957949804487525,2.0592297444448064,Iris-virginica
+77,4.839086708296444,3.107884998186413,1.4477361300130744,0.16180521536426878,Iris-setosa
+78,5.883531391597557,2.6184564746668677,4.606611195935417,1.4114137471508343,Iris-versicolor
+79,6.430184192138377,2.5010292671255048,3.9682208236516527,1.055451230344388,Iris-versicolor
+80,5.183140331790752,3.57460992633609,1.5792542107055108,1.9613926610529582,Iris-setosa
+81,5.629527231214314,2.57717374196859,4.07371472406633,1.090482701527467,Iris-versicolor
+82,6.027426700778384,3.0128380748406403,4.890042685083207,1.801573489563866,Iris-virginica
+83,4.89523303972802,2.797548609243852,1.6028350792547994,0.20210091094803634,Iris-setosa
+84,5.692897288202149,3.3382122302154493,5.5310200546066355,1.6958370601476374,Iris-virginica
+85,5.071686321460076,3.4522400518669936,1.5644169650590678,0.4988006127442239,Iris-setosa
+86,4.683575013785162,3.195372297990238,1.643230479507039,0.39154656151313116,Iris-setosa
+87,4.971721909292574,3.686208125986178,1.4520084107792601,0.1646971529464708,Iris-setosa
+88,6.239863951614235,3.28223111496086,5.16409512343672,2.05322171512285,Iris-virginica
+89,6.301191989636253,2.644913835079362,5.16217038653941,1.8458274064322848,Iris-virginica
+90,5.99155970343608,3.21756268015436,4.820406113216884,1.8411942587343049,Iris-virginica
+91,5.814501468267965,3.269811220072777,4.207408559419584,1.3797927366944902,Iris-versicolor
+92,6.199840479665187,2.990506327220784,4.514504108361748,1.2596624638610998,Iris-versicolor
+93,6.4803306220917225,2.783551953496687,5.256203994282205,2.0057149327752106,Iris-virginica
+94,6.846280147465025,2.4969929167154574,4.825209487213663,1.3755195978475543,Iris-versicolor
+95,5.40196078745298,2.5074955426687717,4.479982884965088,1.4625439956382535,Iris-versicolor
+96,6.433306805921377,2.845493751980836,5.104832496143352,1.5874775183388805,Iris-virginica
+97,5.2431725460436835,3.008483649245606,4.495043921420188,1.3284750979319417,Iris-versicolor
+98,6.947258588439111,2.806058243622519,4.629281875376243,1.201673632291714,Iris-versicolor
+99,6.565497731791621,2.9312143349648005,4.703031123585952,1.7491168394196406,Iris-versicolor
+100,4.787197074302027,3.229828694733175,1.3948234267183222,0.04592898778421728,Iris-setosa
+101,6.569920320880383,2.760877201398319,5.628036663049803,1.8885768577308744,Iris-virginica
+102,5.125069589921571,2.9148334216368834,1.2560267009017458,0.11793580672515688,Iris-setosa
+103,6.447084099847822,2.585865546587413,4.451053708246303,1.385015518300358,Iris-versicolor
+104,5.158751758316808,3.0428302274488144,4.275310821123266,1.0752708924189065,Iris-versicolor
+105,5.749542585845529,3.2024201725732313,5.189811068641009,1.5354600223556794,Iris-versicolor
+106,4.9656398354646045,3.1228827003602904,1.5711926209269467,0.43992161755155224,Iris-setosa
+107,6.65141904521875,3.0575520820290554,5.885763983394668,1.897066658787218,Iris-virginica
+108,7.203901262939894,2.638658315857655,4.687510350514658,1.133603845316033,Iris-versicolor
+109,5.05312146350353,3.6080878394260427,1.75275044486802,0.436431586697581,Iris-setosa
+110,5.760111688912518,2.3296236249841753,3.9324326680928587,1.2685597655984462,Iris-versicolor
+111,4.320526449092848,2.69462877295415,1.095566751500221,0.15590101778291796,Iris-setosa
+112,5.161796841574082,3.822417386385618,1.677781209939857,0.3237222215696481,Iris-setosa
+113,6.518480129241836,3.126757222139791,5.086047034462419,1.865468007308017,Iris-virginica
+114,5.68149821951571,2.6500717299605427,4.209534815033456,1.1785034709189004,Iris-versicolor
+115,5.79411550583098,3.1896537041325925,3.866197250388165,1.1909577451110442,Iris-versicolor
+116,4.668103611861729,3.6959299795436227,1.648902004954835,0.18791147300955846,Iris-setosa
+117,5.726504859959472,3.105015167358331,5.008479231660774,1.88375060865233,Iris-virginica
+118,5.970789302422836,3.0517390743485886,4.614071613343048,1.6017413755775487,Iris-versicolor
+119,6.617746743551742,2.6895820867318228,5.749140443401199,2.1609377939664025,Iris-virginica
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..2555920777ea16d69ecfee279957cdc664ec0756
--- /dev/null
+++ b/iris/tvae/4/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.433020526261325,2.8115044061415695,5.175526904876662,1.693679775816297,Iris-virginica
+1,5.370663511529402,2.936810423834942,3.888451975174908,1.2028679541162663,Iris-versicolor
+2,6.179026266490789,3.1130347149814037,4.601092156468889,1.813135851089129,Iris-versicolor
+3,5.84290823318383,2.5201521398687263,4.3885183392637295,1.4908899381723846,Iris-versicolor
+4,5.187791048780557,2.708851353893227,1.3752767352945405,0.02798188210050856,Iris-setosa
+5,6.347680107333539,2.9563587680282577,4.293634532305836,1.5114492855462167,Iris-versicolor
+6,5.546835685942078,3.319883310536838,4.899229555261853,1.6269164163282224,Iris-versicolor
+7,5.721690703158622,2.6906531818509474,4.252298525310499,1.1312588993734765,Iris-versicolor
+8,5.270031380937829,3.3890026684503,1.3864344779777107,0.1960049092169745,Iris-setosa
+9,4.776477885158997,2.79085756129804,1.263477806453197,0.1375684305921912,Iris-setosa
+10,4.999857186394827,3.095908423455812,5.096115817872915,1.8918391185501675,Iris-virginica
+11,4.458573623239132,2.5504524218839535,1.4611550654422474,0.17243858435267986,Iris-setosa
+12,5.463032314532093,2.881501511674091,4.756760826884163,1.8282299509828037,Iris-virginica
+13,6.439144792858826,2.8053663833918305,4.061259335007826,1.2563911392631466,Iris-versicolor
+14,7.480623726923174,3.021574180186306,5.717463183476295,2.010811455045789,Iris-virginica
+15,6.654933933152967,2.700690394523214,5.630830690504146,2.0786777492296324,Iris-virginica
+16,4.971117465594816,3.1487222420762664,1.3413304484111634,-0.013265362885514609,Iris-setosa
+17,6.817322499369794,2.6602903327724006,5.486211043223141,1.8992123868385975,Iris-virginica
+18,6.040130034915824,4.123143551051508,1.834676871641158,0.608774955794609,Iris-setosa
+19,6.885640386207733,2.6254659955372825,4.43525199162931,0.9936185808236583,Iris-versicolor
+20,6.376199085915828,3.2243524562573724,5.392218825355682,2.132035868173776,Iris-virginica
+21,6.197593084324268,3.5144154192891737,5.362923593691337,1.7530283624395868,Iris-versicolor
+22,5.310531803200904,2.9628338358925186,5.019560518899473,1.670863848393169,Iris-virginica
+23,6.296463608636305,2.7136406647736853,3.8925489042410355,1.1956374866782775,Iris-versicolor
+24,5.990707080928738,2.624450298687247,4.93623125941929,1.6237135327265122,Iris-versicolor
+25,6.629543714141776,2.94874962142017,5.505987198247672,2.1915058552804316,Iris-virginica
+26,5.829435721775182,3.2599137302418755,4.9421345736726865,1.8902221247600512,Iris-virginica
+27,5.601055024027052,2.1140972061964027,3.817548707176138,1.1412155539630224,Iris-versicolor
+28,5.439796651363997,3.430417825793199,1.3724661935768578,0.28017267361400783,Iris-setosa
+29,5.244311216491573,3.306904517129443,5.45262963748127,1.8396419213107398,Iris-virginica
+30,5.879280345808892,2.7508388397183055,4.273141259743343,1.2363150742617255,Iris-versicolor
+31,5.127839443930996,3.1928840402433254,1.2558405397771921,0.2835824195754815,Iris-setosa
+32,5.195449415732471,2.914776849088764,4.484590641220995,1.3289945060315564,Iris-versicolor
+33,5.345133625284062,2.9259324640435977,5.41260202792217,2.021973444282417,Iris-virginica
+34,5.964604201483859,3.404416183398509,1.3376485276984182,0.5010814887545053,Iris-setosa
+35,4.975386119252864,3.9704864666296995,1.6444845078444335,0.18612503283180815,Iris-setosa
+36,6.999988364688241,2.7443184424023563,6.133219779548739,2.050881372734456,Iris-virginica
+37,6.087309789949437,3.093065219244877,5.503794178517234,2.252106196630329,Iris-virginica
+38,6.020458087567477,3.3947219281797385,5.635694548265986,2.3903361737398185,Iris-virginica
+39,5.908165663067979,3.279109488115848,4.587880115251283,1.343670017645561,Iris-versicolor
+40,6.201935833374075,3.123651630897079,4.930659198422584,1.875897589832658,Iris-virginica
+41,7.460974939294874,3.00349549803597,6.256375450847127,2.275670429231403,Iris-virginica
+42,5.851789603831482,3.357573521647219,1.6345119204833143,0.5026804129228659,Iris-setosa
+43,5.696007159112093,2.28478095818979,4.077353952266107,1.2211944944729047,Iris-versicolor
+44,6.819458639178806,3.278421012991832,4.133454601561546,1.4216083620681994,Iris-versicolor
+45,6.614673311567344,3.2188143421275646,5.467954946002593,2.096737334835055,Iris-virginica
+46,4.928613819404837,3.2864490487731026,1.8374837729089015,0.09535711410808798,Iris-setosa
+47,6.74832879129396,2.9158200239259378,5.757856230758015,2.05337387025096,Iris-virginica
+48,5.057883040019219,3.558226972309348,1.5997229815515,0.31929974776979575,Iris-setosa
+49,5.324544595304378,3.3442202838751456,1.6146453734405752,0.4795552988919615,Iris-setosa
+50,5.701873614369941,2.4364670339248846,3.916331616354195,1.2024028994279112,Iris-versicolor
+51,4.529173092805334,3.382790623668651,1.5234238886293523,0.10965491582781386,Iris-setosa
+52,5.023420332791622,2.6806146158268556,1.4054120228480385,1.5030200928398787,Iris-setosa
+53,6.58537524850709,3.1688365508627485,4.425512102883043,1.3623699683598045,Iris-versicolor
+54,5.311993243615822,2.697093569901591,3.6784343015406193,1.0298057212921299,Iris-versicolor
+55,6.220220309784938,2.3315762999553407,4.277715927996902,1.3778935997645507,Iris-versicolor
+56,5.791449513713922,3.579231743345311,4.539611187401783,1.328045025643639,Iris-versicolor
+57,7.533994822240123,3.1219206875484464,6.262553981787247,2.6962833181011217,Iris-virginica
+58,6.4178631134706805,3.263477755461068,5.603636447360002,2.2213172019561256,Iris-virginica
+59,5.058625081425638,3.357517063893907,5.201089891860255,1.8843453955864513,Iris-virginica
+60,6.225350305546369,3.0006703229418865,5.37450641560201,2.162002711594441,Iris-virginica
+61,5.468380418259594,3.1275686979656325,4.9367146521841665,1.5586561802070948,Iris-versicolor
+62,4.364563115348215,2.751742334060963,1.2176383072467987,0.08753875968372651,Iris-setosa
+63,5.322307481113889,2.8938055975553336,4.777924473260458,1.5386952229966409,Iris-versicolor
+64,5.563704711274556,2.755729477225089,4.284224032986678,1.1262122030482935,Iris-versicolor
+65,6.546872046784275,3.060303922951442,5.350473873675305,2.087900350094878,Iris-virginica
+66,6.065065686957047,3.648035189904141,1.581501429368367,0.46943531509949765,Iris-setosa
+67,6.181004683483896,2.8065916141780924,5.24631732698124,2.023316465212453,Iris-virginica
+68,5.057721040795085,3.421639768182601,1.273636798381486,0.17324638012715138,Iris-setosa
+69,5.263379161469355,2.757861366921671,4.767423812444653,1.4309528857957747,Iris-versicolor
+70,5.004510385213564,3.535412248000041,1.6327907561253523,0.4728776675058715,Iris-setosa
+71,4.253143989943635,2.629933687061804,1.352981464757101,0.08594678903518135,Iris-setosa
+72,5.759683651442366,3.555780652109396,4.9080548059191305,1.3202574500437105,Iris-versicolor
+73,5.9660574732435405,3.5426679761305695,1.7995588637984985,0.22362881540591514,Iris-setosa
+74,5.076136106571847,2.9193811947335915,1.7022144641629793,0.3314631966226696,Iris-setosa
+75,6.904431424197428,2.832344174042445,5.169251446472662,2.002433732621114,Iris-virginica
+76,6.777313387587949,2.9645118625172673,5.787578018659808,1.7596282072225415,Iris-virginica
+77,6.57712467350483,3.2343095466069682,5.263460759750918,1.961041614194285,Iris-virginica
+78,7.125305786179315,3.056638129881624,6.092882935767223,2.2227294723451396,Iris-virginica
+79,5.246293350809033,3.286186566295133,4.79274017085924,2.031905178111223,Iris-virginica
+80,5.357887908627333,3.3319297884825736,5.1690136125161965,1.3995594619902096,Iris-versicolor
+81,6.3071937523396775,3.0308265523067077,5.850820889353057,2.2910160849937955,Iris-virginica
+82,5.993182802165779,2.5279719584473987,4.366016845125934,1.1579637154107554,Iris-versicolor
+83,6.840980445483007,3.2377210416327937,5.808995494627485,2.1887087232748197,Iris-virginica
+84,6.0986035125859415,2.800818613895727,4.8250068289969885,1.3756864423446102,Iris-versicolor
+85,6.795729433492983,3.9858173405023978,5.701491453260339,2.2358193681850222,Iris-virginica
+86,4.774311664040522,3.7541612308245567,1.6161302693648363,0.4360975160939754,Iris-setosa
+87,5.076548531500616,3.3656967964868065,1.5464548822071078,0.3062195423469774,Iris-setosa
+88,5.044962592895411,3.1979813428332924,1.4591749862457948,0.28438369059470625,Iris-setosa
+89,4.434196619339962,2.3632084005262897,1.12069230164365,-0.03276307848335508,Iris-setosa
+90,6.094802620784882,2.9692373487924324,4.682347746754223,1.6354868459268002,Iris-versicolor
+91,6.7246495276252425,2.4741527615147096,5.105948209964318,1.8857805987029688,Iris-virginica
+92,5.476922057857552,2.6749684028329948,5.115267140493693,1.9130367424369763,Iris-virginica
+93,6.640842465835083,3.128907731608646,5.064105181793057,1.7531322387596997,Iris-virginica
+94,6.210303023916281,3.363801268515719,1.6178943895671032,0.2520075863184195,Iris-setosa
+95,6.205967713865799,3.087856445545708,4.777149612376754,1.9338869809378052,Iris-virginica
+96,6.672257218131043,3.0995121374793686,4.725269963949661,1.5018257406818907,Iris-versicolor
+97,7.312218876902634,3.2008905827711898,6.26724571548292,1.9874505259441841,Iris-virginica
+98,5.785945258768744,2.597202643022006,4.725016487722004,1.066169361703627,Iris-versicolor
+99,6.018963552624441,3.0185708697189195,4.835969570274172,1.8399297755901034,Iris-virginica
+100,6.668617408582176,3.3414487815651173,6.419770263955244,2.7499865632208915,Iris-virginica
+101,5.8235786424738665,2.9158328709983414,4.883424992558044,1.8356382402389049,Iris-virginica
+102,5.671622818922842,3.552273013300082,1.5449642976748468,0.3596260767904977,Iris-setosa
+103,5.912036278219154,2.486805527160187,4.868763260365721,1.822741699217993,Iris-virginica
+104,4.941603491596682,3.319985797729182,1.2563244640266396,0.2909651812359276,Iris-setosa
+105,5.330900276650958,3.0709180290993907,4.829861567107458,1.2899222172455835,Iris-versicolor
+106,6.025084664638415,3.056044592213322,5.3044418297480345,1.8974592448322818,Iris-virginica
+107,6.73349721709434,2.7456787487683223,4.941404477754257,1.5088184679080494,Iris-versicolor
+108,5.794417019647567,2.752455852228682,3.972683126421466,1.441378824979818,Iris-versicolor
+109,5.0395020553566185,3.42720881591844,1.6492417012649403,0.29217257206830377,Iris-setosa
+110,6.129379004895591,2.874460861261447,4.161153838690167,1.2145190790634308,Iris-versicolor
+111,5.705615694655465,2.890644371454787,4.043127848667254,1.1966757606899199,Iris-versicolor
+112,6.908070243785055,2.829182669477835,5.107823735762582,1.9555563279546717,Iris-virginica
+113,6.528898188164755,2.5622909285886175,5.227769087634779,1.7105733246330168,Iris-virginica
+114,5.580626602365505,2.651731013569281,5.125649094737886,2.124325806208574,Iris-virginica
+115,6.405693259804831,2.381904129721886,4.798294541891186,1.4443404313655785,Iris-versicolor
+116,5.545070497776581,3.65097579844922,1.5303479966589266,0.1798646185550366,Iris-setosa
+117,5.3172409270272585,3.541174305378281,1.7977427554700414,0.4374071147273495,Iris-setosa
+118,5.845786228703537,2.6038470164561387,4.1099401501705985,1.2551874731166577,Iris-versicolor
+119,5.180779416175585,3.165603655350383,1.1253925548930896,1.5700893149535018,Iris-setosa
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..7aeb1652fb6d1f0562885a6b51acf245b8261e01
--- /dev/null
+++ b/iris/tvae/4/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.726348471495146,2.9341859336973015,4.9445291897689225,2.019091894569393,Iris-virginica
+1,5.073197485140495,3.0720437776475418,1.3500521931955864,0.1701216743988977,Iris-setosa
+2,6.06084215394114,2.9880857767978406,4.42210106489437,1.328676842057002,Iris-versicolor
+3,7.166773244767951,3.0592173924851123,5.574127591873256,2.0668603558704777,Iris-virginica
+4,5.162772644393967,2.586596313591961,5.596237294857244,1.8567098936887094,Iris-virginica
+5,4.888361165731358,2.9925971728274674,1.487917117125737,0.07656672658366676,Iris-setosa
+6,5.793392121784425,2.7530126927715832,4.17610280552256,0.9723861188776755,Iris-versicolor
+7,6.054793987166206,2.674846555482418,4.089610543915639,1.237820933864235,Iris-versicolor
+8,5.647589215059686,2.538123755477491,3.3997425891424458,0.9642993010727168,Iris-versicolor
+9,6.5094547628172394,3.1841111376037396,4.6175043294412275,1.8595531877384317,Iris-virginica
+10,5.167976264027496,2.887773195844551,1.4268638577851223,0.31305576112728367,Iris-setosa
+11,4.871692823553584,2.3828301143159285,4.13476143889844,1.190031691632031,Iris-versicolor
+12,4.722033316429542,2.2231428789145755,3.9247578029349373,0.9778680886634694,Iris-versicolor
+13,5.395560789955989,3.2671183280836704,5.343374130089416,1.8741633493141718,Iris-virginica
+14,6.173734757338379,2.879495926607102,4.7928518361608905,1.502416492728078,Iris-versicolor
+15,5.117422960608176,3.4004947375176156,1.3574829435074722,0.23560997660946947,Iris-setosa
+16,5.844316639128093,4.222082037687941,1.37808043789835,0.28513141203685594,Iris-setosa
+17,4.862678156335661,3.109027774965485,1.47597630354578,0.19395508475965828,Iris-setosa
+18,6.324407220994453,3.186012305752082,4.722980213934351,1.7424144758991975,Iris-versicolor
+19,4.496411914539183,4.056256559270982,1.3880484996455376,0.30808341863428373,Iris-setosa
+20,6.140936074134501,2.9762683845777387,4.367149026225899,1.2629669178039553,Iris-versicolor
+21,6.803065221665072,3.7485516478233607,5.430047551211038,1.9869421450239138,Iris-virginica
+22,6.533097844958858,2.843743938678217,4.8045168484255845,1.2888687145505653,Iris-versicolor
+23,5.20909867660328,3.080433589336237,1.6706086702004117,0.19960524121489248,Iris-setosa
+24,6.089097773334814,2.548232039590024,4.4411221218349946,1.678924977167767,Iris-versicolor
+25,6.2006657446170905,2.730380662500775,5.10368606453608,2.0708251883372535,Iris-virginica
+26,6.580232057068953,2.5814576616471014,4.58845337033832,2.193559245449955,Iris-virginica
+27,5.976311300814293,3.82019595542192,1.6871918705114584,0.2526848217739286,Iris-setosa
+28,5.677294649710767,3.8661879717419985,1.6575340925127773,0.4851606328316687,Iris-setosa
+29,6.156701915760377,2.9611506346103535,4.03475596228305,1.2487191482758244,Iris-versicolor
+30,5.917411430717728,2.8160374267835446,5.500005734837118,1.6874083684915562,Iris-virginica
+31,6.032071116236751,3.05800362586539,4.904010705986825,1.9404951882321797,Iris-virginica
+32,6.854367783874042,2.7285543183210463,4.36695766558346,1.3585744848255623,Iris-versicolor
+33,6.128307297432613,2.4596698817995177,5.052641426301604,1.7187819075761623,Iris-virginica
+34,6.637001982240835,3.3667476006182175,5.831583105028551,1.980784104809471,Iris-virginica
+35,4.776732106232245,2.418031094169746,3.691683967596595,1.2584090081479982,Iris-versicolor
+36,4.893427126339544,3.727318913224436,1.4349378139082611,0.26753462462238914,Iris-setosa
+37,5.643222477587367,3.3012598723660767,4.89849574178818,1.631671431227369,Iris-versicolor
+38,6.0421075686906605,2.6122242562808426,4.496713108211362,1.3170015979080882,Iris-versicolor
+39,6.875865288581859,3.6189891962198377,5.836263317261388,2.264747445930142,Iris-virginica
+40,4.932674985715961,3.4344322090709705,1.4811226598259961,0.3872318384910482,Iris-setosa
+41,5.196412056527498,2.859524421199922,4.421535251259145,1.643814515859849,Iris-virginica
+42,7.203601103504043,3.0774393484267555,5.2992136014072395,1.8819304934628176,Iris-virginica
+43,5.588378844614581,2.995370971406219,4.016313051922143,1.2776655427393881,Iris-versicolor
+44,4.9909582254982485,2.0313665673047065,3.8786206410928354,1.2356052041958123,Iris-versicolor
+45,4.7513528846853985,3.1154187135397993,1.4893885368251776,0.2996185271753446,Iris-setosa
+46,5.423434011407695,3.3686100597641233,1.5219304283335404,0.505918744306627,Iris-setosa
+47,6.566549317003218,3.0726180306648985,4.776413462404248,1.490152235545913,Iris-versicolor
+48,6.198188806771523,2.9731936169637203,5.123764837097662,1.3724809411482857,Iris-versicolor
+49,6.223893075962174,3.079124319060948,4.621176850748452,1.7388822355020372,Iris-versicolor
+50,4.085486752424081,2.6171919017763283,1.3114333650259902,0.21144920086772562,Iris-setosa
+51,4.754196513902004,2.503819348892917,4.72463257777382,1.2048280107413119,Iris-versicolor
+52,5.946725124480772,2.9458675016891864,4.425645432093577,1.4009334284269832,Iris-versicolor
+53,5.780030680163163,3.878863491442013,1.520532959206808,0.37090889770234986,Iris-setosa
+54,4.782248648570574,2.864484450413713,1.6435768255317826,0.19469519010134925,Iris-setosa
+55,5.649840224847522,3.4195624208603923,5.2911827613486375,2.1041383114386636,Iris-virginica
+56,6.7675961998322824,2.814514112510694,4.918020007077264,1.9613826117715365,Iris-virginica
+57,4.392140088794117,2.585141112083634,1.3379334709676707,0.18941074127413413,Iris-setosa
+58,5.016315889246787,3.057591443885233,1.6702450115591359,0.1886363686033686,Iris-setosa
+59,5.154293805732874,3.1473268330043185,1.3562067297682823,0.22170511260793752,Iris-setosa
+60,4.814403880773398,3.4985372550640244,1.639499195474333,0.28689288669779567,Iris-setosa
+61,4.709078496605098,3.2680467839699556,4.176281453984361,1.4287277667508094,Iris-versicolor
+62,5.605819067951415,2.785106381468678,4.47798714400126,1.4131286297546084,Iris-versicolor
+63,5.730506103612579,3.0002618584432095,4.807587141390858,1.5277139608629904,Iris-virginica
+64,5.2341739086118855,3.77823264436961,1.547620227797324,0.22957773147167201,Iris-setosa
+65,6.3683451812004,2.4418433833527744,4.947235130617999,1.28396608053364,Iris-versicolor
+66,4.977630526334225,3.348892440625034,1.4786065858936788,0.30756735639810573,Iris-setosa
+67,5.369211092879256,2.9622047396730053,4.243339282972468,1.181189427081553,Iris-versicolor
+68,5.051825927995373,3.371675234612576,1.4685127413673664,0.2017616680522577,Iris-setosa
+69,5.918636107069679,3.1271742943771876,4.331647244200101,1.4265101698063365,Iris-versicolor
+70,5.809051324880565,2.0932603755183825,4.17874512151856,1.1111307243593296,Iris-versicolor
+71,6.820173236671082,2.832730289580123,5.530142719925879,2.231279829288937,Iris-virginica
+72,6.6004338173064045,3.039596110086299,5.0262758953125175,1.3786814274929986,Iris-versicolor
+73,5.144752303096641,3.189446338710233,1.4536499541709007,0.15325391706172853,Iris-setosa
+74,6.151945328572091,3.0534210691164065,5.409416271715412,1.9510537612869927,Iris-virginica
+75,6.037154074527104,3.3144108387061473,4.9806166336978865,1.534773402163818,Iris-setosa
+76,6.512936021980833,2.5820099581802425,5.266154496775557,1.8511887196879313,Iris-virginica
+77,5.420209848485017,2.953510558081191,5.272095785994842,1.4905304253342053,Iris-virginica
+78,6.312131082100748,3.1203502459552075,5.586160030409073,2.1057381107369033,Iris-virginica
+79,5.490978633777155,3.3164939676818905,1.4764788890507863,0.23965172148934633,Iris-setosa
+80,5.966376303043655,3.6125095570625834,4.6739373936998945,1.3940767864488914,Iris-versicolor
+81,5.945188502044336,2.8837890997834585,4.4782814999472835,1.5154791646556083,Iris-virginica
+82,5.952997687214186,3.415991786414779,4.728871862999688,1.7700239983434896,Iris-virginica
+83,4.958810605126584,3.062373482752488,1.3497104737484786,0.1293545519823155,Iris-setosa
+84,6.989033436977434,2.917841074815408,6.0238355277222,2.250486418680806,Iris-virginica
+85,4.895668883530313,3.2294289091004584,1.5189416012972086,0.26316392589401993,Iris-setosa
+86,5.781119706501234,3.0859303006346406,1.344360775398383,0.1833249817977209,Iris-setosa
+87,5.352622352391364,2.9452984150865578,4.2029523083254166,1.1999968522943183,Iris-versicolor
+88,5.750565468582554,3.0732620924887106,4.459772989885905,1.3331011365256022,Iris-versicolor
+89,6.2264232793782766,3.1654129453863917,5.407863976223801,1.9250748979364511,Iris-virginica
+90,4.803497383473119,3.167249849350442,1.2442197878514865,0.10032452593663935,Iris-setosa
+91,5.67807628372207,3.3727693575254656,4.873971190231989,1.6327567093840791,Iris-versicolor
+92,5.732559785093872,3.124879461241697,4.690068141288189,1.0555398492498806,Iris-versicolor
+93,6.345121282771591,3.007487473094394,4.870600280586653,1.6362929592692346,Iris-virginica
+94,6.151159264081256,2.2363890970356635,4.8457162150806345,1.7605036295208816,Iris-virginica
+95,6.05657355336391,3.228735778456102,5.381169994888589,2.0895495279992296,Iris-virginica
+96,6.417865402204566,3.188887048374391,4.503809831994193,1.4475961961443684,Iris-versicolor
+97,5.471228096877107,2.654184932730389,4.217545933169157,1.3687362488508785,Iris-versicolor
+98,5.431005760336471,2.345731937547767,4.8698016523561725,1.675516412054792,Iris-versicolor
+99,5.108629558314295,2.190740790568973,4.0051398732084,1.0972722453135724,Iris-versicolor
+100,5.158573799036924,2.89354076835919,1.4162181316132665,0.21009025997188505,Iris-setosa
+101,5.090447204759781,2.9341226248945764,1.4649037889065226,0.35174259047249534,Iris-setosa
+102,6.832684771382452,2.6679581984447367,4.413989984014564,1.5530537364864345,Iris-versicolor
+103,6.634696985023454,2.9330467772403037,4.513262625020391,1.659453117701928,Iris-versicolor
+104,4.919436466995498,3.2235533231237725,1.6299583848544075,0.24603742871464482,Iris-setosa
+105,4.51435384064653,2.8082236785926584,1.068305965823859,-0.06814967701770114,Iris-setosa
+106,6.261485905251378,3.3903119292710158,4.8636608709057905,1.5530996107586084,Iris-virginica
+107,5.950652459337623,2.958658557770322,5.006136424348272,1.4257838617864942,Iris-versicolor
+108,6.1426049648963,2.77464706723505,4.817457010168519,1.5060553752939299,Iris-virginica
+109,6.105767007777162,2.9471568937415933,4.68324848820747,1.6655393032670824,Iris-virginica
+110,5.21447772832002,3.2050039738985223,1.5519731488378885,0.23850026121391477,Iris-setosa
+111,5.244011225691495,2.692571603265018,4.47171346092865,1.16582624465932,Iris-versicolor
+112,6.052386022039447,2.799484655952251,4.0568580701942665,1.3783303208869053,Iris-versicolor
+113,5.5541868182390655,2.6930724366062204,5.348617317736442,2.1675549038984023,Iris-virginica
+114,5.023680231677897,3.6379819631581705,4.555252687325958,1.6336855365237806,Iris-virginica
+115,6.020918913874349,3.143191694666608,5.052097119601492,1.8213548839516838,Iris-virginica
+116,4.672179452901863,3.4760628210565607,1.6649926984901624,0.3401307751794024,Iris-setosa
+117,5.381934048719646,3.080231482975738,4.661393901375362,1.2095520706814396,Iris-versicolor
+118,6.702280334093985,3.281843259708052,5.659152389216133,2.112684930347481,Iris-virginica
+119,5.1289902233671985,3.7285363347017935,1.5778499939690416,0.5800197657366516,Iris-setosa
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..d81a4a7277643176894bf78c87ad4ca1942e197f
--- /dev/null
+++ b/iris/tvae/4/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0463392639005145,3.1681042699137025,1.5980971580558028,0.116837952458063,Iris-setosa
+1,6.244774729818609,2.91503583811086,5.130941713765354,1.9013655980282156,Iris-virginica
+2,5.3786402516622065,2.7484424923645046,4.974384141134632,1.9915515044161765,Iris-virginica
+3,5.332004498952045,3.3860395631498412,1.3991600969999227,0.18900132515272258,Iris-setosa
+4,5.893943077874834,3.2079271717645668,4.6144450480519765,1.2792137193659703,Iris-versicolor
+5,4.43026384709885,2.9473707961609876,1.560754583000561,0.17859116152509846,Iris-setosa
+6,6.250581954879186,3.1789980824922184,5.739117995379774,2.071916849380376,Iris-virginica
+7,5.187236955446563,2.675004299136522,4.28755198927529,1.0792425977210436,Iris-versicolor
+8,6.146240624928366,2.801780869858629,4.868369020061343,1.6623449167344297,Iris-virginica
+9,4.688190637693846,2.9587686631167163,1.215971863668598,0.2550183290965591,Iris-setosa
+10,7.090522798662522,3.534115037140577,5.87296843070005,2.671519586829013,Iris-virginica
+11,6.0131568657458025,2.1067763348313298,4.441637111640694,1.2987859791624978,Iris-versicolor
+12,5.417757431392449,3.0104551797878063,1.1274309637020712,0.22288898389776707,Iris-setosa
+13,6.217260530274574,3.231889988298406,4.992358283134393,1.913995135447032,Iris-virginica
+14,5.111398055007985,3.3116483765144746,1.6795686225154096,0.31975298483833914,Iris-setosa
+15,5.944810412921103,2.8765171400095624,4.161051412529497,1.3133332721120246,Iris-versicolor
+16,6.221247069421717,3.0929261485917645,5.142294140894256,2.321310932531331,Iris-virginica
+17,7.061864091717174,3.038840106081546,5.426359320784982,2.2452233788918416,Iris-virginica
+18,5.7235216425971664,2.791192253361557,1.4201406852179315,-0.01184286431263537,Iris-setosa
+19,6.884923244970744,3.356619403904923,5.997295405728988,2.2320054123106443,Iris-virginica
+20,4.712419468474045,2.4468355576998073,4.176563858419136,1.31733739676278,Iris-versicolor
+21,5.937124779490657,2.961231919484671,4.722863397498379,1.9212897885424285,Iris-virginica
+22,6.587340415936817,2.9943597279366374,5.225447901985783,1.8942421475044675,Iris-virginica
+23,5.045025509644789,3.3207525402225637,1.565733991189994,0.5822862181952222,Iris-setosa
+24,6.014349900758442,2.7102845012308476,4.814930432975203,0.9978293176168591,Iris-versicolor
+25,5.301989726982157,3.0512891137785982,1.447280375927532,0.19355759757816038,Iris-setosa
+26,7.245398467948425,2.974102930532775,6.511569982845789,2.265317589152079,Iris-virginica
+27,6.669466318942025,3.0230491889249094,5.511480615062086,2.0008689382125837,Iris-virginica
+28,7.074961287949958,2.9012639898152526,4.822891755771185,1.4551510522118583,Iris-versicolor
+29,7.1966660607956285,3.2206523149242385,4.643960468172156,1.5543267751897063,Iris-versicolor
+30,5.011284614983313,3.611773540428581,1.1338996513033985,0.20059675274918104,Iris-setosa
+31,4.798296959030237,3.4385848830540215,1.792312756980749,0.07896319560214257,Iris-setosa
+32,4.885735262110487,3.302234481124788,4.738737053492469,1.5535297219466135,Iris-virginica
+33,4.403010480487971,3.0709403652872007,1.3362912982968973,0.19903796637936141,Iris-setosa
+34,5.406803357536782,3.5114700604170626,1.5759074296901108,0.09480462041076762,Iris-setosa
+35,6.533697883110274,3.4802772242160196,4.396698373860284,1.5803975757358657,Iris-versicolor
+36,5.828814164630932,2.778317587445269,3.918544217659646,1.0559404937788088,Iris-versicolor
+37,5.6078127405282645,2.59823909428372,4.07088118098998,1.1709967858272183,Iris-versicolor
+38,5.222141200104172,3.237423320872174,4.950922979439197,1.4815092924834719,Iris-versicolor
+39,5.262532175150351,2.5632012971549,1.026662142408236,0.06432128024843894,Iris-setosa
+40,5.280981026194398,3.378156776132122,4.837527721803427,1.8323758015215839,Iris-versicolor
+41,6.350205523274809,3.498790382148676,5.590981824865702,2.264388032568874,Iris-virginica
+42,5.339663622931366,2.4376641429138566,4.348953114407171,1.4279852960735675,Iris-versicolor
+43,6.37606821042766,2.0584294187395704,6.1372772135263745,1.769505602019432,Iris-virginica
+44,5.427464290923179,3.383079850740194,1.4753909106249719,0.36648009214339633,Iris-setosa
+45,6.785875695591656,3.005785688299491,4.752744931674734,2.042642625368866,Iris-virginica
+46,6.888604561418304,2.99127850737334,6.120502714599692,2.2393865857834574,Iris-virginica
+47,6.091620883021939,3.6738780220465417,5.280513827532321,1.8519112511788842,Iris-virginica
+48,5.094781623617135,3.075908555500636,5.100091377336504,1.8854524127664507,Iris-virginica
+49,6.518279439026283,3.363574507015048,4.5163964178889575,1.8210079414835776,Iris-versicolor
+50,6.300739035027661,2.7751710596822208,4.160486107282109,1.2607020984982686,Iris-versicolor
+51,5.255583690023559,3.3678421552257567,1.4673441247931553,0.19103593816881442,Iris-setosa
+52,6.667115969786357,2.872845861982796,5.189904048162465,2.1268749639048687,Iris-virginica
+53,4.843209037860233,2.80725977776621,4.810372363609537,1.5555213034827122,Iris-virginica
+54,5.635551338324398,3.417646859103073,5.002561445199111,1.4708208560016867,Iris-versicolor
+55,5.538706878345676,2.913702931691565,5.17883460427525,1.7777610942727156,Iris-virginica
+56,5.678398581904062,2.8245446320956713,4.838353520450927,1.2599370940780776,Iris-versicolor
+57,5.717652019333067,3.464582432188617,4.194672713398947,1.359904275426595,Iris-versicolor
+58,5.127552507679382,3.0984088107390564,1.1452229736267292,1.4385378009113163,Iris-versicolor
+59,5.883030524343927,2.281814252340504,4.205504556902487,0.9275730463859104,Iris-versicolor
+60,6.023893863279081,1.8176863953093254,4.225084459983252,1.2386649854127108,Iris-versicolor
+61,7.470935747190623,3.1785542153719826,7.098419066589646,2.302576371660639,Iris-virginica
+62,4.923411802554378,3.0029504005564256,4.131024666424601,0.935638937656911,Iris-versicolor
+63,4.787579466852616,3.5903921305601485,1.558487035720253,0.19677412774281292,Iris-setosa
+64,6.785444849929373,2.9497760239957547,5.622149318187276,2.432999899796466,Iris-virginica
+65,6.18841669135314,2.917064663709737,4.744905292391462,1.3568532817407153,Iris-versicolor
+66,6.603907037126128,3.504876343876267,5.4799629416302,2.317136425898161,Iris-virginica
+67,6.7170255325895125,2.9684782224447046,4.477268751631493,1.8249902435540688,Iris-versicolor
+68,5.417875220865109,3.7060699304614806,1.723904017639227,0.4416649047439124,Iris-setosa
+69,7.046848694727924,2.8492815103340376,4.401514074900287,1.4026240979054978,Iris-versicolor
+70,5.744249823520203,2.69947962035784,3.8617006222672052,1.3796246959831293,Iris-versicolor
+71,5.234506303515668,3.107309914663218,4.719089948232331,1.750242628945381,Iris-versicolor
+72,5.739223748097328,3.0712488087131096,1.5397251031458867,0.08889566463755941,Iris-setosa
+73,6.661342271029179,3.0200364166423626,5.452589932033924,2.2605353696109693,Iris-virginica
+74,5.111531791226318,3.1870488797196055,1.425801155663411,0.23879973501696505,Iris-setosa
+75,6.820796202549946,3.2761086803693837,5.916435960920334,2.4339922098122098,Iris-virginica
+76,6.015711255609756,2.2228538498642183,4.141686734092797,1.2730859976360527,Iris-versicolor
+77,6.190368353427251,3.2454198934845224,4.652478869176897,1.605110764424393,Iris-versicolor
+78,5.145896800331501,3.0673130944019706,1.31894288757372,1.6986819845633148,Iris-setosa
+79,5.265320766805179,3.2384588559450544,4.7610267944161055,1.7041419971883343,Iris-virginica
+80,5.869743585439614,2.8072251332690987,4.431134709580747,1.3036698778425475,Iris-versicolor
+81,6.7134521219777294,2.845146596941116,5.584411264459422,2.035571220986032,Iris-virginica
+82,5.864141341003405,2.91558507553802,4.521616789855596,1.3648208451508133,Iris-versicolor
+83,7.104618157581271,2.6409222986024266,6.219709689267274,1.9695176671788135,Iris-virginica
+84,7.252993241879294,3.195247952068273,5.94342408652996,2.0089804828854874,Iris-virginica
+85,6.403137430093417,2.518434327588234,4.010268117872964,1.1831794152252126,Iris-versicolor
+86,6.521075565453869,2.773709238458873,3.979480875942503,1.2654640356646238,Iris-versicolor
+87,4.847003607469969,3.547845351599756,1.504720863647392,0.19085834746361913,Iris-setosa
+88,6.93023916824988,2.9432250900322137,5.061883529588171,1.6355987962626648,Iris-virginica
+89,6.2907364477416845,2.499159336898381,4.099994530406806,1.3686987633660492,Iris-versicolor
+90,5.2199977585216235,2.8394931493657154,5.258638673283929,2.1671072579218538,Iris-virginica
+91,4.59029542628315,3.6382179907375356,1.3661987828266264,0.26791078491626213,Iris-setosa
+92,7.145421232690294,3.5099973158058946,5.649970763458882,2.0598723428877217,Iris-virginica
+93,5.409453445791716,2.8015960779772358,3.7767628074000337,1.2528474224109714,Iris-versicolor
+94,6.453918309866024,3.0737181408949863,5.124471331860598,1.8705653868222405,Iris-virginica
+95,6.223933805324379,3.041230945039039,4.28189636192705,1.5731464040025112,Iris-versicolor
+96,6.148230631444987,3.120537718962836,4.451176414222487,1.3269966725768882,Iris-versicolor
+97,6.415832422304172,3.260626904142164,5.473650669294379,2.2633012041765905,Iris-virginica
+98,6.034304253662704,2.209378411922753,3.5943462770767782,0.7771027430850224,Iris-versicolor
+99,6.551095412440532,3.132515120363147,5.151009040721703,1.732936620557346,Iris-versicolor
+100,6.015579570101012,2.846652581063702,4.165327944991205,1.5891500847587499,Iris-versicolor
+101,6.997551939445831,3.4741069521443175,6.120982005006855,2.3383035665394556,Iris-virginica
+102,5.995304950917846,3.077058545280861,4.735386406259464,1.5812493394262392,Iris-virginica
+103,6.359961114175955,2.817942849659429,4.30949902986324,1.413198557017012,Iris-versicolor
+104,5.053299433634051,3.441785635700062,1.451297244231313,0.1850773249098735,Iris-setosa
+105,5.339591628015155,2.766414709038909,4.1728686915508355,1.158759891645723,Iris-versicolor
+106,7.342884982791445,3.9223310045679334,6.2656110698078775,2.2784244304533203,Iris-virginica
+107,5.358013769150159,3.3255106537652446,1.596744666877515,0.2582259094306694,Iris-setosa
+108,6.891025576694955,2.6941642732053572,4.281689068785144,1.177316986791519,Iris-versicolor
+109,4.985966144984363,2.7477894111110635,1.3147075086115732,0.07513110623397856,Iris-setosa
+110,6.952452437897107,3.5501834694037755,5.69459490624341,2.0897427165805746,Iris-virginica
+111,5.343763771692327,3.2852288325092878,1.3828629144997207,0.18772063972755443,Iris-setosa
+112,6.422933324847724,2.8777222705619225,4.781497572954542,1.8141629221720743,Iris-virginica
+113,6.1901126314478,3.373641581086845,4.7616328309983995,1.7386830641557574,Iris-versicolor
+114,6.0696900134441965,2.545666063920533,5.2949367771496,1.5534247597952695,Iris-virginica
+115,5.564281175143202,2.3966847443154937,3.659368854332003,1.2220834295681942,Iris-versicolor
+116,5.9547854614704345,3.1919810997232867,5.123533916963744,1.6405702977776624,Iris-versicolor
+117,5.608181723754328,3.2190161855989103,1.6336345340393577,1.517847120596304,Iris-setosa
+118,6.195089126486923,3.002964902850445,4.952648898269219,1.5642033297564857,Iris-versicolor
+119,6.012907883601097,3.543433780882439,4.738438640050295,1.5420358368031333,Iris-versicolor
diff --git a/iris/tvae/4/15/test.csv b/iris/tvae/4/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/15/train.csv b/iris/tvae/4/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/15/val.csv b/iris/tvae/4/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/16/synth.csv b/iris/tvae/4/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4a8ad4a1ec24aaca7c5daec8a2ea81d4b91fb46e
--- /dev/null
+++ b/iris/tvae/4/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.5805665138838,2.9706584889689167,4.629777262640933,1.5583508596673616,Iris-versicolor
+1,5.769498761220778,3.168064316021354,4.697736101738569,1.3089481312354632,Iris-versicolor
+2,5.15609254344151,3.0568020188371943,4.814229205111101,1.6065069826624776,Iris-virginica
+3,5.147197849364254,3.4711634520334678,1.4551699461644894,0.1315872235417268,Iris-setosa
+4,5.286787251466705,2.837062350584417,4.667496694882897,1.8878873711873825,Iris-virginica
+5,5.988370344698538,2.859421602002288,4.792922630719106,1.4527570515176318,Iris-versicolor
+6,7.6439368211676735,3.421764120388182,7.045695194695521,2.1646309521798015,Iris-virginica
+7,5.291044195369216,3.9940524718183497,1.4053952810976715,0.27821828477609406,Iris-setosa
+8,5.811872245805244,2.7287112214712677,4.226122634504044,1.480187053069487,Iris-versicolor
+9,5.135568119617339,3.302006936458438,1.4239990541963126,0.2985592173781117,Iris-setosa
+10,4.8434945036483334,3.7751427984132953,1.390280877193756,0.13399165686059292,Iris-setosa
+11,6.213681192553562,3.4649932803617385,4.92859373772879,1.6494527793980798,Iris-virginica
+12,5.712982122530278,3.1433997066641517,4.861166018070058,1.6899077010831547,Iris-versicolor
+13,4.986270953087001,3.6072963648257104,1.5882506174820687,0.2827823697805906,Iris-setosa
+14,5.269527181720081,2.5559642124081248,5.213101683272696,2.0064651051605296,Iris-virginica
+15,5.246713608666963,3.3099035091456304,1.3557985671253818,0.1938441665541451,Iris-setosa
+16,5.685692182968891,3.5949242519413644,1.5282749704618495,0.28897133939454833,Iris-setosa
+17,6.05587705145719,2.38783358412427,4.2842585086993665,1.512168383012875,Iris-versicolor
+18,4.777508499679658,3.5026500451787275,1.443903127653754,0.2277145194594068,Iris-setosa
+19,7.207828532429526,2.8749995934981567,5.2711232557415215,2.0268137351923423,Iris-virginica
+20,5.06539706290837,3.7401247278789853,1.501989239228582,0.3154812554712112,Iris-setosa
+21,6.1397914807958225,2.7952604578833666,4.705863403406434,1.597117678108778,Iris-versicolor
+22,6.372534172928746,2.4551553334936895,4.017337892094156,1.527803511445029,Iris-versicolor
+23,7.055451124248048,2.6803005679507326,5.012300633744573,1.7799213040000783,Iris-virginica
+24,6.698412670104394,2.96918805013514,5.056690624504653,2.188841265752545,Iris-virginica
+25,5.926112351401938,3.8297646742054106,1.8215328643961208,0.4703515466258449,Iris-setosa
+26,4.736216134469563,3.386459788615453,1.6031351662969862,0.23282717319902038,Iris-setosa
+27,4.932283725216688,2.859813871779054,1.4195783430686455,0.1677242427540824,Iris-setosa
+28,4.71712241978647,3.45958831225267,1.2800892911050736,0.21268729464085487,Iris-setosa
+29,6.9163624722955435,3.181892428886501,4.60080357632129,1.3771820334945617,Iris-versicolor
+30,5.4367176842688565,2.882627921126626,5.098773810343889,1.701403278136877,Iris-versicolor
+31,4.672949136303405,3.3834642591402786,1.3563061525557774,0.24448256567029206,Iris-setosa
+32,6.3634954978345455,3.2200808501076277,5.300803973727949,1.7071263437816335,Iris-virginica
+33,7.1454522859315786,3.0294154973075207,5.43492726256446,2.2117571589565923,Iris-virginica
+34,4.826339949827101,3.2240815345895175,1.1527949468275813,0.18092931154574823,Iris-setosa
+35,5.087574760116632,3.46670601894821,1.536675068446743,0.26108791768206385,Iris-setosa
+36,5.562508097241923,3.9438155546497984,1.556761034579891,0.19921629448466072,Iris-setosa
+37,6.154285988850051,2.8297156019475422,4.316682178478633,1.189711904720787,Iris-versicolor
+38,6.794003487496732,3.1887460431966366,5.044709479319869,2.0637765460150934,Iris-virginica
+39,5.495438826848632,3.151513664361388,4.52980144899386,1.3493622939192227,Iris-versicolor
+40,5.015903083663865,2.943234579392409,1.683466737499825,0.18564049002539412,Iris-setosa
+41,7.315924671944544,3.757337326115469,6.446237606475683,2.3362303181800863,Iris-virginica
+42,6.63204618839651,3.518314257354604,5.682086177453389,2.4218786557474177,Iris-virginica
+43,6.538381023392765,3.0619551257679323,5.379790963564544,1.749448536426426,Iris-virginica
+44,6.533823930948754,2.7815537461899296,4.980484922370603,1.752549717513942,Iris-virginica
+45,5.857910119287417,3.5578406121650517,1.363535301966221,0.04450794165479002,Iris-setosa
+46,6.206446404420976,2.0931511043594844,3.5768639566033826,0.9459324809408378,Iris-versicolor
+47,4.887470252245427,3.356655668392824,1.5269355523302994,0.4212022459337019,Iris-setosa
+48,6.878355933588862,3.2905266317212596,5.54903763551383,2.413152369761476,Iris-virginica
+49,4.955164644203691,4.0095750389300555,1.4648394133993734,0.5171817420732928,Iris-setosa
+50,6.568858414656508,3.119157273483904,5.73988479488154,2.0802602348645167,Iris-virginica
+51,6.648494635167078,2.782482398152906,4.901057017285687,1.993311358234171,Iris-virginica
+52,6.637305968252324,2.6219426267745463,3.934120831567526,1.3813312644994067,Iris-versicolor
+53,5.908333189790997,2.8032102326077304,5.0074131329578355,1.425356660735119,Iris-versicolor
+54,8.247586901145784,3.3605166728920484,7.109141869177146,2.299446342700488,Iris-virginica
+55,6.297540110772072,3.112169315945131,4.386606287801627,1.300141085545531,Iris-versicolor
+56,5.3899339918094675,3.033792870699029,5.162368877067739,1.900861528096398,Iris-virginica
+57,6.936422176727315,2.9370264426008466,5.728456716831605,1.849658364512751,Iris-virginica
+58,5.0479736671489315,3.0166638756579336,4.981687598788499,1.956949035788538,Iris-virginica
+59,6.223451359555518,2.8917246063023017,1.3322753267353515,0.17227362457267414,Iris-setosa
+60,5.118730111905626,3.548649441899005,5.413013101617461,1.7805858931169734,Iris-virginica
+61,7.058766472018772,3.747568727662301,5.957446178223316,2.2898116747558297,Iris-virginica
+62,5.537894925297611,2.479727726157514,4.141969446715926,1.0861714771120168,Iris-versicolor
+63,5.039647150211748,3.3989410552175037,1.485161187066481,0.331756933616585,Iris-setosa
+64,5.924954637607209,3.654663844635807,1.5661371938529731,0.21549093067091096,Iris-setosa
+65,6.508741240949145,3.2256311629751426,5.065415528570702,2.0755901252423,Iris-virginica
+66,4.712327594278781,3.4329451775098527,1.5748332106525262,0.26151842235022266,Iris-setosa
+67,4.566069195963236,4.026895687585648,1.21041308377016,0.003188634619182118,Iris-setosa
+68,5.555723294936028,2.9379462617967573,3.848104555606776,1.0219435462972122,Iris-versicolor
+69,5.227042789975752,2.727531820842229,3.678204470170968,1.1389835440099731,Iris-versicolor
+70,6.522206586682469,3.355642560120423,5.550164819966424,2.0891437583193158,Iris-virginica
+71,6.513386470724618,2.5146713390746323,5.019999411745727,1.927425689626367,Iris-virginica
+72,7.041506888903527,3.233166001469634,5.6622645344567895,2.0773543970090165,Iris-virginica
+73,4.396816824120677,2.1354473096099262,1.2527416809513152,0.16673974804192662,Iris-setosa
+74,6.283765548245631,2.7062767793818927,4.777772636977302,1.869331304547634,Iris-virginica
+75,6.129117670483741,2.559899642647131,4.452762877960655,1.2282347781562586,Iris-versicolor
+76,6.034372597582361,2.976431842751714,4.716210923957863,1.701541416607756,Iris-virginica
+77,6.055067341017906,3.352402573411812,5.129994636078103,1.5608238558433896,Iris-versicolor
+78,4.879326765316377,2.3675353859203407,3.718255959980666,1.1499475617501362,Iris-versicolor
+79,6.641707819437089,3.3786515914398834,5.631844659038582,1.871432949869,Iris-virginica
+80,6.129814551626798,3.391511450694135,1.5074412349808526,0.31360914060172657,Iris-setosa
+81,6.424486718430197,3.165140504304899,4.139657175892821,1.3744806679712536,Iris-versicolor
+82,4.915902419410977,3.31207132651196,4.826489865750965,1.8466838146405653,Iris-virginica
+83,5.455054006063506,2.9535457293954055,4.903875293472038,1.824392639009822,Iris-virginica
+84,5.67128397819262,2.5784139034506413,3.7399028086832127,1.1398870743898284,Iris-versicolor
+85,5.712441156863805,2.933909707745732,4.854572180781236,1.7132182181772337,Iris-virginica
+86,5.827516683850367,3.0526198250999266,4.734026433895729,1.607913556764423,Iris-virginica
+87,7.476261914007229,3.3548237202423983,6.216533393509676,2.398471265899496,Iris-virginica
+88,5.827043581566722,3.1586886817924222,5.1040991158111995,1.5072919729574819,Iris-versicolor
+89,4.843143045854986,3.0612236082651556,1.4950476532791634,0.4074680890453317,Iris-setosa
+90,5.1076080343080275,2.786034837861463,3.9727479802903254,1.2697788641197219,Iris-versicolor
+91,4.691667370696306,3.4936173301411917,1.086161993439694,0.19189918727860858,Iris-setosa
+92,6.157376496935105,2.8254468400958563,5.171587450883195,1.9978183804303897,Iris-virginica
+93,5.9861052016193925,2.7771444065876096,3.860694537187632,1.1087000169524273,Iris-versicolor
+94,7.338808698545908,2.6851346090223296,5.345606361475467,1.994348232626753,Iris-virginica
+95,5.887622441623812,3.0930223967904773,4.390569497733658,1.6277758097560564,Iris-versicolor
+96,5.647961961311327,2.7947631628564253,4.013627515267065,1.1931914986466747,Iris-versicolor
+97,6.4719651068315125,2.9185000669434302,4.954997609471822,1.602287346281544,Iris-versicolor
+98,7.244263682956335,2.8653684023740555,4.599430040641549,1.5884283588881964,Iris-versicolor
+99,5.15129405183722,3.426695822900146,1.7287751737912962,0.1373253529793695,Iris-setosa
+100,5.566843586443562,3.1673663924915134,4.869605918581743,1.3623264522306642,Iris-versicolor
+101,6.183499071276596,2.347897559396118,4.231503334025362,1.1057917456027817,Iris-versicolor
+102,6.732658176115753,3.422005512962389,5.280631854590216,2.0924822745875105,Iris-virginica
+103,5.232253488309621,3.5449097597204617,1.5844889318804811,0.21024227489096253,Iris-setosa
+104,5.567750379242553,3.4770190876619957,1.41737106721092,0.2533301516039058,Iris-setosa
+105,5.522674147618489,2.8984441830957914,4.880724553419596,1.6618378064484958,Iris-virginica
+106,5.257863148591923,2.999082260023481,1.5557506563274568,0.2599016303340456,Iris-setosa
+107,5.615501458322653,2.8020989925012674,4.569340927687207,1.250084860280657,Iris-versicolor
+108,7.0129157933120645,2.8280499304319147,5.213432835040625,2.1435567754694094,Iris-virginica
+109,5.00021000753731,3.540559705710572,1.3142492577425522,0.22119480645926243,Iris-setosa
+110,7.49251608561053,3.206356376551428,6.28604248861088,2.6766674943481186,Iris-virginica
+111,4.858947997198874,3.657118704247794,1.5592046530004533,0.21004159707776504,Iris-setosa
+112,5.192541101687892,3.259970370124068,1.441466609325302,0.26582219217623654,Iris-setosa
+113,5.315427442361555,2.968218186003205,4.661719603594047,1.0905464294203688,Iris-versicolor
+114,5.253906079976257,3.470651991345385,1.7181798126571084,0.2796383880016067,Iris-setosa
+115,6.613290242239158,2.767973408115716,4.10879039858455,1.2532419299364,Iris-versicolor
+116,6.815881105853172,2.9950300544474024,5.73035108304018,2.3022289818151873,Iris-virginica
+117,4.849125798702292,3.329052760435916,1.4855375201350673,0.15481124699105236,Iris-setosa
+118,5.372360869181824,3.2310440820391992,1.406843931598052,0.22092352935861215,Iris-versicolor
+119,6.468995989081091,2.925607227349395,4.400316542306645,1.2953942147994633,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..d659e57703b044ea175b55475bdcc774bddad275
--- /dev/null
+++ b/iris/tvae/4/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.690806123672323,2.7840269032697758,1.704808003574147,0.2457261973736811,Iris-setosa
+1,5.918529477430376,3.0348172737412558,4.370659699201454,1.4333486267678563,Iris-versicolor
+2,6.437934542802802,3.2453769755455872,4.529451644211881,1.4314960084900312,Iris-versicolor
+3,5.789388643487779,2.8991636860995786,4.231787028871104,1.0512095575129028,Iris-versicolor
+4,7.026162762914087,3.3856506901901238,5.914294062130363,2.5019658190711507,Iris-virginica
+5,6.415554103552426,2.7897732715339627,4.0382792125908065,1.2817937149328693,Iris-versicolor
+6,6.263176609577355,3.5352222520866645,4.50329014197898,1.1416277721743708,Iris-versicolor
+7,5.9448475964656,2.7143862548240847,4.55079990743892,1.2023571510438649,Iris-versicolor
+8,6.40156346960738,2.6629985927102164,4.894728873198383,1.692969540704565,Iris-virginica
+9,6.447389975822514,2.885084134214604,4.100641937116062,1.3272676833580714,Iris-versicolor
+10,5.410084752293283,3.0283576947634896,1.5668384388697263,1.4948291988756557,Iris-setosa
+11,5.511906842087304,3.0021425213522432,4.739580159839562,1.8686609523040232,Iris-virginica
+12,5.073446664738815,2.694330588722844,5.361964255120515,1.9503948169043426,Iris-virginica
+13,5.250564366829175,2.749078387831097,1.257995380115122,0.12980113084547795,Iris-setosa
+14,5.94458319618444,2.5710497390984366,3.615703743757456,1.1636675335104365,Iris-versicolor
+15,5.287507106203774,3.0366847332939972,5.019209482897944,2.0297316765811995,Iris-virginica
+16,6.108836699827377,2.716689329869144,4.201250829269812,1.1072903222056605,Iris-versicolor
+17,6.624425900328668,2.9294704995907153,4.708368620830663,1.9577723224576595,Iris-virginica
+18,5.541042627431322,3.6820755062402126,4.8334233812683545,1.6461363481059934,Iris-setosa
+19,5.27411052797949,2.5537259876853455,5.05828734464705,1.8132070714126671,Iris-virginica
+20,5.486580305052641,2.9515712479107385,4.3491509872310345,1.59450510161669,Iris-versicolor
+21,5.015101790322257,3.7064308835671302,1.4854031345451886,0.2944745025707921,Iris-setosa
+22,6.917672708056795,2.4928605591019166,5.252556219849675,2.2379173396108216,Iris-virginica
+23,6.306895604161598,3.4728541056544713,5.762426311388499,2.1724379873354858,Iris-virginica
+24,6.39084873094958,3.109207139522892,5.472810890990287,2.263516659254679,Iris-virginica
+25,5.285948075956958,3.0516335720752097,1.412404828873697,0.28174163705985905,Iris-setosa
+26,6.625345800320067,2.641781924633548,5.030075633448156,1.9384424385230992,Iris-virginica
+27,5.977854920572485,2.580966474344058,4.05061930806424,1.1751557079857973,Iris-versicolor
+28,5.011903746351776,3.370861983940899,1.6034472148950005,1.6059151067866326,Iris-setosa
+29,6.99615596911369,2.698387655623006,5.288806069010678,2.0168984174654776,Iris-virginica
+30,6.815644458319162,2.747280561368746,4.463539870573355,1.4531069250457718,Iris-versicolor
+31,6.6748013060555405,3.080371304339975,5.781528049130758,2.177374447363757,Iris-virginica
+32,5.3867653761657355,3.1188226973565447,4.470464007842019,1.3603520841939667,Iris-versicolor
+33,6.147050763984145,3.465593146292311,4.950227155772043,1.4612543521203774,Iris-versicolor
+34,4.8337481935005275,3.392090035118907,1.5318327131439897,0.22315152713373704,Iris-setosa
+35,5.1279743981296,3.048858328115936,4.133262006592669,1.4523671945845862,Iris-versicolor
+36,5.129457253314823,3.5747255819073738,1.4019297211595287,0.20892957102121107,Iris-setosa
+37,5.234185794539453,2.6200280304175827,3.7991817296435544,1.165309550833598,Iris-versicolor
+38,5.536624695713845,2.594955397272314,3.9558189861346955,1.2002234075320575,Iris-versicolor
+39,4.691960625700573,3.74397260867329,1.389784718729432,0.13740366876372728,Iris-setosa
+40,5.97986847745337,2.8672674841265104,4.883101508523706,2.0962447983896255,Iris-virginica
+41,5.493818611760139,3.342693511426102,1.302496424369481,0.24791376504809762,Iris-setosa
+42,5.2680022083781655,3.191720639697777,1.2545332481659732,0.2096518442663641,Iris-setosa
+43,5.448294583662126,3.8436541066756833,1.6292368515342246,0.524549048172527,Iris-setosa
+44,6.283824711916845,3.0637382182706356,4.755640363030893,1.7376048350097149,Iris-versicolor
+45,5.7717141914962635,3.1559787227514713,4.0168206131137,1.2511596806626288,Iris-versicolor
+46,5.147901137568039,2.7621568268184333,1.4810609232484842,0.09137271705979258,Iris-setosa
+47,4.882035829665307,3.458470112842215,1.3754739724138347,0.24574487781788545,Iris-setosa
+48,5.0659801129786555,3.5556668005075,1.3708554649134324,0.3483021913258576,Iris-setosa
+49,5.505725123696628,3.795266312669427,1.453993802557477,0.3694951470323558,Iris-setosa
+50,6.5560792794961165,3.0751215949930963,4.613739793549247,1.9178658466329623,Iris-virginica
+51,4.956351831727284,2.9843435935672873,1.4375292467101126,1.2663994979323898,Iris-setosa
+52,5.5341099122456106,3.828231100668467,1.36895316148112,0.18756142635214135,Iris-setosa
+53,5.022848398559842,3.17873991420152,5.132979027950507,2.152063170920672,Iris-virginica
+54,5.253398644259134,3.2054926400429724,4.645289261825573,1.6906745710909616,Iris-setosa
+55,5.9040746040264125,2.6617116810770054,5.701531824936534,2.118624071241795,Iris-virginica
+56,6.305261439535673,2.8004631887492275,4.236009973149466,1.1596567695606819,Iris-versicolor
+57,7.354098741389899,2.9342313413007237,4.350946199513656,1.435652946264813,Iris-versicolor
+58,4.996542213794016,3.226441468112887,1.1721289011924396,0.2743193926293885,Iris-setosa
+59,4.627175883545354,2.9337608111759006,1.437903425302188,0.13180213869654328,Iris-setosa
+60,5.102408409445002,2.9314770964151897,5.265765048407635,2.1142326473427433,Iris-virginica
+61,6.448455972498986,2.7057657367176,5.317827809498719,2.0940486219470467,Iris-virginica
+62,4.222502197175551,3.160632602203142,1.283299896812588,0.2003599419249893,Iris-setosa
+63,4.539900970626152,3.237969968973705,1.511363962660946,0.1733821708518882,Iris-setosa
+64,6.3957431902988,3.54220822948185,5.43878213812186,2.1894401429142256,Iris-virginica
+65,5.770509138760536,2.639474724507592,4.7797409758982115,1.3995208954381892,Iris-versicolor
+66,6.525576729977173,2.7110924454239416,4.793602806877083,1.7420722931663122,Iris-virginica
+67,6.003314640457373,2.986589399312438,4.1612245815515765,1.2653983910118745,Iris-versicolor
+68,6.418298331549689,2.6710276197721097,4.213761112863728,1.3967717557838724,Iris-versicolor
+69,6.316549988535294,2.7077749606959594,5.110376722880461,1.5805610605114409,Iris-virginica
+70,5.38693274519478,2.9725224200830946,4.937540130309882,1.5457119017352847,Iris-versicolor
+71,5.511579908286501,2.8860175963235166,4.606188976176179,1.1926998968640525,Iris-versicolor
+72,5.5665790280302465,2.9963840619870035,1.2759717847207486,0.059470659688566185,Iris-setosa
+73,6.4321393701786995,2.7052002936208757,5.05645455565593,1.7802772602537844,Iris-virginica
+74,5.850109611069192,3.095717821873401,1.4522611422273664,0.18144839259446072,Iris-setosa
+75,5.0443580820231455,3.8972136362179546,1.44623911639819,0.2071302433461413,Iris-setosa
+76,5.773782323551432,3.558422031561641,1.3931314518678253,0.2994759153107146,Iris-setosa
+77,5.169956227198826,3.6381258001916894,1.5033066021798258,0.27850145689026334,Iris-setosa
+78,5.418937192362886,2.118395774236248,3.8709535787237868,1.2987041035599405,Iris-versicolor
+79,6.742719048986957,3.117344913765806,5.487963740288578,1.9568507108142623,Iris-virginica
+80,5.780277023873735,3.326701963196375,4.49302276260132,1.2334656729679079,Iris-versicolor
+81,5.675206982985204,2.7292271912151085,3.9546018469443,1.668524988253197,Iris-versicolor
+82,6.604472631744723,2.6506513834929715,4.206374404052515,1.6740473961988873,Iris-versicolor
+83,5.420179830202185,2.998071931493981,5.290882096111232,2.005972314522632,Iris-virginica
+84,4.930764369562419,3.349741358060433,1.5815564834781624,0.34857227886653763,Iris-setosa
+85,6.6823188541297345,3.923897799065776,5.901667754117914,2.3318627368291414,Iris-virginica
+86,6.8637975813806875,2.696827237159064,4.949583484033321,1.544932315227373,Iris-versicolor
+87,4.744499701361289,3.2458657017617023,4.606686415476696,1.4419849547732406,Iris-versicolor
+88,5.428827299221636,3.3374875411557428,5.058835962658291,1.8800002096840338,Iris-virginica
+89,5.874734341749718,3.166003727577461,4.412612362173157,1.6178379212874023,Iris-versicolor
+90,5.670271888563786,2.625495880454487,4.340701401104531,1.5785609196583494,Iris-versicolor
+91,5.349944546575255,3.3025491455775766,1.371266928125897,0.3438840370538353,Iris-setosa
+92,6.076122382311028,2.878203851460715,5.505923989180489,2.073391458334739,Iris-virginica
+93,7.377380999479072,2.9567123798168935,6.365273919040584,2.175424306541027,Iris-virginica
+94,7.245404355523295,3.417110436308503,6.251048036263635,2.3955755327315003,Iris-virginica
+95,5.239818214690581,3.3796383024854943,1.206194583346811,0.1613335676543553,Iris-setosa
+96,5.2712856921196485,3.9298639574869205,1.5380089073083252,0.6051974501312778,Iris-setosa
+97,4.959228959276961,2.623125867769688,4.3223856810520855,0.07427650918096476,Iris-versicolor
+98,5.524115696745825,3.2257547245731137,1.4889025894192474,0.08043853814686988,Iris-setosa
+99,6.5462638373083575,3.540992134278389,5.26537267594591,2.0343868640107603,Iris-virginica
+100,5.068190137421188,3.1714140441429315,1.5057940062206279,0.2834366237859288,Iris-setosa
+101,4.848845633218005,3.306899057320921,1.5473171963124897,0.2312639609551629,Iris-setosa
+102,5.535667111438394,3.2443829272492404,1.5892146150519821,0.31984887929930045,Iris-setosa
+103,5.022795881711168,3.030630911924221,1.4171767628536385,0.10359195591092624,Iris-setosa
+104,6.2054722872318395,3.745484660441135,1.5312205738576101,0.20522040463921254,Iris-setosa
+105,6.474270538360537,3.3108954625689764,4.468821687224064,1.7472998111206528,Iris-virginica
+106,5.4416933263818095,3.300152907239536,4.582913683551027,1.4148845490443067,Iris-versicolor
+107,5.7323881303042725,2.5413575138343596,4.4750294212545985,1.4247796024630406,Iris-versicolor
+108,6.13767936484456,3.5265153644770604,5.1131346007607945,1.940567049165015,Iris-virginica
+109,5.101461385036673,2.808076494912756,4.2746192218575825,1.2788399336007357,Iris-versicolor
+110,5.801691097879596,2.697017503552373,3.8435569046333553,1.276764901038876,Iris-versicolor
+111,4.975094491254555,3.5471190598858184,1.5742631540195786,0.3940799346688944,Iris-setosa
+112,5.108695254687199,2.6519288914537293,4.622816299490023,1.6688161751426906,Iris-virginica
+113,5.443796980357979,3.5173003575527284,1.2612810948755397,0.16961829793358157,Iris-setosa
+114,5.688703413147181,2.969780378781354,4.742939651140497,2.102118382316651,Iris-virginica
+115,5.056125079328939,3.242674285581133,1.567238408616915,0.16180317260162283,Iris-setosa
+116,7.355011719818593,2.8260957821115964,5.755257575886628,2.1534659775856313,Iris-virginica
+117,6.744412011089391,2.965212668879321,5.863439584883593,2.071857396468146,Iris-virginica
+118,5.178927401405411,3.3188816566658406,1.1970455695969935,0.20122462200477675,Iris-setosa
+119,5.221541242309491,3.268989524051791,4.8173879856925765,1.7618739136395187,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..8c64d57e5dcbe25fb0f53320b7b663784d64b2c1
--- /dev/null
+++ b/iris/tvae/4/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.82613997727393,3.0249180770681328,6.1319252138302724,1.8271993288418995,Iris-virginica
+1,6.18161777567043,3.1996624227593693,4.1429772554554525,1.4492331198405657,Iris-versicolor
+2,5.951667039571351,3.4017198005806164,5.180079421974586,1.6057180056109879,Iris-virginica
+3,5.040042581697732,3.104073500385139,1.5116570049941846,0.16488631674765603,Iris-setosa
+4,6.150729768241398,2.9973697982352587,4.806187217870727,1.15466833936579,Iris-versicolor
+5,6.835617689469423,3.3858514098270445,5.39017033585279,2.4713282111268815,Iris-virginica
+6,5.488517913723469,3.100146141391647,1.055144858183843,0.019925041447495462,Iris-setosa
+7,7.232952039578775,3.7579930996184525,5.989459447210955,2.510944850519413,Iris-virginica
+8,4.713702112100551,3.180231161308971,1.3722738935931402,0.18292469724725796,Iris-setosa
+9,4.827465757811024,2.714452379463552,1.4637579496830964,0.30259407931032817,Iris-setosa
+10,5.663240114564827,2.329536314848071,3.7459907102564833,0.9015934022757836,Iris-versicolor
+11,6.6665882753605485,3.268264815026773,5.1838284414609515,2.268210901452106,Iris-virginica
+12,4.866904606975876,3.067795077749267,1.5313238223907095,0.22619395277168305,Iris-setosa
+13,5.43988675013131,3.757890325540817,1.7272798108959524,0.49512914862316315,Iris-setosa
+14,5.084982383022565,3.3419165386957492,1.3815203321904095,0.21668718578610396,Iris-setosa
+15,6.685402057008666,3.734698491085187,5.346505655964028,2.190254568959226,Iris-virginica
+16,5.453028189301338,2.9569019684216706,4.961476868746703,1.8724992021263083,Iris-virginica
+17,5.550778039546369,2.636787176491901,4.265780370331069,1.0488273138199902,Iris-versicolor
+18,6.266527908604155,2.8666263058127677,4.70542187320149,1.2232330152478221,Iris-versicolor
+19,5.0518791647104395,3.718873455516596,1.5027772597068791,0.26260573918474683,Iris-setosa
+20,5.674316567033863,3.2158015385676135,1.379737222420698,0.15926196793550934,Iris-setosa
+21,6.027072762684905,2.8166377867278536,4.6618490549600855,1.6674436439681306,Iris-versicolor
+22,5.186967730870044,3.2176764330815093,1.4498518845923885,0.24818983974765538,Iris-setosa
+23,4.888719370011007,2.7497144031177125,4.105756150461307,1.1685442122909568,Iris-versicolor
+24,5.2146358653659615,3.370009347924332,1.3514529865880975,0.31675095615997784,Iris-setosa
+25,5.30486172615703,2.835308837816653,4.085577604860859,1.2216793284112282,Iris-versicolor
+26,5.591697369446008,3.321758406026737,5.515858863391381,1.825965727546137,Iris-virginica
+27,4.84239254335031,2.5794583076815423,1.5834380800455328,0.2777890619478499,Iris-setosa
+28,7.400439559341665,3.4620783043588776,6.147441479483321,2.3415600852434775,Iris-virginica
+29,6.403912769741977,2.9127105431942883,4.709632026683025,1.593401675330724,Iris-versicolor
+30,5.926291602876753,2.9144152885702193,4.13910406305114,1.2659912648219462,Iris-versicolor
+31,6.743116269500434,3.5348884952107706,5.535572909316571,2.6054440474419645,Iris-virginica
+32,5.585424245107097,3.4500874479851444,1.2130915702734213,0.2793381921731281,Iris-setosa
+33,5.62883351353657,3.576898568186616,1.197582060630051,0.18540457626188495,Iris-setosa
+34,5.853439539959638,3.8755734814385185,1.6862806556367338,0.2171468146315778,Iris-setosa
+35,4.997247221518021,3.120121605256804,1.3855943512374918,1.5934515180992819,Iris-setosa
+36,5.268984931794256,2.9753791361400315,4.151767754430151,1.269487303223612,Iris-versicolor
+37,6.331384291572757,2.8931124835703708,5.032669624013418,1.5040245271162915,Iris-virginica
+38,4.476868834789603,2.998592779382633,1.1642129689935974,0.16505833213686408,Iris-setosa
+39,5.616561471224298,3.322959350587685,4.726237543557461,1.9483059570094,Iris-virginica
+40,5.087581910309372,3.4729896965910236,1.6727161746177988,0.2796233534034361,Iris-setosa
+41,5.047146975688531,3.4352947587281024,1.457305910036862,0.168337397945996,Iris-setosa
+42,6.296819207391921,3.2143597901609717,3.8866512150072645,1.6470341035829283,Iris-versicolor
+43,5.14258397638143,2.6404921602624203,4.881359564351544,1.640152605715096,Iris-virginica
+44,7.617302964502041,2.8054628267413118,5.841048091892707,2.028223671718512,Iris-virginica
+45,6.223215596831847,3.463795499148875,4.3321080329648405,1.5518797723318931,Iris-versicolor
+46,6.4791675196763645,2.913935369547831,5.543818092135059,1.796877836844818,Iris-virginica
+47,5.279289046570184,3.258599219785536,1.4655735533718366,0.11236651187562749,Iris-setosa
+48,6.063609712685266,2.795290946504239,3.859764638524293,1.2398449497372632,Iris-versicolor
+49,6.351299829769633,2.9032954262650694,4.781211062570722,1.5283913665708109,Iris-virginica
+50,5.120498891873131,3.2604050280973684,1.4432589510164622,0.1383560022840167,Iris-setosa
+51,5.847520863356169,3.283029589234578,1.3042715476688262,0.2029973101111431,Iris-setosa
+52,5.840306105915626,2.6033132765610176,4.352562857960815,1.151399957812743,Iris-versicolor
+53,6.009150322188439,3.1223775106393514,4.686249788718788,1.44788887024147,Iris-versicolor
+54,6.044399249966958,2.912907672888692,5.240543799603121,2.0193086196012153,Iris-virginica
+55,5.763719911775425,3.1830064682395487,1.7393589109561916,0.3793447509374964,Iris-setosa
+56,5.279756078708365,2.882381489305781,4.209157069087224,1.3208552899752823,Iris-versicolor
+57,5.029114402901297,3.3447467118209864,1.5637415933478334,0.25550096704043496,Iris-setosa
+58,6.145681988569609,2.6559191552153854,4.385512701373619,1.342675153727333,Iris-versicolor
+59,6.780447150356802,3.1590936014015236,5.245481913227241,2.1307635041548996,Iris-virginica
+60,6.1778724975373205,2.80920301352159,3.9124246254719406,1.2937906935218306,Iris-versicolor
+61,4.94573449521064,2.9796478190268942,3.784906657797062,1.035473522848596,Iris-versicolor
+62,5.388108361996826,2.608841556049333,4.411404005635878,1.3410049422943622,Iris-versicolor
+63,6.641967929249412,3.1103865322829978,4.483204733438803,1.4439793288323397,Iris-versicolor
+64,5.039619737702417,3.065319981060617,4.892645849945987,1.7321343713443087,Iris-virginica
+65,6.0740302349754485,3.4842052786355775,5.204726335248276,2.4555552547087993,Iris-virginica
+66,4.764840484928635,3.631389070289144,1.5496299099685755,0.3222307760854797,Iris-setosa
+67,5.119746783991707,2.7064147843464745,3.789900411114356,1.3738401484816283,Iris-versicolor
+68,5.509289550193605,2.976244416110962,4.298187509775905,1.2183684568751385,Iris-versicolor
+69,6.391911736984888,3.0161349732708356,5.093737958508121,1.810941618776941,Iris-virginica
+70,5.180513981421731,3.362209878621441,5.176686105964909,1.7076187481273826,Iris-virginica
+71,5.9648817992611916,3.604159078078864,1.6102620278656623,0.28639623704926537,Iris-setosa
+72,4.859367704792543,3.2638468775243235,1.300909653844168,0.2310424173121919,Iris-setosa
+73,7.672898692141462,3.448935619409644,6.547672646066993,2.4393703661822714,Iris-virginica
+74,5.419420458505745,3.7710279722127167,1.481260434008852,0.24116397591249994,Iris-setosa
+75,6.310704738034865,2.544117332101591,3.6980441324867703,1.136483533099812,Iris-versicolor
+76,5.1522970909119366,3.1217366865445464,1.32924206407943,0.21905147810077846,Iris-setosa
+77,5.904437708219313,3.3794395641722703,4.628971382772783,1.650655677607071,Iris-versicolor
+78,5.098259726325895,2.840794274302694,1.298230242031252,0.23164743360280188,Iris-setosa
+79,6.03836562087261,2.9524666094202,5.246219237179754,2.0634364675684655,Iris-virginica
+80,5.264364561869061,3.42515966150062,1.2924198097387098,0.2621041116931098,Iris-setosa
+81,5.126082058706354,3.5452828709771307,1.465234950628622,0.24394817596620633,Iris-setosa
+82,5.566934323886999,2.9482605473979566,5.084990661608298,1.567827827332641,Iris-versicolor
+83,5.656703737869902,2.789550750168798,4.923419550184734,1.9295121985623955,Iris-virginica
+84,5.116382650025375,2.9731022576633888,1.4288897138371224,0.11011831335471564,Iris-setosa
+85,5.874369307618241,3.3005580985297507,4.4647540243620005,1.3791958698293842,Iris-versicolor
+86,5.754054945761616,3.3394454638353377,4.958502228791185,1.4688543391307325,Iris-versicolor
+87,6.0460612383296555,2.677860003177944,4.10203201864745,1.452138621344353,Iris-versicolor
+88,5.313867246410586,3.6694294464942034,1.2116235190229803,0.11576028766091881,Iris-setosa
+89,5.394028114083493,3.2113154010400686,4.1998663735903685,1.4799680994941904,Iris-versicolor
+90,5.534722846908918,2.3342253824407484,4.110979368540664,1.2472880515312088,Iris-versicolor
+91,4.9247526278984,3.2736461175626603,4.964223642960986,1.6066960992846868,Iris-versicolor
+92,4.852680403668714,3.1743133056433206,1.2240214839626988,0.2706959610383711,Iris-setosa
+93,6.553716679148745,2.833513730532424,5.535474364921214,2.0537201108573573,Iris-virginica
+94,7.253031507109693,3.5104745484108526,5.885559242698016,2.264090140354252,Iris-virginica
+95,7.403505916987314,2.914934744319332,6.099098100171811,2.0555202658810012,Iris-virginica
+96,5.569715748886352,3.0741916138069385,4.08095248257702,1.6096598564512534,Iris-virginica
+97,5.3683841570527315,3.0642996362915613,1.360634784301429,0.01896833185950797,Iris-setosa
+98,6.483610737485949,2.6411561900157854,5.643031432369859,2.241820198344101,Iris-virginica
+99,4.820018388665942,3.7292331729583594,1.3277492347485473,0.3830743893703651,Iris-setosa
+100,7.032327845590326,3.5349415572609955,7.233449440147613,2.0304281764918444,Iris-virginica
+101,6.178746308574936,2.801471358541277,4.295589149011041,1.668091240914216,Iris-versicolor
+102,5.912717242355394,2.9771298084089195,4.806720313182736,1.3349989409740308,Iris-versicolor
+103,5.09215392324115,3.1885270719606402,1.4364615861042562,0.1709150043550065,Iris-setosa
+104,5.9382444516406085,2.658410534410951,4.1490729872012455,1.1789308621358918,Iris-versicolor
+105,5.104985921058936,3.4598420595674892,1.8155191838514049,0.30813861218899985,Iris-setosa
+106,5.2543568046412075,3.953378945527838,1.6002745080268463,0.44587011534910626,Iris-setosa
+107,6.439924681743377,2.6389956931111653,5.327817502243541,1.8834555907869084,Iris-virginica
+108,5.510769278807892,2.0564990444704594,3.9365489524386743,1.1172605770521171,Iris-versicolor
+109,5.192753510537844,3.540457427186472,1.55031808404508,0.17655169583824926,Iris-setosa
+110,4.832521783559023,3.2364549290075963,1.5303067168405697,0.1671477758725749,Iris-setosa
+111,5.627858049584213,2.9951123753337905,5.595634001760252,1.8500786726123732,Iris-virginica
+112,6.5183992759314275,3.2242559401540807,5.448293471792053,2.1156333323926964,Iris-virginica
+113,5.3455219628222945,3.492089371973041,1.3022324855722651,0.1567167602762234,Iris-setosa
+114,5.1164788520749385,3.5630915396691316,1.2760857864544948,0.28637635110667753,Iris-setosa
+115,5.840592069092844,3.112097839517549,4.834757334421661,1.3163402488190172,Iris-versicolor
+116,5.422562305898834,2.960920793243096,1.3861362207862027,0.1952748377558568,Iris-setosa
+117,6.103113583476146,2.6717019906623656,4.155385423768402,1.173299244482365,Iris-versicolor
+118,5.180732254984015,3.2911675822056536,1.7214280144944365,0.25911139654168014,Iris-setosa
+119,6.774189198553809,3.097607196836041,6.2447817664126894,1.7209838431604303,Iris-virginica
diff --git a/iris/tvae/4/18/test.csv b/iris/tvae/4/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/18/train.csv b/iris/tvae/4/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/18/val.csv b/iris/tvae/4/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/19/synth.csv b/iris/tvae/4/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..80a0526829ab9e187418217347492f91ca241b2f
--- /dev/null
+++ b/iris/tvae/4/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.552094745273405,2.661952185681387,4.642991803974478,1.4183255594925723,Iris-versicolor
+1,5.256760700842595,3.0359723442004305,4.171275603004704,1.0647955109405154,Iris-versicolor
+2,5.613969976545663,2.997767860373271,4.6654556681819335,1.2052566631569632,Iris-versicolor
+3,4.897423991683775,2.959651917483335,1.5824170202815915,0.19069764718478832,Iris-setosa
+4,5.577166059510514,2.885338623036011,4.714975215964518,1.9583117438959998,Iris-virginica
+5,5.754147682663467,2.717224732390614,5.641587454574815,1.9026342780517544,Iris-virginica
+6,5.48137725888954,3.4203493465019563,1.4389676204718236,0.35313266202452964,Iris-setosa
+7,7.857154924949116,3.04112610102067,7.086354689750273,2.4492147446471706,Iris-virginica
+8,5.138936633584778,3.6609985167837147,1.4856569724614366,0.18574232709008906,Iris-setosa
+9,6.887007313659884,3.6509625739570692,6.123804152752596,2.6688855034893124,Iris-virginica
+10,6.181413518889642,2.9787374460382496,4.945344550315366,1.4448916186125764,Iris-versicolor
+11,6.941484260617445,3.6290418836623175,5.464964749796713,1.9900524537919597,Iris-virginica
+12,7.035659322051373,3.1138853509513753,5.766352161864006,2.2041093386720902,Iris-virginica
+13,4.751917514518785,3.1531908291614417,1.4273475044145434,0.22776376111349564,Iris-setosa
+14,5.7245534799136015,3.211870226116367,4.697964310359252,1.2832721639973284,Iris-versicolor
+15,5.324728274682006,2.6869281623188694,4.831657921374651,1.8562115447717242,Iris-virginica
+16,6.251460788873876,2.5128790308725524,4.2075878558612745,1.0369622034955557,Iris-versicolor
+17,4.431847062282609,3.261246656420457,1.627352293210919,0.1810100752105083,Iris-setosa
+18,6.167787936013376,2.9177234331865733,4.276825608963899,1.213570046934173,Iris-versicolor
+19,7.658449037172459,2.9416623806194115,6.016336689703383,2.3066862860690187,Iris-virginica
+20,7.711469067172858,3.179992043230118,6.646478892752073,2.53108100251858,Iris-virginica
+21,6.308868600406129,3.0807875438372077,4.976651480362215,2.001579618255727,Iris-virginica
+22,6.737326884032291,3.075488003737525,4.966068218393599,1.4993006381861622,Iris-virginica
+23,5.357125805542916,3.498335705024864,1.7510426070518386,0.43303610233323286,Iris-setosa
+24,6.90388378749716,2.998752845966584,5.353303493138501,1.8766970441949553,Iris-virginica
+25,4.86302227458302,3.250620072434996,1.5192102774866676,0.2449044637524925,Iris-setosa
+26,6.261791035616584,3.1484725385068852,5.141380694746436,1.6868082144526353,Iris-virginica
+27,5.418237111522326,2.8567081083995682,4.341565562562915,1.0944898560126362,Iris-versicolor
+28,6.637561244557024,2.9209742064795603,5.288366778843994,2.146640828385091,Iris-virginica
+29,6.518866221882661,2.865226567274334,4.47698597936707,2.224331820789113,Iris-virginica
+30,6.780195835975607,2.9576049572539493,4.4314169898499545,1.5891488730542316,Iris-versicolor
+31,6.053229572284764,3.545160923977235,1.493854006115394,0.23522679429402646,Iris-setosa
+32,4.558925403523275,3.153278086016962,1.3124632325242946,0.1719950146927805,Iris-setosa
+33,6.249962665768918,2.8761865435110736,4.655995235464694,1.9362733711375293,Iris-virginica
+34,5.134853344138013,2.9768979905135122,1.4362577610833105,1.7040228071008994,Iris-setosa
+35,5.205077734662783,3.1939214704848573,1.3357634153316567,1.351557197196564,Iris-setosa
+36,5.627250503148806,3.0085098233524388,5.296467120830238,1.9734526780270563,Iris-virginica
+37,6.324908132577187,2.9617653669252917,4.797692535992941,1.38645686691846,Iris-versicolor
+38,5.546753844054321,3.2209788359036136,4.531059585658964,1.5689990545696264,Iris-versicolor
+39,7.782811252629439,2.707551455944766,6.567626980935335,2.376564848425067,Iris-virginica
+40,5.9689415163632935,2.5845321980456806,4.950965921814122,2.1244319125119135,Iris-virginica
+41,5.368396065670343,2.9583545587805253,4.2907121029049655,1.4125840430503664,Iris-versicolor
+42,6.300804125066343,2.7838713200791156,4.952507675713647,1.5792011393061476,Iris-virginica
+43,5.277840942869711,2.858292475548362,1.2389032135174527,0.2132691240100954,Iris-setosa
+44,5.555448015356241,3.2852191121300205,4.490147040851569,1.5523003333377627,Iris-versicolor
+45,5.342311530155607,3.429528269878305,4.95559484590249,1.001079165123535,Iris-versicolor
+46,6.297711800826731,3.0345292344150967,4.941677233090315,1.1552310263387646,Iris-versicolor
+47,5.99899952065432,3.016820986096022,4.470254078961748,1.3841797009638865,Iris-versicolor
+48,6.7512417532136855,2.9271598759028614,6.340372888609218,2.3163651414740976,Iris-virginica
+49,6.142672947984336,3.4510429752720646,1.4067645852280581,0.2025142031725401,Iris-setosa
+50,5.29012660413753,1.9804709478300067,3.9105242857731,1.0705202815346204,Iris-versicolor
+51,5.298084899914465,2.3020435868946394,4.280049600677856,1.0102172266819798,Iris-versicolor
+52,5.2464176613205975,3.0426386590962307,4.499266293122086,1.4822744542936426,Iris-versicolor
+53,5.076773418538819,3.324703304581753,1.6646645249491967,0.3337435019535332,Iris-setosa
+54,5.4480944405721266,3.760936687976998,1.497334505675207,0.24737075999963096,Iris-setosa
+55,6.3030716711809935,3.364943706593688,5.156751177086036,1.7148199397575135,Iris-versicolor
+56,6.642822461008951,3.198443081518079,5.58418072182457,2.0159526242908803,Iris-virginica
+57,4.449451470136745,2.332651135730702,1.4528191512513466,0.26080314526502923,Iris-setosa
+58,5.013735497119401,3.479204408800303,1.4355985418420683,0.23430262030352367,Iris-setosa
+59,6.388205017392595,3.0805246739373144,4.981556584716469,2.1350539862721076,Iris-virginica
+60,5.2500150919519655,2.33781433057494,3.7953125877105975,1.1223279006910896,Iris-versicolor
+61,5.973198767674136,3.390458789385432,1.7146604912239223,0.44651490139555416,Iris-setosa
+62,4.837803297342225,3.838315909976427,1.5535278670992032,0.15940826096061939,Iris-setosa
+63,6.091489848000473,2.7949767924031566,4.455076802484019,1.5136090495009682,Iris-versicolor
+64,5.258090078837573,3.2324109225133673,1.505481266022396,0.3204305041655559,Iris-setosa
+65,5.806902792621585,3.107628728361826,1.105730498826428,0.1311026079045058,Iris-setosa
+66,5.1947591709187595,3.3432383865062807,1.5254500521776824,0.19812664395523027,Iris-setosa
+67,5.862040851730757,3.627714790177392,4.748277699316836,1.6907845877740193,Iris-setosa
+68,5.943245506008932,3.154845530343877,4.8645004917451855,1.7651326745350604,Iris-setosa
+69,5.484020307559301,2.7129908805097855,4.675679516817353,1.339573939286568,Iris-versicolor
+70,4.834025066478281,3.276098566024459,1.6635535953928806,0.08176877360202281,Iris-setosa
+71,4.864507040808064,2.7392235689494857,4.2901981537758935,1.1348528493317365,Iris-versicolor
+72,4.894300293465939,3.3717254210251397,1.497769182290375,0.18093120952934572,Iris-setosa
+73,6.048869986846461,3.1108835181074195,4.1953441316629645,1.470514891435147,Iris-versicolor
+74,5.9973476246897635,3.3229231367140546,4.869316851215214,1.6241357809383572,Iris-versicolor
+75,4.979876003733277,3.506614796965413,1.4347374177727186,0.28741234751945416,Iris-setosa
+76,4.986927250214154,3.7142120926905915,1.1630609424799387,0.26658116627227285,Iris-setosa
+77,5.998443544313987,2.927870032803241,1.362449940796648,0.33892562295481343,Iris-setosa
+78,6.090727820302715,2.3413280196546764,5.451049589435058,1.837225427761477,Iris-virginica
+79,4.847585556787232,3.5318268074349235,1.5434023019351981,0.22717998677679854,Iris-setosa
+80,5.238498468492084,2.8965897989980314,5.343141041308224,1.9156607202584799,Iris-virginica
+81,4.742933829766231,3.451189006394582,1.386521586108142,0.16673916167411276,Iris-setosa
+82,6.132668481554265,3.2225226893450873,1.4233192461763207,0.18981849307156567,Iris-setosa
+83,6.461754681559915,3.020211095080603,5.682890683460844,1.9329793264253943,Iris-virginica
+84,5.195806571973075,3.6495013321174583,1.3745729201731205,0.23622840520064736,Iris-setosa
+85,7.1070377054829414,3.119958121636769,6.065410398618336,2.275170334923641,Iris-virginica
+86,4.847116210807885,3.5186241392199618,1.5762768106219096,0.3684362056314882,Iris-setosa
+87,6.152637651002189,3.237361251990163,4.498493982514667,1.7018565264468217,Iris-versicolor
+88,4.761274378705183,2.7240339383146974,4.492109274524574,1.3325168787630235,Iris-versicolor
+89,4.654171656764625,3.5758742152539376,1.4434710016964387,0.290025737581622,Iris-setosa
+90,6.58764581101288,2.57087256715398,5.501358289645228,1.8215689116540448,Iris-virginica
+91,6.827119302234585,3.0867711732150185,5.782896848474931,2.19860420033533,Iris-virginica
+92,5.240135119125892,2.2905342524884245,3.8591051992654894,0.9735880073769824,Iris-versicolor
+93,6.429935820182399,2.598166990143987,4.01837424241502,1.0860424280495227,Iris-versicolor
+94,5.281599667799019,3.3149445521512377,1.1760488435446468,0.08616090551759584,Iris-setosa
+95,4.844057994771008,3.7461443633646505,1.3429651724885032,0.1804709562891027,Iris-setosa
+96,5.288567449336621,3.1587827008780662,4.879137768459611,1.618906896910141,Iris-versicolor
+97,5.036519365324922,3.0066155786882347,1.5755315360685127,0.2629766210854406,Iris-setosa
+98,4.840446110061275,3.5983159284700896,1.3471438584469366,0.22450514312560702,Iris-setosa
+99,5.347141245560771,2.698258177559037,4.9922295641807555,2.1324416368433137,Iris-virginica
+100,5.1096294998764105,3.043001599437096,4.374519483688346,1.435029256431194,Iris-versicolor
+101,5.298840880675406,3.2186327493088296,4.705970831347091,1.5906242926350607,Iris-virginica
+102,6.317465810901015,2.896594490250939,4.404282182950995,1.3651974010665282,Iris-versicolor
+103,4.809748229485479,3.2417042567899625,1.5271122434308595,0.3009765743633467,Iris-setosa
+104,6.342813149739953,3.0625577450098107,5.294178655825424,1.977253763872916,Iris-virginica
+105,6.470749198866002,3.436800482210379,5.493606948529442,2.3735930296627066,Iris-virginica
+106,5.984919452513039,2.430983770262848,4.302345002911558,1.0437787703530144,Iris-versicolor
+107,7.065748961298973,2.954359018179442,6.533392960004452,2.2286614924847177,Iris-virginica
+108,6.398759692842312,3.6204227626246155,5.367338781401377,2.3666315626041285,Iris-virginica
+109,4.752363682172621,3.5601869141273577,1.5671579942238831,0.07996711349085911,Iris-setosa
+110,5.619414032742093,3.219922844917864,4.954311641812858,1.4294416797735043,Iris-versicolor
+111,4.946593405865012,2.7775005440478244,1.494330675055276,0.18107262904095184,Iris-setosa
+112,5.984718240644036,2.78223778244941,5.082124096278742,2.0981393344209454,Iris-virginica
+113,5.728338657429123,3.337979900369872,4.772817233509781,1.2736953184081068,Iris-versicolor
+114,5.929098884166503,3.2336608983980395,5.0959202102458,2.018035856202807,Iris-virginica
+115,4.9037413249981645,3.3652465330012413,1.3170916309097713,0.3252957900327778,Iris-setosa
+116,5.495542324455245,2.3029087251432423,3.0033738819097398,0.9881782668973568,Iris-versicolor
+117,4.651699148647815,2.89074769051248,1.3568353179938093,0.2758166753601745,Iris-setosa
+118,4.880088480352787,3.4044208181503826,1.5545365526795298,0.2211473098111148,Iris-setosa
+119,7.677465012243696,3.2759298454635277,6.0714451229026505,2.090869846071702,Iris-virginica
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..513b64657e5ebd1e6ecc4ebed4f85caa03d045ec
--- /dev/null
+++ b/iris/tvae/4/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.965724918656841,2.8375538049113063,1.2207621037549652,0.27542090896914,Iris-setosa
+1,5.950454290573624,2.752426598168768,3.6994376915202607,1.0598567117890252,Iris-versicolor
+2,5.032280432524715,2.5993847541929918,4.070691655608107,1.1713032462004955,Iris-versicolor
+3,5.047733639621903,3.347425155389231,1.4154459483852484,0.16548196668455228,Iris-setosa
+4,5.634397421255305,3.1009033141515787,4.27850589256716,1.3748722619267828,Iris-versicolor
+5,6.1344078552874395,3.1117739559692943,5.330898355133802,1.991250809940059,Iris-virginica
+6,6.175159956174016,3.188556021255612,4.740076338960638,1.8556836083117332,Iris-virginica
+7,5.185172847160198,3.315097125462792,1.479050153914073,0.29447862730037955,Iris-setosa
+8,4.908576313982652,3.3529190076108817,5.077192115035728,1.7500657224469076,Iris-virginica
+9,5.557800582714969,2.307751505110849,4.98082367864772,1.895540494380344,Iris-virginica
+10,6.558376358921882,2.9938259454885823,5.2324069342148025,2.1643145418124763,Iris-virginica
+11,5.897847182384649,3.063980846898211,4.910402641669486,1.6092749606671224,Iris-virginica
+12,6.145691121155184,2.6641802451229317,5.040368021084224,2.024003024428593,Iris-virginica
+13,5.2019161943359755,3.1161880885572146,4.937307227663142,1.7209953659552935,Iris-virginica
+14,5.28386971815271,2.8946544246326193,1.047202249787348,0.20197977280303975,Iris-setosa
+15,5.639737748492885,3.0413239710339495,4.264109659549484,1.3414974301518878,Iris-versicolor
+16,6.108248305233845,2.5197960025798425,5.171327558898389,1.8290451231680633,Iris-virginica
+17,6.274374658605574,2.7449813499513214,4.121181935444261,1.1147806230295596,Iris-versicolor
+18,4.731280247879498,3.1859003311252363,1.4978807541330308,0.2342890923303928,Iris-setosa
+19,6.813922895437366,2.8808942809173987,5.9952823204681795,2.3732930326564268,Iris-virginica
+20,5.876270850060193,2.8372335200463277,4.9903303988920396,1.9247088609133403,Iris-virginica
+21,6.159989803079139,2.8267343972996173,4.565359519687268,1.3486951059595025,Iris-versicolor
+22,4.7632708338745795,3.014385335668414,1.3311067180001106,0.24355937466517466,Iris-setosa
+23,5.0474375776589735,2.4953049367280915,4.354654387179332,1.406239467990932,Iris-versicolor
+24,5.369947183006468,3.5807728261404748,4.289720752165762,1.164794230833217,Iris-versicolor
+25,5.524515207170487,3.2491451240355262,4.374180116765678,1.4914302253707268,Iris-versicolor
+26,6.474487066579936,3.309078842292454,4.400520236458803,1.5367056408429716,Iris-versicolor
+27,5.489530032725984,2.9933393757618005,1.2331477535528506,0.14550171164020875,Iris-setosa
+28,4.929599115140107,3.276674698805293,4.846458525728481,1.4971665532715175,Iris-virginica
+29,4.572569165545387,2.606053950600791,0.963806444851034,1.4269760171040387,Iris-setosa
+30,5.365750615618038,3.6523483979353215,1.1601932364490077,0.3123432664484336,Iris-setosa
+31,5.5319387082582505,3.614004070063059,1.3916585250711626,0.3028688834972856,Iris-setosa
+32,4.76153082819009,3.37650942187309,1.3535219799470637,0.29668390083022494,Iris-setosa
+33,7.377518861302178,3.0498510562804313,6.139210272574527,2.6868108993991413,Iris-virginica
+34,5.575581957945607,3.278658685292439,4.475298526099955,1.7140064882324066,Iris-versicolor
+35,6.544943102303281,3.4025499726159234,5.266501022879378,2.3076975644011215,Iris-virginica
+36,6.245347804463281,3.385146145275528,5.423205389396781,2.040291927474216,Iris-virginica
+37,4.986932434566124,2.8474226918722576,4.673351887691963,0.10109397320893881,Iris-versicolor
+38,5.340198175483356,2.96593969196454,4.3384639634441795,1.300414367704813,Iris-versicolor
+39,5.191028126807232,3.0723530578928577,1.4948902284098278,0.38637179096238244,Iris-setosa
+40,5.980743758130378,2.53092869768571,5.35175513862079,1.7119612090862888,Iris-virginica
+41,6.2950233394197115,3.200384991622861,4.525052685811772,2.0292852313929473,Iris-virginica
+42,5.387015664882224,3.192898323925414,4.280261974167186,1.6474882017522043,Iris-versicolor
+43,5.488873875735696,2.764976721998945,5.032320407512536,1.7918701659161385,Iris-virginica
+44,5.239465665689728,3.3868615915869364,1.4965736388380635,0.3220454069050517,Iris-setosa
+45,6.159273006249875,3.083861569417748,4.413570725407683,1.03782844389321,Iris-versicolor
+46,6.82439264893554,3.0596010658765955,4.5983548102596945,1.3302026282750528,Iris-versicolor
+47,5.021615878273113,3.4404765085066273,1.2791284248056407,0.20312869466791061,Iris-setosa
+48,7.278467618216812,3.825701584542714,5.963448137641529,2.2604408345263,Iris-virginica
+49,6.020186017352648,2.7382916812137235,4.263631880212557,1.0841967686781868,Iris-versicolor
+50,5.783971105015657,3.4571526259473724,1.4722364238888233,0.24452637323556697,Iris-setosa
+51,5.547734904809699,2.5090852140562463,4.378143474469324,1.300353038356396,Iris-versicolor
+52,6.174951619273496,3.1047798392358343,5.24719489789888,1.678331291647293,Iris-versicolor
+53,5.494666359502879,3.81958105375033,1.324577798970064,0.14455404537536942,Iris-setosa
+54,5.955851926629834,2.4144953139027505,3.668185010162091,1.1611723491495174,Iris-versicolor
+55,6.095164282381714,3.3491535889419066,1.5158517488271113,0.2026953120734254,Iris-setosa
+56,5.507909597312668,3.6919256536244007,1.3417272309772612,0.2867991466007304,Iris-setosa
+57,6.00184547448047,2.690903191215302,4.078504372233588,1.1434833956648416,Iris-versicolor
+58,6.486102040670337,2.709748419335057,5.302434622582089,1.7716375855812752,Iris-virginica
+59,5.248700678627574,3.4783919499527647,4.557454768534602,1.470790481324627,Iris-versicolor
+60,6.160278457382185,3.4740548011829957,5.383654893308918,2.156081728199939,Iris-virginica
+61,6.441810952502473,2.995073323699137,4.581234372414016,1.1915232390398547,Iris-versicolor
+62,6.969265483192583,3.377199795399793,5.604934370904708,2.1091373602921863,Iris-virginica
+63,5.266326598935176,3.2705984261957877,4.662495566261965,1.6388947563078025,Iris-virginica
+64,5.652283605883936,3.0048523292564626,4.337326988603606,1.3976110105736221,Iris-versicolor
+65,5.599433621041004,3.202022591421776,5.095972261112269,1.926793994607138,Iris-virginica
+66,6.460453870868031,2.71956339464911,4.422646187775547,1.3852186626356247,Iris-versicolor
+67,6.084045653125969,2.9882358698861826,5.555108369596958,2.081935062986876,Iris-virginica
+68,7.161570771538816,3.1031288400707737,6.061273849483074,2.050259526949886,Iris-virginica
+69,4.999626444063712,3.4361302446079556,1.374683896617602,0.20340978046972558,Iris-setosa
+70,6.084271080316514,3.078722358424322,4.629983520854401,1.507487293848219,Iris-versicolor
+71,6.493083740390886,3.125068180284007,4.743375442872537,1.875392473245814,Iris-virginica
+72,6.428630255243895,2.9231977458283582,5.036942441025945,2.0892381302510987,Iris-virginica
+73,7.024385081221009,2.807210206338777,6.001079996356611,2.3010796990261646,Iris-virginica
+74,5.928367483422758,2.840395388586971,4.363975365554014,1.5213356436091299,Iris-versicolor
+75,6.159143740009753,3.3433611502501384,5.523289098941898,1.918176363525024,Iris-virginica
+76,5.6001011520624715,3.155083063575673,4.657618443329614,1.368905970237085,Iris-versicolor
+77,5.879092344835316,3.485945183935129,1.5620103590478451,0.32080595546363727,Iris-setosa
+78,4.972734857371905,3.541643975609368,1.5078288288130253,0.3251295119350048,Iris-setosa
+79,4.730811446041678,2.446760792516014,3.365111146801425,1.088461633006605,Iris-versicolor
+80,6.829946367642368,2.811105850917623,5.756739254373066,2.1808662079566963,Iris-virginica
+81,5.5662090257453665,3.193049777280974,1.822605173174348,0.2339357688453965,Iris-setosa
+82,6.136354263087654,3.228035274569659,4.710872153957508,1.3750856050218436,Iris-versicolor
+83,7.9760785075745275,3.771880734154315,5.786942520230046,2.211183559010884,Iris-virginica
+84,5.095387771724627,3.3343594358207245,5.07273932665279,1.7400051179955112,Iris-virginica
+85,5.411178185458238,3.088015462677136,1.4895478391684236,0.06231126187826383,Iris-setosa
+86,8.356779184496968,3.0621521952108157,6.8281473978825415,2.1242493470107076,Iris-virginica
+87,6.458954759988195,3.042425393529268,4.471820707348375,1.199648718176754,Iris-versicolor
+88,5.5759596543986,2.9170797638561874,4.373148441858941,1.404805714434965,Iris-versicolor
+89,4.940450785538812,3.2976008249770254,1.6605754306188865,0.24361301954264278,Iris-setosa
+90,5.400469235491013,2.4398327708028065,5.2031956777603465,2.2472788827191414,Iris-virginica
+91,6.315785240452907,2.666465197334578,3.658151672472461,1.1018489471339308,Iris-versicolor
+92,6.5301750453421485,2.6672267345022003,4.408059703980299,1.2013222956993095,Iris-versicolor
+93,6.118198499470049,2.419023310222885,4.1229318185127,1.3250106036000355,Iris-versicolor
+94,4.673622234002223,3.229191604183856,1.5942980052880311,0.2690050917826495,Iris-setosa
+95,6.368131711601332,2.931350798079926,4.790214266186177,1.7367938154516023,Iris-virginica
+96,6.8460762192792375,3.0218264917822673,5.931188763184379,1.8428931163130498,Iris-virginica
+97,6.227273263480422,2.9389761003488744,5.06377437857953,1.706833298855476,Iris-virginica
+98,5.097881529579281,3.171780900343211,1.4344011032587962,0.14886209015795,Iris-setosa
+99,4.972509860562782,2.72663886708744,4.538257335650035,1.2101864207853932,Iris-versicolor
+100,6.484734374654423,3.040650467480365,4.582597111333635,1.497222238995575,Iris-versicolor
+101,6.745802231682017,3.399546820364048,5.424590188333881,1.802574889684674,Iris-virginica
+102,5.720242552643196,3.1027131958116394,4.955519466628308,1.844853274519533,Iris-virginica
+103,6.259282520808747,2.575670563347472,5.305700077320051,1.7591527515074776,Iris-virginica
+104,5.446182065687364,3.149968770495698,1.5293259882035128,0.27398652344208757,Iris-setosa
+105,6.5237526159277515,2.2986815142432735,4.359886694836025,1.1829738694059284,Iris-versicolor
+106,5.983324355975073,3.0938867816700895,4.318009352620491,1.0732502591212252,Iris-versicolor
+107,6.379397230741196,3.055180849757348,5.006332684878115,1.249102023777294,Iris-versicolor
+108,5.699720374080217,3.105782007309417,4.405093221604411,1.4414367789527436,Iris-versicolor
+109,5.058088894847649,3.865467238116831,1.7558499701471928,0.6025084818207707,Iris-setosa
+110,5.1465902512903074,3.474927620326481,1.409761245840202,0.1619108273065034,Iris-setosa
+111,5.901175142731726,3.1207609989185383,5.778076105700724,2.188782474296784,Iris-virginica
+112,4.271488492553104,2.9711008672877455,1.6102371192916063,0.20590044604472593,Iris-setosa
+113,5.936952036389499,2.9458701002667254,5.190499438678651,1.9787984702729213,Iris-virginica
+114,5.310027069748432,2.778331456381899,4.966599916342148,1.4246786322657352,Iris-versicolor
+115,5.284907530199918,2.7440427048870206,4.731074724665547,1.991069085056639,Iris-virginica
+116,5.9338066834904115,2.839582097402063,4.953742166964939,1.8642693354491204,Iris-virginica
+117,6.214251241287115,3.2936691406518523,5.281136367015165,1.5740574189255834,Iris-virginica
+118,5.876493883292684,2.7953326352115444,4.373069623182795,1.5426807866870769,Iris-versicolor
+119,4.750637614881098,2.583230174618563,4.6154853963944324,1.1782477729789231,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..510a5d24030787df6aebbd2b298dcad3c998e314
--- /dev/null
+++ b/iris/tvae/4/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.846824209225711,2.8027281096964827,3.938853432863371,1.1489498088016203,Iris-versicolor
+1,4.6560306274890175,2.647708710730055,1.2027104218738967,0.13856439560586153,Iris-setosa
+2,5.928401201401854,3.820981436320665,1.3783542010681111,0.25451849801491055,Iris-setosa
+3,6.23846934774259,3.0578149460026216,4.329905224203754,1.2502186481318933,Iris-versicolor
+4,4.781964816477377,2.678624702320617,1.5458094231404924,0.2731365997220139,Iris-setosa
+5,6.226917774399277,3.1467662686320588,5.2389298851293145,2.227487337653524,Iris-virginica
+6,5.049471289763407,3.8626191806761794,1.5019298080294106,0.18862257185639844,Iris-setosa
+7,5.829167247565847,2.700599621724317,4.355287803348752,1.1303071847352157,Iris-versicolor
+8,5.372029716541208,2.7687752698840584,4.342015236305894,1.024359611866879,Iris-versicolor
+9,5.074430752299071,3.686943089324402,1.7368975992727202,0.40735759070895483,Iris-setosa
+10,6.851473937243074,2.9291953498705467,4.673339396914952,1.4271059757334452,Iris-versicolor
+11,6.628924569795964,2.565692480783207,5.673949785205833,1.872858696232232,Iris-virginica
+12,5.871472104813198,2.5727013633960714,5.351422259292958,1.950045194501259,Iris-virginica
+13,6.709253098858518,3.1387140857987257,5.831340355144464,2.474322640203261,Iris-virginica
+14,5.1885713436647976,2.9850488825028894,4.209025459449238,1.5294113298265797,Iris-versicolor
+15,6.593087972634594,3.0500085982320386,5.164017123416441,2.1215264407504297,Iris-virginica
+16,5.733787642684799,2.716067575847862,3.922608479486398,1.2309725175459167,Iris-versicolor
+17,7.165352483680995,3.219163667321943,5.1202188351861295,1.9068500468115994,Iris-virginica
+18,5.759690533392275,3.1535367102692065,4.887922190356865,1.3999039726597977,Iris-versicolor
+19,6.376610048281229,3.039230398325071,4.346645213750655,1.5803301530470413,Iris-versicolor
+20,6.350713026883391,2.8985907972760647,4.881945954903176,1.6395401698542815,Iris-virginica
+21,4.600012963851393,3.2041830702026206,4.406182346496135,1.2545579158524758,Iris-versicolor
+22,5.24546322276282,2.3253948227430223,3.59749184880293,0.9825724454702424,Iris-versicolor
+23,5.387859147608625,2.8562642837282324,5.174172667909024,1.7379433868547198,Iris-virginica
+24,4.994114970440339,3.4525357593364614,1.5988049052183444,0.23542511290562673,Iris-setosa
+25,6.019959163113284,3.2279095109958265,4.72251577389628,2.14965249517562,Iris-virginica
+26,6.256780085076384,3.462066200819498,4.476355801112005,1.2550478108107153,Iris-versicolor
+27,5.675397925028416,3.0061507060198953,1.5652128636738358,1.6561680844907718,Iris-setosa
+28,6.018717566126847,3.262241389947461,4.388810138256649,1.3665761610839193,Iris-versicolor
+29,4.530144449776061,3.893726630631421,1.7126991413658534,0.4810724566157033,Iris-setosa
+30,5.0585195975390285,3.4411508424692574,1.3656478651708024,0.1800800299360658,Iris-setosa
+31,6.144953794302547,2.6197914238901934,4.7396711542917185,1.2781779784491831,Iris-versicolor
+32,6.075460021828981,2.4964797512452788,4.252626373026663,1.36125959001374,Iris-versicolor
+33,6.653302632877491,3.044442923346094,4.891929233032604,1.7091097156169532,Iris-virginica
+34,5.836498382683441,3.3649850390178773,4.343375757037575,1.381898031971577,Iris-versicolor
+35,5.143639011232296,3.0522740281619316,4.4985756548039415,1.4095359600324011,Iris-versicolor
+36,5.521431203695094,3.065127435719996,5.164728109528465,2.016623817698199,Iris-virginica
+37,5.645718075367221,2.9591109719811066,5.07021526644149,1.8941289977068443,Iris-versicolor
+38,8.53284897279999,3.584138867407428,7.426507370776196,2.5752357010619287,Iris-virginica
+39,5.87289854538365,2.9601547736948803,4.022360777335409,1.0556904291820879,Iris-versicolor
+40,6.0139548057354455,3.257182433201992,4.953006547099348,1.7871623486706847,Iris-virginica
+41,4.798353767833772,3.2210375133479334,1.4981116996748802,0.1804083844299842,Iris-setosa
+42,5.647178501759777,2.8495787501539773,4.203100271336769,1.352350549003979,Iris-versicolor
+43,5.375512965527825,3.603598097082319,1.467343246407251,0.26655634725460836,Iris-setosa
+44,8.21416924031346,3.3661673974511466,7.101034665824933,2.460415794482133,Iris-virginica
+45,6.241853737682357,3.231286634519844,4.7325024690501,1.8183500691123395,Iris-versicolor
+46,6.527049693245705,2.742057980331457,4.004226613925187,1.2831032050345526,Iris-versicolor
+47,7.081687432722374,2.52891837604683,5.751302427614736,2.3072079246691666,Iris-virginica
+48,6.477270643882534,3.444492060244623,4.542044892523864,1.658887466847736,Iris-versicolor
+49,6.5614722448599485,2.857356663666521,4.954540669171491,2.043381267656357,Iris-virginica
+50,6.009497129543586,2.5751268346387515,3.469110743617443,0.931743289088496,Iris-versicolor
+51,5.83859960894785,2.5880086212181093,5.541035915081852,1.8540113237569829,Iris-virginica
+52,7.066596159230552,3.5437837847539053,5.965460754906836,1.7525577085872928,Iris-virginica
+53,6.497051462088302,2.775622202649478,4.533552112897738,1.2309094253321338,Iris-versicolor
+54,6.2166938675920305,3.219710616432299,4.825156278729347,1.9381312559483597,Iris-virginica
+55,6.218346340471176,3.0674187103250534,4.502535807716813,1.2201002726768904,Iris-versicolor
+56,5.380022573888898,2.9115785654969524,4.433022070081458,1.21945894138739,Iris-versicolor
+57,5.74766724832776,3.212201983319023,4.341313688850901,0.13531573101457672,Iris-versicolor
+58,6.547690353446768,3.7893822826902435,5.971687747967567,1.9023621187319606,Iris-virginica
+59,5.9419623001951845,2.6975758121472198,4.288463737597061,1.3296468070962564,Iris-versicolor
+60,5.101763438626434,3.13946783634297,5.154179488720362,1.7095859855833446,Iris-virginica
+61,5.253993530419554,3.557759047513334,1.8228132174473475,0.3220929086336753,Iris-setosa
+62,6.466732987568249,3.2734035439070506,5.153817078012875,1.6697077367263817,Iris-virginica
+63,5.991464315172198,2.996196293172403,4.827780574229508,1.6085576941029789,Iris-versicolor
+64,6.879844012200698,2.93019953398771,5.91950788925835,2.0633811726690623,Iris-virginica
+65,5.667379689345655,3.5865267654442565,1.503112467784755,0.16857474692674296,Iris-setosa
+66,5.761650479137027,3.093515409887637,1.4607054056008963,0.13057125246146606,Iris-setosa
+67,6.169705050759118,3.1235822255303325,5.13009080637411,1.8402499465386783,Iris-versicolor
+68,6.305469971462287,3.0882324973550346,5.33797908800589,1.6518645185475302,Iris-virginica
+69,6.317460457857391,3.074390868148225,4.331409257826753,1.3837751936844893,Iris-versicolor
+70,5.319723675860908,2.7094789618950914,4.443834997693858,1.6586002028922273,Iris-virginica
+71,6.581990502314042,2.6534704227747428,5.157629892445835,1.8936673711971965,Iris-virginica
+72,5.448800672824435,2.840430008429433,4.035649171237562,1.3883820236932622,Iris-versicolor
+73,5.814881533343466,2.9361149632670167,4.641589486741809,1.4932554275434589,Iris-versicolor
+74,6.376339828422018,2.860497259418785,4.848410827761064,1.266559976515691,Iris-versicolor
+75,5.698720481373874,3.29848220135217,1.6169342585735396,0.21802642333489122,Iris-setosa
+76,6.099899146490724,2.652711905873154,4.845991661495094,1.2085892919338492,Iris-versicolor
+77,6.20915478682135,2.4785062215552722,4.378298356650486,1.2108339962847112,Iris-versicolor
+78,5.72568392841447,2.660957692334419,4.404818311472605,1.2193602363837517,Iris-versicolor
+79,4.6890842746410595,3.3072567503242687,1.518324619932605,0.287861062245205,Iris-setosa
+80,5.104190894260163,2.1798659456303975,1.3247106031698705,0.12530366948988633,Iris-setosa
+81,5.0769754808958405,3.1303268781914726,1.40078040611161,1.0551140191858865,Iris-setosa
+82,5.3507492608058085,2.9238507937717633,5.340453394106028,2.088977413781173,Iris-virginica
+83,6.687278909657772,3.2855782217013942,5.219355253905642,2.048526325435444,Iris-virginica
+84,5.154791361398388,3.5204874793316936,1.6379428475217304,0.37078912764632577,Iris-setosa
+85,6.991973250602909,3.5936556696554693,5.70657560411947,2.0706458747676417,Iris-virginica
+86,6.024082796979028,2.6061480215151245,4.116675208068613,1.0134251863460317,Iris-versicolor
+87,5.094332171548592,3.5716472437041187,1.5720221216143064,0.14913498197569786,Iris-setosa
+88,6.1613404285555164,3.1474568171398785,4.453640579130725,1.4378010077918282,Iris-versicolor
+89,5.2323395443306895,2.8987899422034915,4.328458733312046,1.3117192085190525,Iris-versicolor
+90,5.3530082626863535,2.6724282821386067,1.3704713687571328,1.607750849350956,Iris-setosa
+91,5.026933004605682,3.36778042227313,1.3809781601068944,0.3862357594867348,Iris-setosa
+92,5.085434217376234,2.4013556669139207,3.6828890333270508,1.187076271579064,Iris-versicolor
+93,4.886593635784014,3.6374649369235206,1.5329374270868126,0.3366177734791447,Iris-setosa
+94,5.161421282202112,2.481458340168169,4.011073457312565,1.249810617908011,Iris-versicolor
+95,6.929976705304391,3.050802782960712,6.303805303906493,2.2217686492170006,Iris-virginica
+96,5.2657905399301415,2.5050074436070933,3.9694823441784264,1.1007497148033987,Iris-versicolor
+97,5.78162755627958,3.499510748625903,4.816228264574041,1.4760321098319524,Iris-virginica
+98,5.072568502033077,2.850836431181553,5.236485519855146,1.7505009328499985,Iris-virginica
+99,6.913270997771291,3.4045203004135485,5.029303496960293,2.056514850681725,Iris-virginica
+100,5.257238387621914,3.058326924583191,5.175980785736729,1.5834978562650828,Iris-virginica
+101,5.314015723322103,2.8352943428196786,4.684275092214602,1.4108640744161633,Iris-versicolor
+102,6.522304760172364,2.9334056129592914,4.661420195351109,1.3605988109982285,Iris-versicolor
+103,6.2549079845171605,2.8291330376659083,5.111902998760814,1.664039405935093,Iris-virginica
+104,4.8697727103211275,3.486824714016325,1.400449041287939,0.13026661547849766,Iris-setosa
+105,4.793765936528521,2.8858365390013923,1.5852154193262964,0.2171741021487383,Iris-setosa
+106,5.701325473823585,3.91731021327744,1.420017047925153,0.44239997663515057,Iris-setosa
+107,5.844326774736941,3.046280172847376,4.3911433247878815,1.3686242330597125,Iris-versicolor
+108,5.7773250561125815,2.811194737375655,5.350242480999467,2.0469129725649484,Iris-virginica
+109,5.097486944465498,3.162330744366968,4.550617938356411,1.5388771900336364,Iris-versicolor
+110,5.360083766330312,3.2066382120187726,1.6039478132955782,0.26406210595788043,Iris-setosa
+111,7.528133227584675,3.2724497398804027,6.843814399613914,2.6277999497919615,Iris-virginica
+112,5.741243478820215,2.6753063782441586,4.191149155302379,1.3793007737269394,Iris-versicolor
+113,5.394200981412531,2.6593217391502186,4.27658612354951,1.4522839099538696,Iris-versicolor
+114,6.5636282927168255,2.783111214130027,4.2970355339770885,1.4253772306629553,Iris-versicolor
+115,5.78755328175745,3.530273642448506,4.947719526215839,2.046169359617451,Iris-virginica
+116,5.75812963029819,2.9057438861372487,1.5026066743213788,0.1966576376711599,Iris-setosa
+117,6.112627670413877,2.611182026441717,3.885895524447854,0.977348016498944,Iris-versicolor
+118,4.923084166505595,2.792991570044612,4.635940007080592,1.3504008083037544,Iris-versicolor
+119,4.811229327154175,3.3298726600254076,1.330826931843996,0.16045389674482827,Iris-setosa
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..58098d52c833c868bebe572d492bf541026b28b1
--- /dev/null
+++ b/iris/tvae/4/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.607034987753602,1.9657033614549853,4.004730900459688,0.8045797254348723,Iris-versicolor
+1,6.318828814514627,2.938672776462297,4.353961008101138,1.4431985006295254,Iris-versicolor
+2,5.519354539516674,2.6421998259912445,4.6938157449413715,1.3669834628304325,Iris-versicolor
+3,5.793525456965214,3.249244438565889,5.125139403217457,1.9495678077088567,Iris-virginica
+4,4.941727104118884,2.5877711574520337,1.2547785893129313,1.3812287239180754,Iris-setosa
+5,4.297235096056555,2.9247270175175557,1.3069411538027687,0.21131575033708086,Iris-setosa
+6,6.0716180539511475,2.549123737345587,5.009700932266217,1.4726262473006517,Iris-virginica
+7,5.2154862679740415,2.3811923472449545,3.987585393534145,0.6999883458101307,Iris-versicolor
+8,5.466286523594319,2.8298802703456607,5.062028673181715,1.6675969014902978,Iris-virginica
+9,5.812059650753975,3.589233808820594,1.6422513778720487,0.22789418173977838,Iris-setosa
+10,5.651094365042736,2.491807887001137,4.2437201479793165,1.0454575466611127,Iris-versicolor
+11,6.074813886348788,3.168065509713252,1.220892458361687,0.23997451512386983,Iris-setosa
+12,6.22822322566605,2.479801783407624,4.359373413564508,1.1358403759595377,Iris-versicolor
+13,5.077955161269598,3.186187782615239,4.787573873693857,1.5069703653180966,Iris-versicolor
+14,5.226210761521941,2.835604411743398,3.576414790559012,1.2814110914957246,Iris-versicolor
+15,5.476397740576472,2.75062289796529,4.756328430113139,1.8681332156904615,Iris-virginica
+16,5.114461092298784,3.6098570700661927,1.6054816143595159,0.344710368356419,Iris-setosa
+17,6.1270455745209365,3.2737514133049777,4.487887841095077,1.5915890653554057,Iris-versicolor
+18,4.8169759058690715,3.5394380627287583,1.5555204585974831,0.29873011019452966,Iris-setosa
+19,7.134859513869771,3.532419261343856,6.1207919268850635,2.05902941183704,Iris-virginica
+20,6.93556836925439,2.7900393095295186,5.397869495079522,2.07968307246487,Iris-virginica
+21,4.8252195020517945,3.5908695869660745,1.4779496578168638,0.2037421303981667,Iris-setosa
+22,6.205483945948955,2.8026539957931718,4.69337719068329,1.6874907311367795,Iris-versicolor
+23,5.649114883352427,3.301770166119756,4.705284015703976,1.5560232467463808,Iris-versicolor
+24,5.644492253068983,3.532776613643904,5.108353504761712,1.9487802527806664,Iris-virginica
+25,4.99996736522899,2.7545260247883703,1.2202144536418191,0.19717885122661422,Iris-setosa
+26,7.655833647039491,3.328025788625665,6.297147963511415,2.445032261024319,Iris-virginica
+27,6.071890104466995,3.0494926042692003,4.480202064999149,1.611302081823569,Iris-versicolor
+28,5.251307973853052,2.773068601668092,4.417018579340784,1.298200032672563,Iris-versicolor
+29,5.863317286166257,3.014127269506781,1.22371421849304,0.17900267033396655,Iris-setosa
+30,5.272422918712083,2.472304229112158,1.4403097636254714,0.2274265886544644,Iris-setosa
+31,6.582852628245784,3.3248752170862557,5.017555261145004,2.004223878186136,Iris-virginica
+32,5.040712432969716,3.2964089310914853,5.383628899950274,1.805650656278624,Iris-virginica
+33,4.911561070423831,4.230952650217539,1.378082621324982,0.16635079529858654,Iris-setosa
+34,4.867982731541094,3.368376047506801,1.3837848070330083,0.11017329390246916,Iris-setosa
+35,6.911637450158137,3.197537385905741,4.430444804806703,1.5272433922901987,Iris-versicolor
+36,6.140879601345782,3.3144462043984637,4.940361573912145,1.8756768153965186,Iris-virginica
+37,4.954338911326018,3.0256420126786026,1.457672392167778,0.17204375032170152,Iris-setosa
+38,6.027994095433441,3.6499562952269486,1.3227789629712947,1.569177311376395,Iris-setosa
+39,5.235417792016249,2.3829603183831973,4.327944127614913,1.3061471751322764,Iris-versicolor
+40,6.385635440790834,2.6115166820755493,5.137576900771446,2.1225089711888785,Iris-virginica
+41,6.3161765250096975,3.033930146750303,4.778849469588236,1.574595332157615,Iris-versicolor
+42,6.472562517320287,2.9948407863055313,5.76298242274307,2.3616213587041965,Iris-virginica
+43,6.9090678680987105,3.2534573347416162,4.118950467129977,1.8082884386243598,Iris-versicolor
+44,6.323198794831122,2.781432833796377,4.929380122476442,1.597350419059115,Iris-virginica
+45,7.707217061890559,3.5441354344569374,6.476718722666709,2.164271514018565,Iris-virginica
+46,5.112097781480742,3.24130307181648,1.6342594803953923,0.41073538107142366,Iris-setosa
+47,5.045633432133121,3.038072301661297,4.672428114581798,1.255388236443764,Iris-versicolor
+48,5.198812444645802,3.621991256442592,1.2634969328029242,0.24362028959445367,Iris-setosa
+49,4.303322572577055,3.5038285791599844,1.3414060987283618,0.2257382385700847,Iris-setosa
+50,6.073792357218449,3.1063808274171327,5.0780174596508605,2.069916774983514,Iris-virginica
+51,7.0014451462142,2.898675272784076,4.567789188049166,1.255237013945103,Iris-versicolor
+52,6.236213144178591,3.065769836711532,5.0370891316635555,1.4271536139570853,Iris-virginica
+53,5.62598677632359,2.79704075500359,4.54326676353154,1.5542041347457825,Iris-versicolor
+54,4.884859678752714,2.6177600945566204,4.7994307731867645,1.21956224054782,Iris-versicolor
+55,5.3459850893796315,3.3359025803431575,1.3642433687694793,0.21372816942076056,Iris-setosa
+56,5.07551403378694,2.7370030297500922,5.15078368697933,1.8057219906708666,Iris-virginica
+57,5.021814516889297,3.161109360545265,1.4590894989112697,0.39164611974261965,Iris-setosa
+58,6.163548455098362,3.3459161971498084,5.432949681577542,2.236148671325158,Iris-virginica
+59,5.945095274950884,3.693372499146085,1.5417678925717095,0.14586634395478187,Iris-setosa
+60,5.017567328466763,3.4176324877416273,1.2481834300493566,0.32070839958832753,Iris-setosa
+61,5.84519845244725,2.7149581784707375,4.176168028370172,1.4476914265339635,Iris-versicolor
+62,6.146359343714467,2.998198271920596,4.955129472729108,1.8295350659112128,Iris-virginica
+63,5.615577934191949,2.902906919075803,3.8299037627899812,1.3849526441862035,Iris-versicolor
+64,5.640283960812353,2.7530576117787313,4.391117361114712,1.2241383588823027,Iris-versicolor
+65,6.029414993755676,2.8576902371201918,4.467745671261326,1.2812722658063154,Iris-versicolor
+66,6.108511267129604,3.121590465082216,4.458675026045137,1.4353066340025749,Iris-versicolor
+67,4.85752743555227,2.9288213577970343,1.422753696312154,1.2525088570723235,Iris-setosa
+68,6.1477028417538175,3.220507183221307,1.3839872933869146,0.1417392637802538,Iris-setosa
+69,6.329285660074304,2.772313854286951,4.232325618873189,1.1578006617135768,Iris-versicolor
+70,4.511258320693319,3.212861607846141,1.4688182158712608,0.1816855584659267,Iris-setosa
+71,7.2252665502956015,3.870789627780548,6.074895575965354,2.740031037285397,Iris-virginica
+72,5.401419192815903,2.6273521751270836,4.733231755925752,1.3759160686072596,Iris-versicolor
+73,6.140951991122042,2.963632371716832,5.332582504532009,1.9796405110681707,Iris-virginica
+74,6.489376878424543,2.9442719812291727,4.615261093630748,1.8451510275077219,Iris-virginica
+75,5.794638505810699,3.429707666002717,5.235861895762948,2.057293597357946,Iris-virginica
+76,5.900669015423014,3.376949524535197,4.711776280425507,1.6849073275456397,Iris-setosa
+77,5.402179623901504,3.7610939216423427,1.7574993209019392,0.27280730027298633,Iris-setosa
+78,5.812586544915012,3.244687387810949,4.873675681510389,2.144170798842387,Iris-virginica
+79,5.844133363815548,3.2553506553784004,5.2714261660012935,1.6124006729660818,Iris-virginica
+80,5.5188088957193715,3.703863674565394,5.3681725323163025,1.7010804731685034,Iris-versicolor
+81,4.626724681231594,2.667165366724756,1.394980847272719,0.24298879792168532,Iris-setosa
+82,5.044045595128031,2.6532885974370815,4.389946578575538,1.1494827103671064,Iris-versicolor
+83,6.606825599874811,2.886223471576123,5.264110596930116,2.0622666935037546,Iris-virginica
+84,4.732028602235707,2.786564475178925,1.2204356957482752,0.1097889956310899,Iris-setosa
+85,7.10143812642425,3.2288393695266797,6.167442836333114,2.3796203830478952,Iris-virginica
+86,5.838864709109321,2.676772465690544,4.752134176162828,1.4203347457593132,Iris-versicolor
+87,6.286219371369966,2.8040725426448927,5.2734859092266175,1.7875136890155883,Iris-virginica
+88,5.139437277999476,3.226358595268149,3.775162133668471,1.241938634902717,Iris-versicolor
+89,5.882603607391313,3.573661763028301,5.67579320321274,2.0219838622091286,Iris-virginica
+90,5.362937287175568,3.0339833511683874,4.271198607802411,1.4386754906640726,Iris-versicolor
+91,6.241566932655296,2.591307552881828,5.97434332944633,2.0856695554812616,Iris-virginica
+92,5.26691485390757,2.9114066933985114,5.31090441387225,1.8137305458979325,Iris-virginica
+93,7.463556551001373,3.304459346167983,6.0813250382648505,2.133026817968529,Iris-virginica
+94,5.408890273662293,3.638826466764225,1.2760194819331685,1.6982545828541165,Iris-setosa
+95,4.799149819874735,3.0568370613598637,1.4427783738311633,0.1105586761328323,Iris-setosa
+96,4.24492210713348,2.9648950707560715,1.27503528392729,0.15729373250568096,Iris-setosa
+97,6.563522386931973,2.5888507600406627,4.175359158606057,1.254643792893415,Iris-versicolor
+98,5.071423889457213,2.781014742667403,4.141592961429153,1.3187199440096413,Iris-versicolor
+99,5.94107938762517,3.192687873365144,4.733454727163855,1.9602209438414913,Iris-virginica
+100,5.866974000811684,2.803278195504758,4.379902090266799,1.1246275554235545,Iris-versicolor
+101,6.773366781738871,2.950927931423246,5.9731788710028555,1.9016613609979394,Iris-virginica
+102,4.884831952049449,3.4431768012276436,1.633538009857783,0.26942729616123057,Iris-setosa
+103,5.296836998741546,2.9940390988956938,4.1536363471758015,1.358387908022563,Iris-versicolor
+104,5.258083246938009,2.9449613729444777,4.763806962889008,2.109844071222585,Iris-virginica
+105,7.709778695711711,3.3782517235722405,6.635408845880674,2.4924736611658735,Iris-virginica
+106,5.001423356967839,2.696666044103028,4.156962721883074,1.3936025523347484,Iris-versicolor
+107,7.444988375180125,3.1220890856317016,5.7084353284455185,2.2838311825653292,Iris-virginica
+108,6.096551433398374,3.118428301517782,4.849513167208161,1.480553502850346,Iris-versicolor
+109,5.775685991724589,2.6857537123414157,5.20994425203154,1.7500463715779269,Iris-virginica
+110,5.116602748869343,3.1125677989876674,1.3689305662661937,1.3403116426122614,Iris-setosa
+111,6.086172955090616,2.793004360156853,4.220565584634567,1.3201147166634033,Iris-versicolor
+112,4.868702184745397,3.421577740374639,1.4503565500697895,0.27888987682961,Iris-setosa
+113,5.60284052146903,2.846733567280214,1.4054399791488708,0.1651898970764008,Iris-setosa
+114,6.638310807740623,3.1791401074262335,5.29674982771234,2.121792665608103,Iris-virginica
+115,5.549082348116299,2.1001731346601384,4.212697983749272,1.0758814267043575,Iris-versicolor
+116,6.127887267762676,3.4146209671754533,4.527146173654236,1.7316538795771619,Iris-versicolor
+117,5.039831940625602,3.3487065485321934,1.0623688531483944,0.21994422032898878,Iris-setosa
+118,5.363369609654753,2.46467638022352,3.684837480368593,1.1559010645657635,Iris-versicolor
+119,5.649426095174758,2.6491912710538577,4.141502787361027,1.299162965436783,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..1412304f92ee6e7b629ea02322a7990302a1b403
--- /dev/null
+++ b/iris/tvae/4/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.957919960624438,3.5017585884191376,4.423332184713727,1.2725750650578052,Iris-versicolor
+1,6.562808651075888,3.2042320335317904,6.239327511383368,2.295384448504158,Iris-virginica
+2,5.181595457973395,2.4335536268364195,3.6657509465455638,1.0896439220367116,Iris-versicolor
+3,6.516351298410975,3.087953133599543,5.123980167422211,1.972288213830115,Iris-virginica
+4,5.0241151073753745,3.541558418890655,1.396583903307491,0.3714223189750029,Iris-setosa
+5,6.02657507249728,2.4568045760558053,5.179146508828269,1.8060252701281194,Iris-virginica
+6,5.362739078874774,3.1846128057883427,1.2393637477551347,0.16887696798647311,Iris-setosa
+7,6.5729556265341245,3.047457057787437,5.084941932624105,2.208392107677791,Iris-virginica
+8,6.535381690452116,2.7289413697673504,4.219943000198351,1.5201038027551537,Iris-versicolor
+9,7.471574576807672,3.548920258062242,6.501814539593947,2.5529730895918235,Iris-virginica
+10,5.96195814787025,2.7977531976987264,4.9090071539060425,1.452997227516325,Iris-setosa
+11,6.274626204047799,2.8644237375649544,5.646208606509828,1.8684350503199347,Iris-virginica
+12,4.9491196350255064,3.1661457572254728,1.3043299340945893,0.1696372467930395,Iris-setosa
+13,5.185245737045112,3.8642306654283507,1.695218675679429,0.23678835627189923,Iris-setosa
+14,5.1509072159709985,2.8117689467072635,4.584590595452079,1.7572166925753088,Iris-virginica
+15,5.30589186336523,3.805251580802696,1.5158162309861127,0.32965893439538907,Iris-setosa
+16,5.258048528066742,3.028315470449597,1.5883705400239077,0.25026411050975844,Iris-setosa
+17,6.551656486055491,2.9297186575581695,5.73716029493403,1.8447928182656115,Iris-virginica
+18,6.649242651921375,2.7882449553970754,4.500056616978654,1.898705427920281,Iris-virginica
+19,5.096073282569078,3.5031728808540405,1.6587767545925665,0.14949798040318418,Iris-setosa
+20,6.458599511962936,3.5504897815673515,4.740888149512417,1.6055476998641316,Iris-versicolor
+21,5.314327399141881,3.1608249845255876,1.4884388880449597,0.26016923899138117,Iris-setosa
+22,6.264197162577217,3.0838945015128103,5.202895007693846,1.7901900236447124,Iris-virginica
+23,6.542360946255142,3.406276910743161,5.925291842767116,2.216919862644268,Iris-virginica
+24,5.413941778133877,3.53380322552205,5.70290891391463,2.0569652446575075,Iris-virginica
+25,6.1997707980823105,2.9214114746440005,5.122942529130225,2.0171053680353888,Iris-virginica
+26,4.909845602164414,3.4102582413219085,1.3743105747085307,0.20270946461534292,Iris-setosa
+27,4.953183705439019,3.025419221169562,1.3666629993581498,0.32778743193623533,Iris-setosa
+28,5.841046725294517,3.029094483233526,4.471282778716061,1.992154332893163,Iris-virginica
+29,4.975171915319644,3.4444085195261698,1.339239571242121,0.25373739677481133,Iris-setosa
+30,5.4883698594938295,3.3817845794664314,1.649698885867212,0.2658680803303004,Iris-setosa
+31,4.620272286026578,3.911624928853193,1.3090149279853824,0.2969888814586626,Iris-setosa
+32,4.899640594525238,3.7279988858666675,1.330738321311698,0.28783404559386816,Iris-setosa
+33,5.906909054503002,4.334016583406957,5.093583609114928,2.265136515474052,Iris-setosa
+34,5.944465694718769,3.112292213926629,5.0376112015741334,2.1634729543654965,Iris-virginica
+35,6.808428077912066,2.9722523651388673,5.099618033791398,2.1731378429629595,Iris-virginica
+36,6.290484522290015,3.101568140618546,4.842975925487803,1.9085570813375077,Iris-virginica
+37,5.054292792356401,3.438528994099771,1.4059777493492218,0.2303994055533411,Iris-setosa
+38,6.334103208741092,2.705015538221042,5.338024769471642,1.7791338508212537,Iris-virginica
+39,6.522862077678306,3.422855692786221,4.855572525603027,1.3187305623707333,Iris-versicolor
+40,6.777995793298797,3.2045364523185134,5.589013232637104,2.000994410600567,Iris-virginica
+41,5.706408341269545,2.3631385418035284,3.9507080974293896,1.271812559544986,Iris-versicolor
+42,6.194519870873248,3.037025497800398,5.4186971108770186,1.580900596030529,Iris-virginica
+43,6.092637494397736,3.432623504249583,4.775859077850412,1.5654304872793057,Iris-versicolor
+44,4.781609530272032,3.036092117505463,1.360291411969354,0.23902821053723583,Iris-setosa
+45,4.946789814179638,3.971673654413772,1.3720283626539844,0.3360048879245249,Iris-setosa
+46,4.460944711040152,3.1159271497895618,1.4647926122040975,0.22218328314686892,Iris-setosa
+47,6.234695789034183,3.159263888510823,4.747437001500277,1.9912598192079338,Iris-virginica
+48,7.1210805691999255,3.113147553389467,6.081857510231469,2.2520923736421157,Iris-virginica
+49,4.646927314078818,3.5126429891322584,1.4873669366517694,0.21603790612087548,Iris-setosa
+50,5.575921207746848,2.7720461964872998,4.953243929806106,1.9743710702945378,Iris-virginica
+51,4.716087474193549,2.6674573108309447,1.2391335390205969,0.11639921786674784,Iris-setosa
+52,5.060252689458912,3.5515774442147388,1.6552571687674045,0.26056635332106465,Iris-setosa
+53,6.919652681896949,3.5822101115802347,5.6110228206097865,2.0310204503425267,Iris-virginica
+54,6.313134749633706,3.354360161347598,5.080183561248217,2.1546594870743228,Iris-virginica
+55,6.263629399281607,3.405108760454197,5.549382859342595,2.1452193233581034,Iris-virginica
+56,5.230259016074286,3.3239938105823006,5.334271455789503,1.809461084942774,Iris-virginica
+57,6.401441990697247,3.57844094855961,5.163371310515171,1.8392141607307806,Iris-virginica
+58,6.920627244273594,2.932905365163037,5.443012878545536,2.0544563341880906,Iris-virginica
+59,6.379789205622419,3.122436652894241,4.429765899290015,1.5492842250033283,Iris-versicolor
+60,5.4190969327815655,3.7885844936973827,1.4145926440159655,0.09542322822268906,Iris-setosa
+61,6.239154490699449,2.7501193136045567,5.505366491071492,1.7529703823086336,Iris-virginica
+62,5.443005705293634,2.662397623890515,5.2736036444679515,1.8941096598600318,Iris-virginica
+63,5.514627906319838,3.4929676458852956,5.016328385408326,1.4912539937511395,Iris-virginica
+64,3.9239680054986135,2.7783623718994077,1.3072470554744977,0.22275736220041573,Iris-setosa
+65,6.475072139102633,3.1485948860730706,4.806653662272854,1.6451892091444418,Iris-versicolor
+66,4.965027022735015,3.2894460839279054,1.3800024803285427,0.11504460512644823,Iris-setosa
+67,5.860811915418474,2.3943499618890502,4.254735283959126,1.6152130815423014,Iris-versicolor
+68,5.17210016136184,3.2140968276059834,1.0953113961237113,0.16182367953330573,Iris-setosa
+69,6.783272873824904,3.35408692846609,5.266693223823937,1.556710055681758,Iris-virginica
+70,5.321613407998492,2.4441517431581703,3.742306212068745,1.4169258424316942,Iris-versicolor
+71,5.533929356728751,2.6500730797163152,5.153948280555445,1.9339250253663365,Iris-virginica
+72,6.171920930763157,3.380091085455459,5.52415341891317,2.2775400815643976,Iris-virginica
+73,5.035655873628349,3.068966554741464,1.3167378656587692,0.23157130746507565,Iris-setosa
+74,5.654418060854305,3.0127991667539975,4.2473610385459795,1.5501751919122553,Iris-versicolor
+75,5.317731535034436,3.117850100383957,4.960371875522798,2.035488438114262,Iris-virginica
+76,5.056535152687676,2.79005838534942,4.403815082817388,1.3094917730305111,Iris-versicolor
+77,5.150403790986557,3.5294128578379085,1.466427194248267,0.13399411677931317,Iris-setosa
+78,4.8535649194071535,3.014681175822812,4.394580634712003,1.2360630013629097,Iris-versicolor
+79,4.917683791748665,2.898940640562939,1.3327384281026053,0.23088908575852948,Iris-setosa
+80,6.174168937269662,2.7634688278636794,4.437373068556316,1.7866581918677014,Iris-virginica
+81,4.944536922957078,3.330162319565052,1.3108386267897179,0.1797421846276374,Iris-setosa
+82,6.129592090205805,2.6905442408833338,4.563894177441637,1.8440723084130433,Iris-virginica
+83,6.55755146083123,2.843335846612816,5.139080059209832,2.1336148914301463,Iris-virginica
+84,5.809976094761191,2.754615262052516,4.969202541594909,1.8749848977818218,Iris-virginica
+85,5.75108030086578,3.870966714533323,1.4827915827915414,0.23068591238175834,Iris-setosa
+86,6.7767180246946985,2.5593462359819017,4.347161195808403,1.0418931453106977,Iris-versicolor
+87,5.424795619635162,2.510353458424477,4.949888093314703,1.6086912774076025,Iris-virginica
+88,7.2713371999130345,3.756855229508858,6.212614090664199,2.29484509709365,Iris-virginica
+89,5.5984474421249075,3.046917825026145,4.488884954286364,1.1898083712245577,Iris-versicolor
+90,4.978206149878087,3.1441559774526624,1.4540537956117277,0.2010581082324467,Iris-setosa
+91,3.7397359320805394,2.656073540832749,1.3327733275508813,0.08184956635073215,Iris-setosa
+92,4.94433793005404,3.0183013748228666,1.6350090985535193,0.25633587909984923,Iris-setosa
+93,5.301749738126137,3.7801454686056997,1.4771928651715576,0.16874704408049804,Iris-setosa
+94,5.93118545695266,3.0529125804661876,3.852933801444407,1.316104027186911,Iris-versicolor
+95,7.093335071672158,3.440772819549531,5.329270357441633,2.145507508131087,Iris-virginica
+96,4.9802045277674925,3.335763390896627,1.5820689610724865,0.15227793960371044,Iris-setosa
+97,5.338001427881813,2.9683740469487274,1.0669263132594087,0.19876500622125165,Iris-setosa
+98,6.7828410327693085,3.276058289563733,4.570642986722336,1.3078867219515986,Iris-versicolor
+99,4.891906458728935,3.6880773329701197,1.4073887550918982,0.27469757654805815,Iris-setosa
+100,6.9599576899278475,3.240379155855342,4.879187669827837,1.2700093516721593,Iris-versicolor
+101,5.598366621593282,2.6540972492694097,4.599176790175311,1.368439547271054,Iris-versicolor
+102,5.842767758673714,3.0698210485161384,4.184122253422144,1.5064161069506552,Iris-versicolor
+103,6.562172198897032,2.7100288921800195,5.382260341044982,2.1964344826400723,Iris-virginica
+104,4.840494772173821,2.460760973411986,3.905691552753622,1.4388665496017397,Iris-versicolor
+105,5.58864742326567,2.9009440556487376,5.618993821315546,1.7418362890189574,Iris-virginica
+106,5.282434408757318,3.7328595348017495,5.093955949012558,1.6796396581838995,Iris-virginica
+107,4.779778384771576,2.804386033725367,1.0833992429695587,0.10405223243697467,Iris-setosa
+108,7.528565934772454,3.1100973759408315,4.468984626226137,1.4628149887814856,Iris-versicolor
+109,6.308770595483399,2.9638831744368472,4.686704505577114,1.657169304375125,Iris-versicolor
+110,5.294303615763912,3.1340900584488183,1.1901039233449784,0.19781169773514334,Iris-setosa
+111,5.333171626219163,3.3046466146256472,1.375093663233397,0.18986361825960463,Iris-setosa
+112,6.254037562258244,3.1667925326495134,4.700798460636581,1.42681078540322,Iris-versicolor
+113,5.617266826309097,3.84420513427327,1.4143954768903315,0.2051040631699111,Iris-setosa
+114,4.690415219362856,3.597680839800228,1.740446950000078,0.42502266970804203,Iris-setosa
+115,6.447845169660796,3.422464469074103,4.820611936910496,1.3669142558292702,Iris-versicolor
+116,5.074504180945057,3.831914232337853,1.374704904336773,0.2711416944728039,Iris-setosa
+117,5.231374161386206,3.223605999991274,1.8075478533129337,0.34341137529889565,Iris-setosa
+118,6.335520909572289,3.262673602272243,4.913599108849004,1.4100239344905519,Iris-versicolor
+119,5.62436998004962,2.7243248976354666,4.82768166347539,1.944132042140442,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..4faaedfd8e8d0cbe893e154cfb70cf354f49d656
--- /dev/null
+++ b/iris/tvae/4/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1811807454644905,2.678890012292739,4.029590410336793,1.1383912075677796,Iris-versicolor
+1,5.100416206959783,2.981861367927275,4.139476210203525,0.9523075894595154,Iris-versicolor
+2,5.720855520764025,2.4981909606047608,3.9350351841014657,1.1981501924270177,Iris-versicolor
+3,5.733769122421981,3.624256832220486,1.3790975900243392,0.27876728071702883,Iris-setosa
+4,5.928187908885354,2.1689294363069207,3.8230596520469002,1.141114454110312,Iris-versicolor
+5,5.593199365885105,3.337239759303685,4.392803721903236,1.503559504488313,Iris-versicolor
+6,4.7675673304991335,3.039730697748361,1.2082519491763242,0.053982724984262875,Iris-setosa
+7,4.797064950309308,3.3053726193917146,1.4281446764290369,0.43768173321715903,Iris-setosa
+8,5.53901417897338,2.7982272904470045,5.295188816912308,2.0210105264521068,Iris-virginica
+9,5.286136395858419,3.331784862076066,1.5971260209258717,0.1489376129087005,Iris-setosa
+10,5.345664095990459,3.5169996349259147,4.773018581730827,1.4771233058957391,Iris-versicolor
+11,6.728580659498594,2.6790006280846344,5.271177215364505,2.0006596425457674,Iris-virginica
+12,6.692549444019177,3.179787489405799,4.954568519341136,1.3764115497139016,Iris-versicolor
+13,4.782767881810887,3.0227303849420637,1.5409808764860637,0.12073229871364649,Iris-setosa
+14,5.168166399362484,3.9784248692171413,1.285776013555215,0.3562491865584211,Iris-setosa
+15,4.4221400283074415,2.5758904528032325,1.2203956751810503,0.22329522856400266,Iris-setosa
+16,5.303396421792683,3.664312948445841,1.3046798919168698,0.3378288444521972,Iris-setosa
+17,6.5856874908819645,2.964868697599443,3.882748360710174,1.630920064394779,Iris-versicolor
+18,5.83966058286732,3.095702877867066,5.61223824438817,2.2076060161110327,Iris-virginica
+19,6.055835442487852,2.8466802306680354,4.903236866952298,1.3465948907312781,Iris-versicolor
+20,5.899535800115535,3.0413015307657045,1.1662889952574478,0.26347031838482005,Iris-setosa
+21,5.106550402901212,2.763399919969965,4.016969727876429,1.03709732511909,Iris-versicolor
+22,5.496740786904135,3.31587395187784,4.8788685021705165,1.9768831131108295,Iris-virginica
+23,6.176705683689238,2.982123334067163,4.701984521427937,1.5538572980787428,Iris-versicolor
+24,5.3642569303706935,2.5653188481515095,5.084774399263811,1.9065137943579658,Iris-virginica
+25,5.834044761538868,3.046955806549831,5.071107545226999,1.597534967515079,Iris-virginica
+26,5.921021490061468,3.259061264998075,1.4426358305832045,0.11182557482553679,Iris-setosa
+27,5.802365481221555,2.8244220299979883,4.230981784399666,1.4345653275416796,Iris-versicolor
+28,4.839027139279807,3.0530564033426364,1.4810876460986109,0.21095923341222994,Iris-setosa
+29,4.861011689774927,3.51601088600682,1.748879205223234,0.2877097140822514,Iris-setosa
+30,6.18617481874225,3.356157025488397,1.3538995822398099,0.26427878233385144,Iris-setosa
+31,6.316633125293116,3.291467131290517,4.449251825818974,1.4149511854827486,Iris-versicolor
+32,6.525121207301997,3.0698174215627065,4.66802169267236,1.5613985401103132,Iris-versicolor
+33,7.047480467423321,3.044571422907635,4.995915715152748,2.0618183526523377,Iris-virginica
+34,6.887774244741807,2.8528528111055573,5.639147258182156,1.8190492721950584,Iris-virginica
+35,7.110830599872623,3.0054097457425697,6.444971774993263,2.04536811074356,Iris-virginica
+36,4.804543448080307,2.417656444154348,4.017619264573358,1.2630197006897321,Iris-versicolor
+37,5.344784331904812,3.4560859284916976,1.4300649523521127,0.193552660315378,Iris-setosa
+38,5.410933156705596,3.258025290583017,1.4794104027557542,0.2875061422924932,Iris-setosa
+39,5.279877860804296,3.334174071153676,1.377893926189565,0.19705476905201352,Iris-setosa
+40,5.6154745150502885,2.379165549145313,4.164175298689255,1.1764093393269972,Iris-versicolor
+41,5.299832664598873,3.653670601324117,1.4176242153170073,0.2896861170166512,Iris-setosa
+42,6.623367429126134,3.126667047960312,4.151247876167197,1.1498210466194436,Iris-versicolor
+43,6.469616194900128,2.8143291468332126,5.193377902526676,2.417476085244286,Iris-virginica
+44,6.449875629289115,3.2072590007537345,5.397472836048289,2.315032526910933,Iris-virginica
+45,6.291695727125576,3.1345825830079086,5.086627772272553,1.5613546448610254,Iris-versicolor
+46,4.966050253428975,2.7761245354708572,1.38419387261857,0.08930957821218774,Iris-setosa
+47,5.2505421419137726,3.7041081384667325,1.3601322827328388,0.13406042610141705,Iris-setosa
+48,5.150057474949891,2.6597962784307088,4.838088396836886,1.4931577679547245,Iris-setosa
+49,5.088229055710595,2.5258703737063213,3.8910254289509996,1.2132628003568968,Iris-versicolor
+50,5.014063682482612,2.284045068043573,1.399377999096321,0.008485369197076487,Iris-setosa
+51,5.167304073887238,2.433885214991775,1.3078019820833853,0.08517429267664259,Iris-setosa
+52,4.7960150572272955,2.846110000950739,1.4294160871441517,0.14248562279276178,Iris-setosa
+53,6.277107192796019,3.3459217458141164,4.714992471606825,1.7141571680771457,Iris-virginica
+54,5.280487802046282,3.376037576583596,1.454527956025782,0.2885991632531341,Iris-setosa
+55,4.792280630768248,2.9618155913814417,1.487193077138435,0.3926686827477971,Iris-setosa
+56,6.4656378106504295,3.033227763369659,4.078447621520969,1.211374699972946,Iris-versicolor
+57,4.998895062626913,3.1318437197016986,4.42840065078853,1.133536495682053,Iris-versicolor
+58,5.047242754980472,3.7604773957031736,1.4355881075276185,0.26202085243785833,Iris-setosa
+59,5.605712082988921,2.810665231028173,4.892741124618447,1.7104127607274493,Iris-virginica
+60,6.123234023083723,2.692616828882363,4.089835260187417,0.9200038227008309,Iris-versicolor
+61,5.778454178269854,3.1146599436385367,3.990949726504665,1.2420237223441293,Iris-versicolor
+62,6.14248021341559,2.588186014165357,4.354565231270008,1.4170413064086267,Iris-versicolor
+63,6.810840912638369,3.286433443158671,5.478635455452522,2.3462144700989227,Iris-virginica
+64,6.9038334856136006,3.527882468439165,5.417875842450563,2.449749097454882,Iris-virginica
+65,6.963245394996318,2.812683293327407,5.393251178173881,2.0677225367025143,Iris-virginica
+66,6.894637437782503,3.261558667009352,4.5757323737306965,1.5234717840728382,Iris-versicolor
+67,5.971530720255196,3.2438939364825945,1.1026879630727793,0.18712498965456736,Iris-setosa
+68,6.107469278792053,3.2607022044669316,4.43701032787733,1.3542786934450122,Iris-versicolor
+69,5.830741922161862,2.5356344587210122,4.176540263875557,1.2459755627805724,Iris-versicolor
+70,5.405207470381879,3.357934840845066,1.5410576567387675,1.338753199129449,Iris-setosa
+71,6.449226716588812,3.396003504945385,5.343775623919347,2.1451658683402517,Iris-virginica
+72,6.002966948400002,2.772223951589246,4.5967691242647355,1.193823022310639,Iris-versicolor
+73,6.742964215801076,3.119744012762747,4.232806118065023,1.5617657003720034,Iris-versicolor
+74,5.695859354339036,3.670831210775036,1.3887403353006897,0.18827672536023424,Iris-setosa
+75,5.686585195853395,3.064185504352154,4.623106494230757,1.5555206134360837,Iris-versicolor
+76,6.877464430992502,3.317283231451094,5.6869945379755,1.7310503612148713,Iris-virginica
+77,6.349493890836443,3.404118648710838,4.870539002773819,1.490638785937874,Iris-versicolor
+78,6.138912096013377,2.8064973258841013,5.077013910196473,2.011041870110895,Iris-virginica
+79,5.288302388517479,3.872558827225873,1.5075291755645557,0.3340990943431116,Iris-setosa
+80,5.503133835613561,2.9586169975607293,4.010054369472922,1.2210500629914103,Iris-versicolor
+81,5.44789461461455,3.056463949577883,1.3136997349284247,0.15553845093144447,Iris-setosa
+82,6.066569446574703,2.8047908394509684,3.9943304427744826,0.9731021152046175,Iris-versicolor
+83,5.3262170810803005,3.800197211530306,1.6550175368467615,0.272694142773978,Iris-setosa
+84,6.374288170195706,2.886368234482112,4.100669114459636,1.0686580610205572,Iris-versicolor
+85,4.843778124804894,3.4441657807253225,1.4727649187704805,0.3798479735613475,Iris-setosa
+86,5.562953944197284,3.0088953481145904,4.711778371923804,1.5223420743522469,Iris-setosa
+87,4.562779177503408,2.6377522038382164,1.4269052404383222,0.29943934973810293,Iris-setosa
+88,5.256021959548826,3.425829807707526,1.4930592764788755,0.20650318196725256,Iris-setosa
+89,6.7287324754281865,3.2152876310744407,6.3725010221744185,2.4518871228350196,Iris-virginica
+90,5.709014957104982,3.300719831959887,4.702446763260636,1.6897121717697625,Iris-versicolor
+91,5.992705831445495,3.7637623686813333,1.3749578946161518,0.10125383506586555,Iris-setosa
+92,4.949722632406178,3.408294193688673,1.5533607008759447,0.330617550809281,Iris-setosa
+93,5.74144027181063,3.2620346563624496,1.318876505791203,0.24980991379229078,Iris-setosa
+94,5.5099500219622515,2.9756844969267675,4.0939662775921555,1.242953545501722,Iris-versicolor
+95,6.3468871502344,2.991135765846227,5.1334417177187825,2.024461291365975,Iris-virginica
+96,6.360144418455874,2.82458097322613,5.087842076020925,1.7573850066100591,Iris-versicolor
+97,6.668894147846738,3.1754369810484175,5.826175363550967,2.103192606253112,Iris-virginica
+98,5.793807535567663,2.8502357152616122,4.382877681811722,1.3619913640236077,Iris-versicolor
+99,7.672990413968009,3.6172749224045035,5.809064806349625,2.2577947699627803,Iris-virginica
+100,5.891821386927152,2.9061514039246257,5.354715744273309,2.2436537981715694,Iris-virginica
+101,6.448342723303212,3.0106857393034954,4.785112752154293,1.5815673934662753,Iris-virginica
+102,5.630428874953546,2.8550576828601617,4.443672656376277,1.3118959205816318,Iris-versicolor
+103,4.802943753280454,3.0286879517010292,4.669141513678038,1.2516644504315182,Iris-versicolor
+104,5.5584698243167,2.7009492109099917,5.147755020882414,1.9694913236712068,Iris-virginica
+105,7.037087804276962,2.8142256926791127,6.342470645009805,2.111294648886352,Iris-virginica
+106,6.65339653593241,2.818811053169917,5.849855448355047,2.2174443363297214,Iris-virginica
+107,5.981086636988215,3.1483372800772913,5.0887192525585485,1.910147730925127,Iris-virginica
+108,4.878077924123319,3.1344388399576113,1.4282915348989174,0.250321240064563,Iris-setosa
+109,6.9822162290217795,3.2025205489108024,6.305929532747298,2.013526652093504,Iris-virginica
+110,6.820369681118177,2.901360284053408,5.204189626854968,2.081773316851952,Iris-virginica
+111,6.5927992324637295,3.3522911186494535,5.6728501003276905,2.1023987479205237,Iris-virginica
+112,5.475087503067249,3.1788893173013015,4.049196784088754,1.0678459164158913,Iris-versicolor
+113,5.18280283158965,3.2996809985940234,1.4208102661559616,0.21975736927882242,Iris-setosa
+114,4.9257181768633265,3.327422385255382,4.353619783819352,1.6255710666078025,Iris-versicolor
+115,5.765315400350363,2.9966882133250308,4.130518053409795,1.3622630148281312,Iris-versicolor
+116,6.303634817044453,3.370608182492549,5.417373798568526,1.8758877611326645,Iris-virginica
+117,6.146738381779634,2.734336702853358,4.858617281527889,1.9082959899956393,Iris-virginica
+118,5.137992959588072,3.2268389636618524,1.620967026534102,0.3818234224691788,Iris-setosa
+119,4.9536017512367945,3.4193317900347884,4.91512170761875,2.331860245406992,Iris-virginica
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..80143b659e71b099b77d77114f0e75230c1860bf
--- /dev/null
+++ b/iris/tvae/4/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.199390278034212,2.83616429255491,4.471488494262916,1.099783146697552,Iris-versicolor
+1,5.96355081802368,2.9249786306520873,4.18253407193573,1.34873512737843,Iris-versicolor
+2,5.0436175125665095,3.1187639446565596,4.848360571680774,1.8758762239349789,Iris-virginica
+3,5.7042289828469945,3.218082006981703,4.524835665621338,1.3957297442613428,Iris-versicolor
+4,4.6814494438799805,3.5451059766009885,1.4063667820364345,0.3944136523470819,Iris-setosa
+5,4.906049643184132,3.3104628873948174,1.3738769506819228,0.19970937564438887,Iris-setosa
+6,6.973434430913863,3.022460051563611,5.8192525565775215,2.2280970474703814,Iris-virginica
+7,5.604642336421603,2.593260739373399,5.152549303225047,2.0360895124129272,Iris-virginica
+8,5.028184335978464,2.5245556262177433,4.2473274818756215,1.4550451144590908,Iris-versicolor
+9,4.941619299028775,3.060586388683769,1.4438179597961756,0.17372613365605227,Iris-setosa
+10,6.070407196671338,3.52628971097592,5.188309273859048,1.662787965475109,Iris-setosa
+11,5.678576145612003,3.1195066222265666,1.595647893027178,1.7992304397867978,Iris-setosa
+12,5.046650737130442,3.788143621626028,1.4632207704410365,0.3152196099000549,Iris-setosa
+13,6.169074758785908,2.9599128937177768,5.40167157736322,2.0113842378364795,Iris-virginica
+14,6.006395183536106,2.8815548347406224,4.203903081334981,1.2377933558525893,Iris-versicolor
+15,6.496838800506029,3.0543460020177893,4.194813978425626,1.341058324325349,Iris-versicolor
+16,6.940529309738095,3.23120564948079,4.795520312226615,1.4881439596992991,Iris-versicolor
+17,5.879340048433552,3.462048288632593,1.4430972690403854,0.18665851372303505,Iris-setosa
+18,5.184836282790493,2.995277007724992,1.5518534396257946,0.29977245800618746,Iris-setosa
+19,5.547775760007115,3.2263218535833387,1.535655613719666,0.14977101861478898,Iris-setosa
+20,5.0911004530659145,4.042190005125648,1.5943204368616126,0.2380090082565472,Iris-setosa
+21,5.816094549924634,2.7139370690112017,4.165455554952134,1.4206467779293375,Iris-versicolor
+22,5.718855977384336,2.6920667498686024,5.183749218402818,2.1063803293415013,Iris-virginica
+23,6.333179283818204,2.713875984993577,4.387630808379648,1.1954629650170407,Iris-versicolor
+24,6.844867697929111,2.8038434460786874,5.238178225675704,1.5931953525290612,Iris-versicolor
+25,5.569430133725848,2.9278985575563548,3.8163855541005662,1.093475462293773,Iris-versicolor
+26,5.121092073438398,3.2564326888336437,1.5482314906836578,0.514459355292693,Iris-setosa
+27,5.737658036529424,3.0425443791373454,4.453236053930146,1.2987985359691154,Iris-versicolor
+28,5.200999341569308,3.1016816707187003,1.3507783727398355,0.13609635023694053,Iris-setosa
+29,5.097939819930728,2.748157872741045,1.2144599495778112,0.23514075746803623,Iris-setosa
+30,5.658467901200435,2.972963922231333,3.968839968387683,1.2123172642756426,Iris-versicolor
+31,6.115988575910863,2.956408448940362,4.619835293739924,1.774349037229831,Iris-virginica
+32,7.023543879607047,2.990754366726923,5.196803403485536,2.3805728497281056,Iris-virginica
+33,4.809844293829295,3.7657474057420655,1.240846457811014,0.2620024332656024,Iris-setosa
+34,7.450359709308334,3.333799967105704,6.064063863472791,2.41440487546778,Iris-virginica
+35,6.203358343004056,2.968166809159474,4.6241803389100715,1.3509279882674217,Iris-versicolor
+36,5.384464717723944,3.121690088257515,1.6466558769580506,0.253894938466924,Iris-setosa
+37,6.067236970386515,2.8720331369560492,1.306667494596888,0.21990444600340928,Iris-setosa
+38,6.243715052029314,2.5885530054732326,5.132998897187084,1.9992499654528868,Iris-virginica
+39,6.098525087281818,3.307906703430196,4.968621973203827,1.7707609543102234,Iris-virginica
+40,7.544611088197584,3.1599351288243573,6.2707714812715505,2.0845855123859462,Iris-virginica
+41,6.465805926206086,3.3696382074039857,4.635904102021948,1.7372879477064422,Iris-versicolor
+42,5.3380241806472135,2.8574987694834393,5.215119217966885,1.8383789693374673,Iris-virginica
+43,6.664735232814441,3.0898157082036515,3.7627350542417997,1.2720728883524939,Iris-versicolor
+44,8.233242979397575,3.0872776004560554,6.761643016425188,2.3157725209394595,Iris-virginica
+45,6.989477500301538,3.229635588969397,6.106456136155801,1.9269134334307072,Iris-virginica
+46,6.120474207063171,3.022599317210502,4.413160119917647,1.566818946241788,Iris-versicolor
+47,5.4577516707289835,3.2944914716539775,1.6025667258422898,1.4944368952309328,Iris-setosa
+48,5.846091978833585,2.955504026348432,4.933235694183501,1.6725832116544408,Iris-virginica
+49,4.95855154712395,2.913071575320028,1.1899950604391072,1.5329526102030417,Iris-setosa
+50,5.407425428831423,3.4534554694545783,1.581577609922191,0.3358583263272454,Iris-setosa
+51,6.279632816760331,3.1567693689609264,4.261230464091981,1.4253276331243099,Iris-versicolor
+52,6.4944437211590555,3.0794992887314723,4.645225694255043,1.2511517884621,Iris-versicolor
+53,4.922553324572066,3.6295038166538296,1.8337691798342255,0.4156278975975911,Iris-setosa
+54,5.208423968969148,3.7300722836167663,1.564483338492455,2.3019925375117993,Iris-virginica
+55,6.421709696682992,2.920114322664749,4.347242169994412,1.3262929748475214,Iris-versicolor
+56,5.179160993575147,3.6548053310607913,1.6579616549761789,0.2332833541689857,Iris-setosa
+57,5.739277318221434,3.7002036631888373,1.7966807064907357,0.29876343833665586,Iris-setosa
+58,6.542079395219259,3.8611851339477625,5.4821833244584415,2.2671653012655186,Iris-virginica
+59,5.217257816263123,3.438070656529607,1.554738390826853,0.279727338408759,Iris-setosa
+60,7.413426066679695,2.810970409145538,6.101508218336697,1.7167755039168178,Iris-virginica
+61,5.878533319805502,2.811365653026386,4.257718991717917,1.3896560241413138,Iris-versicolor
+62,6.224519960909767,3.570513500842619,4.929741019055664,1.632711498312697,Iris-versicolor
+63,4.822769056290033,3.421806233277703,1.639969723588781,0.42741468218870116,Iris-setosa
+64,6.064386370026525,2.7531251485862813,4.048885350299222,1.330917623325754,Iris-versicolor
+65,6.444541868155759,3.1100454466722045,5.301518116322162,1.8612409175664961,Iris-virginica
+66,4.849344929861116,2.484528110747747,5.083907808229687,1.5805967003139396,Iris-virginica
+67,5.404013842998559,2.7930527919007426,3.7242045214121213,1.1540935298420227,Iris-versicolor
+68,4.971402916042142,2.936557310297358,4.537859576658366,1.1219977829840244,Iris-versicolor
+69,6.416283314404743,3.212250657989556,4.6115934782203585,1.527803298476491,Iris-versicolor
+70,5.502296450667009,2.7190867210402976,4.621102548017472,1.7026225379035576,Iris-virginica
+71,5.605165587581846,3.121242364955404,4.941918831685931,2.115040540719368,Iris-virginica
+72,5.004695492244445,2.7745680859208246,3.818588046847945,1.0036890438194466,Iris-versicolor
+73,5.18443443684761,3.575725214358,5.162216098242816,2.02390900582622,Iris-virginica
+74,5.043857102162738,3.4503808875024724,1.3341932913995134,0.26266061945823843,Iris-setosa
+75,5.497849598917101,2.9884183276628473,5.081410499985323,1.956247339627537,Iris-virginica
+76,5.536943199205662,3.6090619366466226,1.5486000168771374,0.4739934103195068,Iris-setosa
+77,5.214556856891781,3.1332494977369443,4.652409510474426,1.6439860151516135,Iris-virginica
+78,4.923972723248293,2.6538089245378127,1.3052197768180336,1.163860488696438,Iris-setosa
+79,6.115083842863774,3.109714064242216,4.44527153142421,1.2028961751389995,Iris-versicolor
+80,5.752550574834509,2.422932731274755,3.682749280169185,1.3409070805144536,Iris-versicolor
+81,5.111651331306359,2.576249345246565,5.259935869055736,1.7885854891205482,Iris-virginica
+82,5.1630557591864426,3.2276446397019813,1.7124688270069457,0.21825373608026463,Iris-setosa
+83,6.314662275147167,2.883353812955032,4.509293534671216,2.0627139996796924,Iris-virginica
+84,6.168508896150982,2.735650120833009,5.157961911641358,1.8350173192725645,Iris-virginica
+85,5.293101311957187,3.378383511856499,1.3783260875234449,0.24283331330253918,Iris-setosa
+86,6.37390502262154,2.794442111292071,4.8304004684132,1.9681964250645438,Iris-virginica
+87,6.083033775495688,3.0255745583095233,4.822965260773412,1.5474531498951591,Iris-versicolor
+88,5.698515464733719,3.0710663398246703,4.602236535371227,1.7750685255827954,Iris-versicolor
+89,5.142701554271104,2.9597467717178643,1.3958564359616912,0.2244682751588245,Iris-setosa
+90,6.124153633620736,3.0707399427257767,5.282248046450834,1.9576683321275201,Iris-virginica
+91,6.188904910880804,3.522282801461668,4.990974132152611,0.39417842696076366,Iris-setosa
+92,5.75563387106145,3.05527832427356,4.481599240785297,1.5744018280102465,Iris-virginica
+93,5.704563819138879,3.4805079885005585,1.368116213196826,0.09234959288293171,Iris-setosa
+94,6.730894635889007,2.8700031933502186,4.708445528458328,1.1855119642785141,Iris-versicolor
+95,4.930112535547745,2.4886494437663687,3.9638321942798687,1.3663163880317826,Iris-versicolor
+96,6.0060635995373595,2.9442132017912623,1.5152031608635024,0.1829753842673695,Iris-setosa
+97,6.682397347413861,3.0564435524729294,5.3611622707015565,2.180260192408559,Iris-virginica
+98,5.75548765545157,2.9015527343950698,4.2126435822980985,1.0642360918093232,Iris-versicolor
+99,7.170205160217888,2.802620322853933,5.117201098466244,1.9588592187375589,Iris-virginica
+100,6.446373610918352,2.7832419700761992,5.519205873766976,1.8379719992287198,Iris-virginica
+101,4.8779904553546505,2.9660789210377887,1.498159048344212,0.1180796330209394,Iris-setosa
+102,6.453547217113883,3.0583280961866186,5.088226780754861,1.3902842933836528,Iris-versicolor
+103,5.989999210184815,3.538376261315391,1.5779178357444303,0.25634206662609627,Iris-setosa
+104,7.345129383141436,3.5312578902609677,5.933416590167545,2.016234088247766,Iris-virginica
+105,4.751923826939674,3.19707132644198,1.6322554409169716,0.10426108749512686,Iris-setosa
+106,5.231600106693608,3.3220473742460377,1.2651779995345687,0.3204775721840477,Iris-setosa
+107,5.597656202943361,2.6414582326437244,3.6457095842682254,1.0417809629231256,Iris-versicolor
+108,5.64093969425547,2.3852303653527738,4.101284449795802,1.2372724763051215,Iris-versicolor
+109,6.888630615396995,3.0518750685143794,3.984360321118922,1.420232266272174,Iris-versicolor
+110,5.4730594952944385,3.659815610317026,1.637320895550754,0.4750241519618351,Iris-setosa
+111,5.066555309644567,3.3666397578377563,1.2998037992080143,0.2398896310619893,Iris-setosa
+112,5.577362601957297,2.704963340431202,5.0638625221579385,1.5468111997868528,Iris-virginica
+113,6.0544534513043615,2.835029684502836,5.377817316340189,1.8272169051286804,Iris-virginica
+114,5.494049748548877,3.355658851974377,4.533107127298229,1.5878443573338574,Iris-versicolor
+115,7.1335028173959305,3.0227919452942564,4.574288336176287,1.5817977760674995,Iris-versicolor
+116,6.4089132001729965,2.711545069166423,4.984403042340981,1.8305823815706896,Iris-virginica
+117,5.568643174446058,2.9968680320581864,4.048175592536637,1.383610702705262,Iris-versicolor
+118,6.61060408827976,2.7435558827950803,5.7858782958443395,1.7860015341566586,Iris-virginica
+119,5.956040866593098,3.6163015443648576,4.620756929499188,1.635627739418517,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..54a00e2c2862977ca008de5ef8a006cfe38e095a
--- /dev/null
+++ b/iris/tvae/4/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.965069805052277,3.7269121217661927,1.2357774716343508,0.1590959959514331,Iris-setosa
+1,5.231085236987053,2.945667633968917,1.1471226786208286,0.1085302359517831,Iris-setosa
+2,5.008934669380003,3.136785419752112,1.1577321979079551,0.3759246566739167,Iris-setosa
+3,5.448413799028039,2.2934885915838996,3.7305019017309404,1.1256293713586392,Iris-versicolor
+4,4.675801974322554,3.640187415306296,1.3640538302573215,0.22709079299344329,Iris-setosa
+5,4.902260622042271,3.9068170010717926,1.6627721076851925,0.19970119298031855,Iris-setosa
+6,5.3917218226455885,3.0641769623963517,4.394502048319385,1.6073983861156034,Iris-versicolor
+7,7.159341327604262,3.0061567930992337,5.264106732049722,1.960351625658686,Iris-virginica
+8,4.857669483076929,3.2184417394749634,1.576545708363688,0.0981658998169164,Iris-setosa
+9,5.051711742022502,3.6995514062154657,1.6432088557637134,0.4681430983394728,Iris-setosa
+10,6.357378958141053,3.039229225528138,5.838980838172776,1.8816653203310625,Iris-virginica
+11,6.1719015870436795,2.963316386659431,5.13182842671145,1.8365620421867117,Iris-virginica
+12,7.116815750032229,2.8771479573558993,4.8069232349788695,1.6330556076341503,Iris-versicolor
+13,4.664982525890426,3.398050978094039,1.4522471133539014,0.23198321198785396,Iris-setosa
+14,5.761276701639641,3.1900625056075653,1.6019580621402076,0.29857436188133496,Iris-setosa
+15,5.918457136942245,3.3227872106819545,4.529220668789403,1.7018927988091572,Iris-versicolor
+16,7.717493228987526,2.774877369473299,5.983604324921396,2.228201282241119,Iris-virginica
+17,4.963322132438303,3.022588556844683,1.526902824904426,0.258262992119001,Iris-setosa
+18,6.6297620124557435,3.1248630931513706,5.230010992767372,1.7754290947786322,Iris-virginica
+19,4.999373295199157,3.458517517165936,1.4522216593484725,0.19760056778859927,Iris-setosa
+20,5.334877105805219,3.830001394634376,1.5480878572457355,0.2662331506051181,Iris-setosa
+21,5.409970127922957,2.5796339418158363,4.7191000875657885,1.3759786142497825,Iris-versicolor
+22,6.683830597200967,3.436204243833858,1.518245210927398,0.22312790695408963,Iris-setosa
+23,5.325776739220023,3.3318206390183223,1.5353540509663048,0.16063200957769136,Iris-setosa
+24,5.116533081797966,3.125484636175633,4.406493845467638,1.3284882633678508,Iris-versicolor
+25,4.630971054095306,2.773052251049255,1.2248851784893178,0.1645499088476543,Iris-setosa
+26,6.444842976028838,2.854705042258986,5.349938000574589,1.9526991087859362,Iris-virginica
+27,4.808899391392422,3.120479649799239,1.2808468453300386,0.22013671179108113,Iris-setosa
+28,5.602760303055337,3.381388793154136,1.3369987292164678,0.2603315974894161,Iris-setosa
+29,6.9746975335593016,3.3188719864679324,4.426859489797471,1.5424158604910916,Iris-versicolor
+30,5.569939365318719,4.072153782423344,1.285744621363102,0.3656032169199447,Iris-setosa
+31,4.497173595666111,3.6207011004225675,1.3565080250560948,0.24459408918529157,Iris-setosa
+32,7.534553088996678,2.820794347271235,5.673982320888786,2.0389631202585203,Iris-virginica
+33,5.878639443060727,3.1902205234840797,5.860331457605625,2.131161107119184,Iris-virginica
+34,6.569746708793876,3.343535223899006,5.8145312732305285,2.6848867382350274,Iris-virginica
+35,5.214341568784407,2.9915283236007997,1.4824685334230256,1.744387829122006,Iris-setosa
+36,5.727312943527942,3.420802310594188,4.82764650131902,1.7999469942900674,Iris-virginica
+37,5.113220851137831,3.0258427037734217,5.291325120458088,1.5614883805766988,Iris-virginica
+38,6.209540630337993,2.653539150525685,4.700434432750069,1.6915240399512648,Iris-versicolor
+39,5.890478869759895,2.8800177113142476,4.353008085991538,1.4464467279653561,Iris-virginica
+40,6.077585695039886,2.9031680707025047,5.068850689693588,1.2795945642081596,Iris-versicolor
+41,5.135542073983891,3.1990504599193907,5.138937675531746,1.6678631715126049,Iris-virginica
+42,5.271275901796851,3.0708732621031585,4.970888883250543,1.9161959637589665,Iris-virginica
+43,5.2801850736646365,2.428435673434076,4.050020904204184,0.8705461670068646,Iris-versicolor
+44,6.348123108857044,3.170254172461718,4.661350883752922,1.5178310236564871,Iris-versicolor
+45,5.3635228431370905,3.3503818469559334,1.5213512975215673,0.23494533253899563,Iris-setosa
+46,6.4674195129767496,2.9129455305650893,5.542960134516712,2.342402240606104,Iris-virginica
+47,6.900097447518289,3.239380726961785,6.3787027497644955,2.503233212976556,Iris-virginica
+48,4.601531336579516,2.641448384905569,1.5069904192496704,0.06174657677659001,Iris-setosa
+49,7.93837447277505,2.686657115578569,6.285074772671379,2.4988256727015323,Iris-virginica
+50,5.12504033020693,3.464079406847452,1.3382329026540736,0.3071601043171531,Iris-setosa
+51,7.44437754995142,2.661579723000008,5.306542378492858,1.8145167811465754,Iris-virginica
+52,4.961743253125702,2.8414483869233607,1.5034749199995057,0.26332294490008806,Iris-setosa
+53,5.682301830745032,3.2674081001719304,4.543900178971835,1.9313374207525427,Iris-virginica
+54,4.841730793449013,3.135993793851577,1.3063154320563006,0.16598777467963083,Iris-setosa
+55,5.459580662824592,3.0140213804935327,1.2336575471593225,0.1678800357834195,Iris-setosa
+56,5.834100411328929,2.642384233506276,4.283096421733786,1.3267489769801304,Iris-versicolor
+57,6.265041357082409,3.0385056401725303,5.038033476506469,2.1741757494670106,Iris-virginica
+58,5.4376668321414074,3.505144207836839,1.4134648862603427,0.19026988862322752,Iris-setosa
+59,5.269811594637735,3.8269857934893015,1.4999585158886057,0.2685433846193665,Iris-setosa
+60,5.007094127432653,2.854715250706357,1.596048052753866,0.22465842928096116,Iris-setosa
+61,5.379494690748243,3.5111038111287933,4.7976962632111055,1.4366336459845233,Iris-virginica
+62,4.843704515273247,3.344637818609957,4.361850039984827,1.3435410939641201,Iris-versicolor
+63,5.859707723640078,2.9418180128228237,4.439660467246738,1.4172969723852873,Iris-versicolor
+64,6.13007965957086,2.91927639698011,5.462484771321064,2.263146635374474,Iris-virginica
+65,5.16935454269989,2.8180961846143457,1.2319416582372429,0.37493115891844464,Iris-setosa
+66,6.299982349453084,3.0697333389662007,4.792867352890442,1.593726427541314,Iris-versicolor
+67,5.160264392451858,3.91249670939634,1.629483340442701,0.19667603822955915,Iris-setosa
+68,5.457475934002519,2.66250954888952,3.91254123339647,1.2445486128455243,Iris-versicolor
+69,4.962184832937434,2.9488676767377826,1.533716244722233,0.2749130669243645,Iris-setosa
+70,5.738091343247044,3.7272655160494232,1.6212017688885085,0.21128054931264081,Iris-setosa
+71,4.534176240235174,2.9664183307225147,1.5739104424646402,0.19479687555113434,Iris-setosa
+72,8.04638011339798,3.256275717131898,6.844110445464758,2.648131359190953,Iris-virginica
+73,7.1021568893095814,3.032342169973838,4.036066310471962,1.2367348730168208,Iris-versicolor
+74,5.591532414485547,3.193906955286595,5.032288897329533,2.082176171392758,Iris-virginica
+75,5.1681159015492995,3.0970021648802644,1.5192175310913083,0.30640019350146724,Iris-setosa
+76,6.727121815170075,3.2395982823940424,5.756384609228319,2.039269034174994,Iris-virginica
+77,6.690002723701045,3.206290740557133,5.772324613477121,2.2229925834047424,Iris-virginica
+78,5.77116333035565,3.3562728183005563,4.473471042912274,1.4743654655530627,Iris-versicolor
+79,5.954672429480507,3.124666433670627,4.699510077329959,1.7663018973276687,Iris-virginica
+80,5.521442809048188,2.500156069164084,3.6195247333037166,1.2419446682089175,Iris-versicolor
+81,4.819531892575355,3.658820502574292,1.3619343953334861,0.3176742477083529,Iris-setosa
+82,5.307610044097454,3.0554733746068665,4.611664331247333,1.393475759713132,Iris-versicolor
+83,4.389629388868567,2.4480308367284627,1.4416700737990646,0.09272411451934731,Iris-setosa
+84,5.8559470953594115,2.9051494222964585,5.079676083093066,1.7609064909334944,Iris-virginica
+85,5.2499271238801715,2.8465531826061135,4.771548109422726,2.1338235785976143,Iris-virginica
+86,4.636305406887136,2.67812370686795,1.3164119395533769,0.18667848301362808,Iris-setosa
+87,5.881130009563327,3.071243931808098,4.581452039364352,1.8738270079976427,Iris-versicolor
+88,6.419885897076221,3.178189278763045,5.004803596069209,1.9777960552565526,Iris-virginica
+89,5.50276246226327,3.2664115020205498,4.729736049161342,1.3848996002231788,Iris-versicolor
+90,4.806866224292738,3.3375048833667793,1.5215499688568763,0.4103591295191825,Iris-setosa
+91,5.088767086744117,3.4475605228972324,1.1282634331013055,0.2930591640551614,Iris-setosa
+92,4.871881832671206,2.5532645420812488,5.221726986224598,1.8184905435609082,Iris-virginica
+93,6.595885342631616,2.8814658160636326,5.420662288362724,1.9140277905870822,Iris-virginica
+94,6.3468641160150545,3.1509078789610285,5.614863090863726,2.322496227769728,Iris-virginica
+95,4.934093975943758,3.0801853070912038,1.2432068868982307,0.14627153822443628,Iris-setosa
+96,5.954965482447395,2.9723080588094852,5.064356686698244,1.8711628762295875,Iris-virginica
+97,5.693247958648525,2.6451826288169182,4.482111788430171,1.4131786229314105,Iris-versicolor
+98,6.522588254338417,2.931756909438171,5.189852908462843,2.1347847894419107,Iris-virginica
+99,6.009650384481728,2.971058154061535,4.813599014942316,1.3022364823162416,Iris-versicolor
+100,4.677840478974356,3.67246091420669,1.6882957876873224,0.30923937587696554,Iris-setosa
+101,4.935030445520624,2.937123178055097,4.349216601330881,1.295217607911364,Iris-versicolor
+102,5.2034733480982105,3.333562328135062,1.4219419100308264,0.4724707146102731,Iris-setosa
+103,5.444199315346169,3.0105542453797596,5.3804439422798715,1.3930145092047272,Iris-versicolor
+104,5.977838117066885,2.6111705721918437,4.701256212486466,1.5164170922937026,Iris-versicolor
+105,6.298420505564513,2.519189285861462,4.235459397824884,1.2215176620853097,Iris-versicolor
+106,5.147255729991045,3.6110869666947942,1.5403941865450328,0.3964433297144377,Iris-setosa
+107,4.8863425235598,2.808314077911582,1.499970371145292,0.2500840695624752,Iris-setosa
+108,6.15760000225695,2.801874683759914,4.147500149808557,1.3966495379641877,Iris-versicolor
+109,5.639309533183214,3.4588940059455426,4.780745799318255,1.4023931084483088,Iris-versicolor
+110,7.487175974899223,3.097223401363903,6.261499302156591,2.2050969623290313,Iris-virginica
+111,7.600323865278323,3.4946969702288158,6.505644057386151,2.518903558797622,Iris-virginica
+112,4.642333824918109,2.623584774383507,1.2580389734947448,0.14617831331518924,Iris-setosa
+113,5.09201958168197,2.5938295512353227,3.8671188566160897,0.9547751900024326,Iris-versicolor
+114,4.959454162012845,3.487310227242213,1.5198773264873628,0.3737617569831747,Iris-setosa
+115,5.966425327636506,3.3253595701703853,4.844746282476002,1.3732219773623042,Iris-versicolor
+116,4.557106000274345,2.9777778098160814,1.4987714989607148,0.22550973830854537,Iris-setosa
+117,4.941431734549392,3.170893304695806,1.1572503620179209,0.14687103614320896,Iris-setosa
+118,6.347423151962246,3.0384635159162583,4.594178582463285,1.5790809356523148,Iris-versicolor
+119,5.3264825251609444,2.8917233194265215,4.416130512368603,1.3083954831569633,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..9a9170252d43c3669c5872cfc072daee639efffd
--- /dev/null
+++ b/iris/tvae/4/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.500027648240892,2.5510734233593215,4.934208383039538,1.9897373777490381,Iris-virginica
+1,6.006627780338725,3.00548905857213,4.626568865114547,1.2386385329802878,Iris-versicolor
+2,6.44839340629422,2.51166039722664,4.74337269248364,1.7875924260268599,Iris-virginica
+3,6.287791471529777,3.563843697709406,5.146640660889675,1.9344828942199381,Iris-virginica
+4,5.343295168320013,3.165567261787249,4.946552379914904,1.7148093969240223,Iris-versicolor
+5,6.277505482674759,3.0897098505802716,5.107872982956869,1.7474551899429678,Iris-versicolor
+6,7.00645338463414,2.429478038017157,5.7020850756346455,2.025510520572769,Iris-virginica
+7,4.588711417879347,3.080271227578751,1.518840515561275,0.1440225899410428,Iris-setosa
+8,5.680559220367086,3.3065012699961955,5.146898656151284,1.799655944869929,Iris-virginica
+9,7.15004122756138,3.833119871204016,5.947887879911059,2.494029537127506,Iris-virginica
+10,7.233360300057708,3.238837643096374,5.98403484133479,2.5322395295882947,Iris-virginica
+11,6.247397892155938,2.9706765046995325,5.514984984742043,2.1422060301963706,Iris-virginica
+12,5.770857877523919,3.0101983603973457,4.7600760757917016,1.255282444950205,Iris-versicolor
+13,5.480049020193989,2.6656610078036826,4.391482066913666,1.4259886414609997,Iris-versicolor
+14,6.105672291782263,2.8109588195444117,5.09674116395321,2.1247985018871796,Iris-virginica
+15,5.707174572811126,2.6781488121518477,4.827038031531552,1.2554304030716885,Iris-versicolor
+16,6.9430417072976,2.747683105053379,5.629955731544162,1.9280533561614936,Iris-virginica
+17,5.474525927061016,3.1904084988388903,1.64477738827007,0.2897488305595212,Iris-setosa
+18,5.166754200423304,2.7872177498413526,1.481750134514129,0.17945699589683511,Iris-setosa
+19,6.293939517123316,2.6469254714606794,4.35057324891527,1.2063560574184518,Iris-versicolor
+20,5.428488833676804,3.3901726904659877,1.6627822647641948,0.281947612523254,Iris-setosa
+21,5.153429884939576,3.366296461655836,4.851426195213131,1.7961891603480502,Iris-setosa
+22,4.715847988707706,3.7230324940542543,1.592672397363807,0.320124951612333,Iris-setosa
+23,5.511441303215921,2.867358228080333,5.154760005690752,1.86666444406517,Iris-virginica
+24,6.176705432273541,2.971252506528952,3.957980261589646,1.436184660766259,Iris-versicolor
+25,6.197156947564335,2.96471867583331,5.1559802206683,1.8550274309159898,Iris-versicolor
+26,5.256974283216071,3.5494675988996525,5.0006113571750745,1.8470034354489195,Iris-virginica
+27,6.484739197967153,2.8293232750572397,4.482465032761885,1.4585952966330447,Iris-versicolor
+28,5.793266711856993,3.0762933016484935,4.449861157827607,1.7977270746970373,Iris-versicolor
+29,6.679719564909709,2.8476904256983318,4.511992658699706,1.243901910203793,Iris-versicolor
+30,4.789362411297451,3.5064079577806004,1.279857918721482,0.16095893883206336,Iris-setosa
+31,5.015455074908597,3.639286927617711,1.7061511366899322,0.3943616926955261,Iris-setosa
+32,5.258613918500262,2.2184060992865735,3.5421734321064524,1.1393011975825897,Iris-versicolor
+33,4.958482800210943,3.4113792571731043,1.4645421884999046,0.2539103724562411,Iris-setosa
+34,5.676339714235913,3.519383464874151,4.91674402719821,2.0592851582820972,Iris-virginica
+35,5.52696044443747,2.8926966488226555,4.573733646216973,1.5390290297960918,Iris-virginica
+36,6.105246383617435,3.3321864627776674,1.4291430091845865,0.4508111203859031,Iris-setosa
+37,6.457214163354059,3.0729323708246348,5.344818441749293,1.9767003967364456,Iris-virginica
+38,5.212466102112747,3.9021642673407553,1.5345944261929187,0.5160096495183659,Iris-setosa
+39,4.924379561090973,3.3104682918086965,1.527663424442916,0.05918586857472882,Iris-setosa
+40,5.5545068095485455,2.6184745251171293,4.455436590198179,1.3397878951277733,Iris-versicolor
+41,5.662681552191729,2.9293532479849045,4.260695000829884,1.1215008990170126,Iris-versicolor
+42,5.93270496430143,2.590082287554711,4.583437814918427,1.20847698252597,Iris-versicolor
+43,6.206623127812429,3.4363872556409656,4.15934093032253,1.511105113595889,Iris-versicolor
+44,6.011048591198244,2.7581814891615344,4.532306738317446,1.3522587194257998,Iris-versicolor
+45,5.268394517544458,3.3345710071809314,4.183875893763746,1.3968558556579924,Iris-virginica
+46,4.874400651479275,3.1303524085985437,1.1623770612043693,0.18762540419170554,Iris-setosa
+47,4.8443425388066865,3.3262182674197853,1.7795262608365878,0.2557063409434188,Iris-setosa
+48,5.635118462110089,2.0106487621471834,3.7389161193627274,1.0846906439728818,Iris-versicolor
+49,5.800990560160308,3.084327256383128,5.252980905347957,1.7554494680065946,Iris-virginica
+50,5.495572609944743,3.137863284557593,4.192890970487173,1.3351997690543882,Iris-versicolor
+51,5.15761784377741,3.4124838454286737,1.4407866512276015,0.37188141885564086,Iris-setosa
+52,5.533715902680449,2.8084884237252856,4.418244660866041,1.3924308250044817,Iris-versicolor
+53,6.500601301154687,2.935567435242503,4.596088920547965,1.5540181121441294,Iris-versicolor
+54,6.231840732821171,3.0515758050352177,5.308837190581942,2.2702620238559574,Iris-virginica
+55,5.024184072491027,3.339030638170717,1.6057705935776554,0.15749879612292636,Iris-setosa
+56,6.191885623069938,2.767863729826112,5.13376608487935,2.2053602054275148,Iris-virginica
+57,4.296822741744175,2.3537912609970792,3.389479369880874,1.0710197872271017,Iris-versicolor
+58,6.624908889400313,3.2716546083158127,5.5715140688321645,2.173689485358042,Iris-virginica
+59,6.52968951782553,2.911960022005369,5.458694755336397,1.8774075250996674,Iris-virginica
+60,6.110457084894098,3.085278572191493,5.093667585575194,1.6596917405916627,Iris-versicolor
+61,6.149014912764235,3.552563604961367,5.046360595512795,2.137175849294044,Iris-virginica
+62,5.002505301203109,2.8693061332388616,1.3508913812662766,1.4844175526745216,Iris-setosa
+63,5.352251253852879,3.4240447868790156,1.622625314496575,0.3263564588487777,Iris-setosa
+64,4.745873764609736,3.783125176634942,1.5594008981158594,0.30058699671485334,Iris-setosa
+65,4.875139270498091,3.2060960301180077,1.3422990761284004,0.10420796572812244,Iris-setosa
+66,4.989002943533234,3.466550860507813,1.556209717566345,0.3483754193906887,Iris-setosa
+67,6.124546583098137,3.4475383969357893,1.4250966538602954,0.30880086058474154,Iris-setosa
+68,5.401692175586873,3.3422377100044667,1.4465598469224938,0.19908503916059522,Iris-setosa
+69,6.833127728551451,3.2765923325204604,5.098678225189672,2.0011628190550943,Iris-virginica
+70,4.9648999167103,3.2881210197530795,1.5692251736848197,0.2237608811910115,Iris-setosa
+71,5.606716488823477,3.4340054277458587,4.4865707702049065,1.5977991983129047,Iris-virginica
+72,5.196223369491854,3.508820094292197,1.3291988836385338,0.17322237639378427,Iris-setosa
+73,6.106247020546938,2.8190128632520604,4.900204537912047,1.4921137173990608,Iris-virginica
+74,6.0672150858989555,3.609706354963965,1.482338294782732,0.22911916424653103,Iris-setosa
+75,4.884949425630445,3.7623123475772906,1.552875515030669,0.41908671190578556,Iris-setosa
+76,6.507302322085139,3.4333983227297518,5.46803267523453,2.357331902144118,Iris-virginica
+77,5.214222127510624,3.7191139267520996,1.4463005515179193,0.2781067639855735,Iris-setosa
+78,5.255799656921596,3.3251315069955387,1.4165141238182826,0.3665715585900197,Iris-setosa
+79,5.101964393113294,2.8588541500345954,1.4796669319931737,0.3114867338529767,Iris-setosa
+80,6.169031850228473,3.5981602783688187,1.3012704614184734,0.3147405726574397,Iris-setosa
+81,6.314039235531876,2.423446485232109,5.546618753779732,1.7559080248834806,Iris-virginica
+82,6.402924232405183,3.2205013505264533,5.806049319010209,2.3504340269760546,Iris-virginica
+83,4.918910718762272,3.259188610964937,1.4790430502134952,0.050450881338331116,Iris-setosa
+84,6.709635903959646,2.935575826533997,4.741302773803059,1.2985028611319227,Iris-versicolor
+85,5.0890384583612915,3.738105607267514,1.5433743372436153,0.18218650351139434,Iris-setosa
+86,6.185236563733032,3.031396451125813,5.00082865579634,1.8121400054515162,Iris-virginica
+87,5.761320523164007,3.3094254995023102,5.285789854771461,1.4384196402983873,Iris-versicolor
+88,5.9178350359809615,2.920369487764564,3.9243347711452277,1.40852811664793,Iris-versicolor
+89,6.206395832230868,4.360314267625499,5.220780310112213,2.208176233937251,Iris-virginica
+90,5.980274918481782,3.1095474926975384,4.771956240874772,1.9671601709867281,Iris-virginica
+91,5.281619254714218,2.7429681215808945,1.5860804956615664,0.2940988122304315,Iris-setosa
+92,5.903732806233114,3.8365452461711076,1.8166953928388838,0.35683212566371486,Iris-setosa
+93,5.628794357231577,3.004513638870444,1.429838030470009,0.09678333667769345,Iris-setosa
+94,6.569434053602154,3.9718733410128877,1.7008710313220992,0.47896593487713124,Iris-setosa
+95,5.221594611351088,3.223591808657709,1.2155305304257067,0.12697175861427779,Iris-setosa
+96,5.332558977583899,2.988061318559219,4.643185166214085,1.4713415282277649,Iris-setosa
+97,6.576364852734229,3.061340421818318,5.600258603031303,2.0565734829903777,Iris-virginica
+98,5.283426235107551,3.338114622183813,1.3740285952595679,1.937530259233152,Iris-virginica
+99,6.104215515925115,2.892748728582297,4.974610065975192,1.7068262927661566,Iris-virginica
+100,7.0021005285758,2.9893437601865465,5.521724431276098,1.8477217640087436,Iris-virginica
+101,6.521185360063557,3.095850789572192,5.399692412911438,2.2090372978655037,Iris-virginica
+102,5.231286548250952,2.803097409102499,4.6881243376129484,1.391561668431492,Iris-versicolor
+103,6.325451015039235,3.55395720507752,5.687078847862997,1.9986644460816991,Iris-virginica
+104,5.3651682197671295,3.5044844828298722,1.4230794900020465,0.27555495499290006,Iris-setosa
+105,6.758885511182939,3.0041290478765252,5.109567437582987,2.149239924904264,Iris-virginica
+106,6.027471660425535,3.382321676876531,4.42276797937323,1.3789582239524014,Iris-versicolor
+107,5.113204375756989,2.1890878515024754,4.28842281255768,1.2901205430382214,Iris-versicolor
+108,5.219516792997602,2.8419980818360955,5.024126445153978,1.639089414005039,Iris-virginica
+109,5.406252729176861,2.775893644645157,5.042266378491968,1.7491402022677431,Iris-virginica
+110,4.9664715501277685,3.129530281712208,1.3209344852099798,0.14302478871253896,Iris-setosa
+111,5.923558903668945,2.918055277730072,4.270581396946603,1.1721399712209197,Iris-versicolor
+112,5.138543252590642,3.17273919001098,5.1924260322194895,1.5530513990762276,Iris-virginica
+113,6.1461405176192665,3.1330640151553655,4.702439198640045,1.3325173078390344,Iris-versicolor
+114,5.859099023604077,3.038071463079765,4.708332755411481,1.764074558641807,Iris-versicolor
+115,5.89886303791884,2.940413565928455,4.851884637131071,1.7279002267712849,Iris-virginica
+116,5.602568826631679,3.1198852917450943,4.779638699634399,1.5951565442401023,Iris-versicolor
+117,4.673448474724671,3.538184828860177,1.4391840854244922,0.22110988431192827,Iris-setosa
+118,5.52199917223024,3.1841449936631325,5.09363555686391,1.7233455134075129,Iris-virginica
+119,4.786507611960832,3.4072111770534317,1.1153159048241106,0.1451124253992587,Iris-setosa
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..38f6981dafce44aea05345e3f1f183f999bfbee8
--- /dev/null
+++ b/iris/tvae/4/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.64500033235629,3.275815338260685,1.300299529240004,0.053253205538252274,Iris-setosa
+1,5.4456019413936385,2.953500362244637,4.392194413261703,1.2893337512431031,Iris-versicolor
+2,7.773671658844812,2.953448134855388,6.602323038943725,2.3770340218923383,Iris-virginica
+3,5.12648892715868,3.679524513660793,1.353809111472352,0.2101997468811858,Iris-setosa
+4,5.665000867965157,4.040044286144221,1.7717708462022888,0.5333221806341808,Iris-setosa
+5,5.262384577521851,3.5975897602526343,4.46700530127576,1.2670024783905245,Iris-versicolor
+6,5.214395460638241,3.305923567896432,1.6116835028084235,0.16990251155184105,Iris-setosa
+7,6.509288213595777,3.193592696424601,4.700326717477885,1.401089524156761,Iris-versicolor
+8,6.3505470442939,3.1617073345993707,4.953194155556042,1.8025148465600342,Iris-versicolor
+9,6.7708148546404825,2.9749453688940988,4.779649897884815,1.4913488336586542,Iris-versicolor
+10,5.259086671907306,2.5729169793455346,1.2732158896137682,1.501185102464598,Iris-setosa
+11,6.894046719929419,3.261735995249843,5.865429490233202,2.0009447707952397,Iris-virginica
+12,6.781187509216419,2.8213033158560963,4.476888540378819,1.6778292598505427,Iris-versicolor
+13,5.04457074896476,3.123304327588594,4.897222368751542,1.6323560978181046,Iris-virginica
+14,6.121110126845425,3.8996822665556783,1.2786343482755402,0.11854547857030573,Iris-setosa
+15,5.940245448413944,3.6266576389331466,4.956856589120863,1.8936220612988153,Iris-virginica
+16,4.816923475924542,3.3203280455607165,1.1490147988635278,0.26979269253095456,Iris-setosa
+17,6.06790535660221,2.9762036624754926,4.807168479125239,1.8441624669768808,Iris-virginica
+18,4.404578825273213,2.455532725777916,1.4586313700647695,0.32791987664571604,Iris-setosa
+19,6.058654593775334,3.0232351922737224,4.422072314248536,1.4669318187218812,Iris-versicolor
+20,6.290452609488237,3.6023935380476098,5.41798304751436,2.248284671206095,Iris-virginica
+21,5.220905543324491,3.354702282952173,1.6689976645833347,0.33494839718016695,Iris-setosa
+22,5.365577053280081,3.0842765182964667,4.9158894959060255,0.1580458727567156,Iris-versicolor
+23,6.0772939340296634,3.255286170724009,4.262179569458014,1.6946325620170783,Iris-versicolor
+24,5.483272652053186,3.808744317230127,5.5913641787539765,2.1772295913377153,Iris-virginica
+25,6.565109778433396,3.0319141336536353,4.958518173741471,1.3481475862833534,Iris-versicolor
+26,6.951998957626986,2.9578023344211593,5.896685982592271,2.5112585896140955,Iris-virginica
+27,5.091629191660748,3.145581479302297,1.1678106907273407,0.03195009705539675,Iris-setosa
+28,5.537496620867123,3.89462391656357,1.4772145095062204,0.3274497861337943,Iris-setosa
+29,6.430453314462937,3.2874755874587596,5.071518055361197,2.0462475184997833,Iris-virginica
+30,4.991963947596622,2.9874681186493253,1.4615068329517362,0.15555558405682257,Iris-setosa
+31,6.213573157156597,3.503413468308124,4.502351463201635,1.5448899927807123,Iris-versicolor
+32,5.930143783182844,2.669779764536908,4.984469632603983,1.386536900704206,Iris-versicolor
+33,6.140241554930464,2.7388784945676736,4.2016401276223725,1.404481023353997,Iris-versicolor
+34,6.789854449540548,2.907352410345653,5.256234604386074,2.277083133849401,Iris-virginica
+35,5.440825958642467,4.137903135987809,1.2533836732921246,0.12679792440352855,Iris-setosa
+36,4.444053635232672,3.1185588880775064,1.1211188777517065,0.24496519446566895,Iris-setosa
+37,6.328328722363989,2.9239995861326014,4.479488227664391,1.589403345902164,Iris-versicolor
+38,5.0986084462553585,3.7184947552469945,1.5459657568166203,0.2257185862483264,Iris-setosa
+39,6.179753323889989,2.4775761959305864,5.432452891936802,1.8092504229850523,Iris-virginica
+40,5.832326706133487,2.951618459293024,4.3781987930396005,1.0675526614831614,Iris-versicolor
+41,5.722448416695668,2.4120504912532423,3.7180348672058057,0.9027800720266027,Iris-versicolor
+42,5.6267610800512555,2.794496517773731,3.79380633802786,1.11558108291433,Iris-versicolor
+43,5.585431285188584,2.420181085649433,4.122155227923066,1.0314664464568502,Iris-versicolor
+44,7.2354012525216485,3.133925070242805,5.969463190754627,2.1235426198086733,Iris-virginica
+45,6.237867680434362,3.2256971688646856,5.480751182608648,2.4027486663995417,Iris-virginica
+46,5.422696041662291,2.8524172856110583,4.187502586162626,1.2602307026594668,Iris-versicolor
+47,5.472466943634459,2.4037107588465387,4.195638030708243,1.082321480608452,Iris-versicolor
+48,5.6879632944832705,2.774517958033984,5.479880643206571,1.955815492026579,Iris-virginica
+49,6.01155086123326,3.846117153275968,1.343890707759934,0.21252118567078787,Iris-setosa
+50,5.198053600589,3.571104559690988,1.614111126256458,0.4795612891372285,Iris-setosa
+51,5.57375504721459,3.079620250143255,4.43855856368691,1.5759324712693104,Iris-versicolor
+52,5.266684319413891,2.986603887537048,3.9215003815578924,1.1297840916607607,Iris-versicolor
+53,5.548650119498263,3.4049823827460397,1.5216175270457988,1.6341350341590075,Iris-setosa
+54,6.730157899658404,3.0625191209312685,4.333161265878724,1.2783678283493627,Iris-versicolor
+55,5.152053885240269,2.8599165856106032,1.539614082551937,0.07956798490106734,Iris-setosa
+56,6.227950748892645,2.3418697596305904,4.403772853677394,1.429185499375079,Iris-versicolor
+57,5.833446010583279,2.894799343450166,1.2535910608317193,0.19910792777214145,Iris-setosa
+58,6.0834258196511115,2.78440340820438,3.7386028997798926,1.455501686256501,Iris-versicolor
+59,5.601174333889611,3.6447096988443857,1.4111201898597043,0.26748583717503216,Iris-setosa
+60,4.87851141669035,2.800886355485984,1.5053332915129591,0.19173504379074252,Iris-setosa
+61,5.012975206601486,3.3291477035459542,1.680685402828634,0.49934354539623205,Iris-setosa
+62,4.903588779217125,3.7945297227329293,1.3115053627448323,0.29342718115006655,Iris-setosa
+63,5.039743084015468,3.0941649715392696,1.2196207501960712,0.17578642428590205,Iris-setosa
+64,6.4671128825920885,3.598239743620929,1.9424703615303538,0.6927944322626156,Iris-setosa
+65,6.525124845430881,3.0511521388936482,5.623510127378696,2.200547706515814,Iris-virginica
+66,4.904709031757756,4.055099530296856,1.829212731017505,0.47380040183873046,Iris-setosa
+67,6.452763800296817,3.091077891607857,4.849814446044763,1.8012567702689088,Iris-virginica
+68,5.981218842584984,3.3216088252606313,4.593335751470514,1.3946180878913408,Iris-versicolor
+69,5.151839281914402,2.9359546877671594,4.6509899074094685,1.7522219035495303,Iris-versicolor
+70,5.093276029235831,3.37785756105119,1.7259696380471168,0.13260987495510515,Iris-setosa
+71,4.8657766977586006,3.4219328804595324,1.8696971163563776,0.4742860256342614,Iris-setosa
+72,5.8905923974362135,3.5138860526270874,5.0358518726575925,2.0638498857495886,Iris-virginica
+73,6.439393803960437,2.6484799931726744,4.087307800537614,1.5371115809144915,Iris-versicolor
+74,5.093502020876622,3.2649120405250724,1.4417456293854325,0.3250220886147649,Iris-setosa
+75,5.664618877249981,3.5345628102305486,1.2943311875827115,0.11869770074298086,Iris-setosa
+76,7.53948517981792,3.3180116685466907,6.141186161125322,2.32052521560794,Iris-virginica
+77,5.948041801628656,2.9962358450601823,4.221618798450531,1.1595501779418789,Iris-versicolor
+78,4.991632465899318,3.8207201662528893,1.5943888400251052,0.21343031192332915,Iris-setosa
+79,6.884565099684712,2.7440019448368367,5.899810103196156,1.9246449837678543,Iris-virginica
+80,5.943113440580456,2.7177274973282683,5.229347444920223,1.7878462935943757,Iris-setosa
+81,6.147162941971886,2.3635948161046496,3.8239517331047406,1.3643113900785788,Iris-versicolor
+82,5.6860961893170865,3.326561376913874,4.8456436529269045,1.8263881430332276,Iris-virginica
+83,6.8323571437244786,3.5188293090372134,6.044884182597431,2.4374365810340812,Iris-virginica
+84,6.691161739324796,3.125663109438933,5.503501099366463,2.1457199692100044,Iris-virginica
+85,6.519870847227904,3.2007412869372405,5.697383796322253,2.0492985921766738,Iris-virginica
+86,5.220666346004863,3.261889240022794,1.340046968992126,0.21312828719236257,Iris-setosa
+87,4.647138838916205,3.1233429985919656,1.7480174617242685,0.26282323189983375,Iris-setosa
+88,5.602361904675378,2.582671922636093,4.859241532365797,1.6364512389763157,Iris-versicolor
+89,6.446650383444026,2.933972758513731,5.237761415269596,1.9426646184884127,Iris-virginica
+90,5.0811555042578,3.1626485342531243,4.941699988410606,1.7889940036355527,Iris-virginica
+91,5.985270397201767,2.8417769921245863,4.19422641098949,1.1065375511518023,Iris-versicolor
+92,5.474829806947452,3.473950861990324,1.3388580070379588,0.33673738165149036,Iris-setosa
+93,5.289687931245382,3.201211034658768,1.3465518138580101,0.21069738836479943,Iris-setosa
+94,6.3124050626737995,3.668274566572615,5.441962789858789,2.145951019262739,Iris-virginica
+95,6.185361199480817,2.7786875294779345,4.777112423316633,1.5203781556043536,Iris-versicolor
+96,4.328464233012581,2.944103261037309,1.2381553731488308,0.17973816065568854,Iris-setosa
+97,4.863600244376828,2.825645578307434,1.186382418528627,-0.009966419122654224,Iris-setosa
+98,4.732350669475075,3.183307117507153,1.4294267404560086,0.19882913517236234,Iris-setosa
+99,4.670746977630263,2.8727537181448795,3.947159955493599,1.093414806806044,Iris-versicolor
+100,6.48120546903511,3.0567350798521176,5.138747624678118,2.5416227950182897,Iris-virginica
+101,5.109765627578294,3.4351445271328656,1.4357907854215788,0.22432140441066536,Iris-setosa
+102,8.380751189519472,3.677047490856168,7.290153767409098,2.780543182754054,Iris-virginica
+103,5.775164316968413,2.722245317343775,4.608172376686421,1.5318961587785118,Iris-versicolor
+104,5.277083901524354,3.6097023279097944,1.6422106632105355,0.29984738558745494,Iris-setosa
+105,5.257482846541664,3.1583817911716987,4.778542880604974,1.3677697623457759,Iris-virginica
+106,6.429494135426904,2.6479479540858857,4.449732605141286,1.165472812117279,Iris-versicolor
+107,7.221444361773564,2.9067324111868404,5.999694021547457,1.9765045522842455,Iris-virginica
+108,5.896894806401127,3.557227523384909,1.4250945392526335,0.212452221115449,Iris-setosa
+109,5.2710407603978755,3.0985662212929967,4.8348296841931235,2.197913614020975,Iris-virginica
+110,5.540855857500195,3.022119830692936,1.5435754597962315,0.15245902910068584,Iris-setosa
+111,6.1783720091881245,3.6556243635515107,6.051346082323369,2.230154251938478,Iris-virginica
+112,6.1204202907472505,3.2791826099331045,4.2691255034262685,1.580954878836754,Iris-versicolor
+113,6.367990680858733,2.8615089988072815,4.40012307596625,1.4599617058074688,Iris-versicolor
+114,5.003738017928242,3.647622528027534,1.6105420071172087,0.31514343323648036,Iris-setosa
+115,7.162325682336772,3.048438905460271,5.88034786159644,2.372000671327537,Iris-virginica
+116,4.681903477218115,2.7921214400044523,1.1020190688584734,0.2706625263174071,Iris-setosa
+117,5.6469647864882715,2.8267921347148697,1.5205440110900388,0.18723349846077603,Iris-setosa
+118,7.3714136727195525,3.34277303346603,5.8199055563300055,1.9729964287014543,Iris-virginica
+119,5.812310629391225,4.254118650244238,1.834477946264668,0.31936236731896933,Iris-setosa
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..9f245221748d5c60fb4812f7916715560aff4a80
--- /dev/null
+++ b/iris/tvae/4/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.523949228965927,3.2916897839056456,4.764894987439431,1.4233423408096262,Iris-versicolor
+1,5.384968458401219,3.7167202924283007,1.5044263936060083,0.10643749995878898,Iris-setosa
+2,4.456845383310489,3.081504532601985,1.287346984824074,0.16107807946199787,Iris-setosa
+3,5.254575466544569,3.11312703221492,4.052254336403139,1.053413503298535,Iris-versicolor
+4,5.907833922024047,2.901410726152728,4.130629019751528,1.3680652567990021,Iris-versicolor
+5,6.462882093029165,2.9978194135619,5.20652056291155,1.7418294275285136,Iris-virginica
+6,6.559759664005304,3.278053119722695,4.609913500964176,1.7407359809740894,Iris-versicolor
+7,6.2696649089586725,2.90769401097692,4.608479889094935,1.5617711369937304,Iris-versicolor
+8,6.487996990172608,2.885243792793602,4.407955563520319,1.2103441443589626,Iris-versicolor
+9,5.072801441632953,3.1668892380087827,4.672735940127606,1.5165004025503732,Iris-setosa
+10,7.295868344305633,3.4967992425610945,6.570495931941672,2.234748499374306,Iris-virginica
+11,4.981516364419188,2.946353896274114,4.606407608834493,1.3247429776959216,Iris-versicolor
+12,6.338847587660496,2.55425378582508,4.983702146562703,1.880761657457737,Iris-virginica
+13,4.342451022253127,3.214501267415234,1.1134798792122331,0.10104026631001664,Iris-setosa
+14,5.921491096742366,3.2756223070359454,1.5849262900557968,0.275796640337563,Iris-setosa
+15,5.103139444103681,3.1052007787073665,1.490221322187774,0.12916797768458055,Iris-setosa
+16,5.447024407947143,2.858525682837647,4.431254831879342,1.2415326111510168,Iris-versicolor
+17,5.807274075181897,2.506229708097454,3.582798807675288,1.3811225978779555,Iris-versicolor
+18,4.8667202710078294,3.1237114285157497,4.270969733446941,1.3958940797402986,Iris-versicolor
+19,5.71265725471636,2.8829931531307325,4.510534407594559,1.369038976111426,Iris-versicolor
+20,6.072414986413626,3.1775528431384377,5.506420288112938,1.9597581921996647,Iris-virginica
+21,6.082363438909382,2.983496494691608,5.217708944480044,2.291792096304082,Iris-virginica
+22,6.226344847193077,2.9560899040350566,4.908760906744837,1.4836399313007642,Iris-versicolor
+23,5.086415518978153,3.621981631582419,1.507898324884866,0.2279447057829902,Iris-setosa
+24,5.086665592733282,3.5332840883525196,1.266935055410744,0.08423521036113776,Iris-setosa
+25,5.487187595252613,2.7780603139754527,5.13372670621058,1.817219653266387,Iris-virginica
+26,4.632760206154695,3.151387210838459,1.4220874828345176,0.09049054790319852,Iris-setosa
+27,6.3718903274228245,2.4560876472171973,4.988736433075466,1.5591921839870528,Iris-versicolor
+28,6.0235011242045085,2.9797065294533756,4.39899111913969,1.6351657287962544,Iris-virginica
+29,7.140640706044682,2.991017898140446,6.201705337316323,1.9767421122803541,Iris-virginica
+30,6.564816496336905,2.892812001312502,5.483815558210154,1.818204003824493,Iris-virginica
+31,6.121880428677802,3.6602358416884817,5.057113272246594,1.948030645149619,Iris-virginica
+32,5.810137861373864,2.8804051050173447,4.675173255444982,1.8940369883137151,Iris-virginica
+33,6.938741522158854,3.3183443276303843,5.125531088005494,1.5385791771264976,Iris-versicolor
+34,4.952481232127204,3.2014395432527465,1.448136616203102,0.24746183576080166,Iris-setosa
+35,5.680331026543669,3.552887282813054,1.4746295182941305,0.23139857001314848,Iris-setosa
+36,5.606280479473889,2.870023594631218,3.9107908847904516,1.2281397105014107,Iris-versicolor
+37,6.940465337180742,3.095478225047944,4.6573954913884155,1.3400110929586107,Iris-versicolor
+38,6.38498073673517,2.9599568339764106,4.6116235153726635,1.6746371088940637,Iris-versicolor
+39,6.44054213675265,3.374252807128888,4.655910651600006,1.4962085546584187,Iris-versicolor
+40,5.117322590608051,3.0184648291530753,1.78152241701182,2.0762431090070916,Iris-virginica
+41,6.170290854563994,2.8714924379746893,4.874592556395491,1.61018613875492,Iris-virginica
+42,5.398888197277616,3.160882400959515,4.983994699207667,1.657397159109955,Iris-versicolor
+43,4.895140821538778,3.137950364604792,1.4798458176058902,0.21615206122014335,Iris-setosa
+44,5.479517579027618,3.146574870827333,1.5770529113686271,0.1868063091608,Iris-setosa
+45,5.0525578081459495,3.3243945348520434,1.4071140884025006,0.13947128761708355,Iris-setosa
+46,4.88572391322985,2.8886411343441365,1.5055241322565942,0.33624626549252146,Iris-setosa
+47,6.995950906149559,3.1278097722450346,6.009224162691794,2.161997949202157,Iris-virginica
+48,6.675633383420495,2.638817475554541,6.1347796359620315,2.1267455937075144,Iris-virginica
+49,6.469423954487724,3.3906581755894623,5.02277009028862,1.9170640687530682,Iris-virginica
+50,6.214010019617856,4.043017378747167,5.014177579278306,2.1728079588426388,Iris-virginica
+51,4.897973662077191,3.4053195189974925,1.570817395808546,0.3210433691781629,Iris-setosa
+52,5.747143243200037,3.1497237046054467,1.1153055140249655,0.0349764205676584,Iris-setosa
+53,6.5975099979343135,2.390396547823966,4.919486014117283,1.6558084529171595,Iris-versicolor
+54,6.9429139160288,3.1372401287390663,5.413301798950521,2.0535852886542045,Iris-virginica
+55,6.626275227765934,2.7249616643789563,5.4193552589965,2.2130439520271548,Iris-virginica
+56,5.531379462177382,3.064610422353456,4.440832023193357,1.6164377157705827,Iris-versicolor
+57,5.612107214017086,2.8904642448827467,4.281521511003517,1.241256441387017,Iris-versicolor
+58,6.0868343081488385,2.9827173973041146,5.012805658301923,1.2523256669279206,Iris-setosa
+59,6.008422361409976,3.0853491163095343,4.2417710933617,1.3028720803999327,Iris-versicolor
+60,6.6424434698000185,2.8658412246300533,5.239335129528695,1.940271472702413,Iris-virginica
+61,6.062955660278634,4.171955637149265,1.7186676372912102,0.5494395300794194,Iris-setosa
+62,6.438917215404947,3.392248822759147,5.308529393875096,2.0877624513639823,Iris-virginica
+63,5.436560114700513,3.2963682523419244,1.4347614123114583,0.06258481862931392,Iris-setosa
+64,6.603735233208277,2.8146683584048833,5.5313960559866056,2.166541734368464,Iris-virginica
+65,6.287398370324979,2.6209102416481795,4.96281264401417,2.0765802019220807,Iris-virginica
+66,6.2590077455939,2.581427091714696,5.197344991183636,1.992512979949352,Iris-virginica
+67,5.126300401711203,3.2659134170112774,1.3821171470187599,0.18380259253824993,Iris-setosa
+68,5.015610266451773,3.8622531989707407,1.6195685665071273,0.2224979719706239,Iris-setosa
+69,6.447485820691788,3.4897031275343053,5.183663496246963,2.071383659962881,Iris-virginica
+70,4.504174039661156,2.084738088238912,1.0498478067926595,0.16451252637300914,Iris-setosa
+71,5.849397822772857,2.7865141991241797,5.464397882031366,2.0366739528835183,Iris-virginica
+72,5.50903926936851,3.2719937507174692,1.601333414881309,0.21429871653641877,Iris-setosa
+73,4.887178200235997,3.148932556061844,1.6624696449605159,0.16446635156233816,Iris-setosa
+74,5.47063710515708,3.1039176161440323,4.926821029674284,1.563419335992489,Iris-virginica
+75,7.878578863938377,2.8281992984254574,6.382452384813627,2.398486947228241,Iris-virginica
+76,6.717951470663236,2.702827361365187,4.3273702143126265,1.3580942377345742,Iris-versicolor
+77,5.082125564448113,2.9463820938604575,4.98278864246521,1.8468063667937686,Iris-virginica
+78,5.752943723222658,3.2786488556159,4.927060336510657,1.6191955171795238,Iris-virginica
+79,7.053359915556749,3.13261876173803,5.7841902132081096,2.0097832557572435,Iris-virginica
+80,6.232362430213022,3.4704928416997967,4.659593271762251,1.4356770492799675,Iris-versicolor
+81,5.786452801154837,3.0969976184298096,4.632116264081044,1.8834524313352898,Iris-virginica
+82,5.164183964240206,3.0049973013563447,5.0813626130741,1.8904817770005629,Iris-virginica
+83,4.732939792483605,2.7965056631895084,1.4083300470810858,1.4132531807007884,Iris-setosa
+84,6.458234817402508,2.6559632413386214,4.158211404839899,1.303184568179495,Iris-versicolor
+85,5.6922602282536126,2.7657969524454744,4.273966425888976,1.25881075034252,Iris-versicolor
+86,5.54951052816834,3.195685612639534,5.467463163956877,2.2132672696979654,Iris-virginica
+87,5.6104993931139475,2.6477017700334318,3.9284665752161922,1.0364230156271523,Iris-versicolor
+88,5.611124226359328,2.4699376678536877,4.2664785951771185,1.2311619701135972,Iris-versicolor
+89,4.45282844072735,3.3382305314924436,1.3661895867676093,0.1455403730453514,Iris-setosa
+90,5.519041242288155,3.211055956632101,4.833458282099253,1.9954415374187204,Iris-virginica
+91,6.140462677329885,3.452709291775199,1.5417904368768949,0.19909703255152206,Iris-setosa
+92,6.702317527325836,3.092428118963871,5.56068633999052,1.8960467753464694,Iris-virginica
+93,5.403631585682538,2.7516664333027703,4.301099556252113,1.174330618015452,Iris-versicolor
+94,6.8636887504476904,2.9376554367008967,5.725649243799076,2.156288510805268,Iris-virginica
+95,7.295475963206708,2.9422551833882458,5.19415422985518,2.028856854620104,Iris-virginica
+96,6.335379921153144,2.825270687973838,5.289695968350276,2.246524478916154,Iris-virginica
+97,6.8295002836541885,3.3719900598361603,5.458941528558373,2.0125588847082794,Iris-virginica
+98,5.066867046992487,3.3479227288022155,1.4193299578607685,1.4611432731365923,Iris-setosa
+99,5.81169226816473,2.7985776886749134,3.9662720558679583,1.1522111143298217,Iris-versicolor
+100,5.078657870857734,3.478015753111417,4.985210268926321,1.9488804195889176,Iris-virginica
+101,4.869159213143739,2.3735695095003795,4.0017774669034285,1.274253822429504,Iris-versicolor
+102,6.414892340895893,2.6086143110032145,3.8878544483577864,1.176592079264327,Iris-versicolor
+103,6.910891702275378,3.5481994992530534,6.223916358631106,2.4298992519610563,Iris-virginica
+104,6.735798799211855,3.0450979991149834,4.681066265991403,1.5425037316643753,Iris-versicolor
+105,5.025310545430614,2.845124241041871,1.1408277015039991,0.17064277689252033,Iris-setosa
+106,5.95344558678778,2.6675478565294672,3.857405818713012,1.4102338737026134,Iris-versicolor
+107,5.906032670370716,2.262991622758946,4.358521995683231,1.4330921403214996,Iris-versicolor
+108,5.678290203501702,3.069880194660742,4.708338187803678,1.85869074724607,Iris-virginica
+109,6.578036520672657,2.822595809736713,4.126540115937928,1.1240837090532743,Iris-versicolor
+110,6.084699134602992,2.9352952338703298,4.2671689092928204,1.5898043107522148,Iris-versicolor
+111,6.484366464366251,2.9350283758489644,5.379959765623633,2.0955354038213114,Iris-virginica
+112,6.280870445085349,3.692017071939667,5.829062062914485,1.8445719206078564,Iris-virginica
+113,7.8015203353588305,3.5821728445296905,6.621190646423068,2.2357301468038178,Iris-virginica
+114,5.125537884638041,2.932893490441573,1.4494993689349236,0.15631082215538172,Iris-setosa
+115,4.4910629839632366,3.1001277189640373,1.163515350516009,0.17909701033922595,Iris-setosa
+116,5.53494987574157,2.7519366650978636,4.648858494738312,1.5987308758138923,Iris-versicolor
+117,5.446128596286373,3.2092764365896884,1.6234505005152304,0.23574228415447948,Iris-setosa
+118,6.616853061631051,2.7607370480768383,5.436413461454223,2.4611432663233725,Iris-virginica
+119,6.827790688455752,3.3841457220003623,4.321894757348743,1.7193030018918822,Iris-versicolor
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..738f668dd5697289f4b0a5ff9281c57dc64a4b8d
--- /dev/null
+++ b/iris/tvae/4/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.017619305699969,3.0112495598196034,4.99044962962463,1.8819161346486475,Iris-virginica
+1,6.400716377976858,3.215272819746065,4.440716027377795,1.3276256401607776,Iris-versicolor
+2,6.510069285374519,2.739943269923958,5.139105251565772,1.9099022943446353,Iris-virginica
+3,6.998697405880586,3.1559034223227926,6.439451897951548,2.2316513100442736,Iris-virginica
+4,6.551690030674736,2.949876930623609,4.39942112682289,1.5072820401811013,Iris-versicolor
+5,5.39067288859125,3.5587551656420082,1.3067967704454357,0.2106570850074337,Iris-setosa
+6,6.134304527397857,2.5952828349288017,4.593160157289518,1.2096616497754815,Iris-versicolor
+7,6.858944616661707,3.4428830793415264,5.14099497389596,2.2938287068038674,Iris-virginica
+8,5.31315464551611,2.5916695805846786,3.605739823339819,0.9466675139674097,Iris-versicolor
+9,4.6406218119646665,3.1338058535504265,1.517417569450122,0.2525544359801921,Iris-setosa
+10,6.698919544097821,3.2725574741282806,4.9826663460280844,1.8618157829068112,Iris-virginica
+11,5.024880090565945,3.222006422340923,1.4545508849466244,0.11675391803932186,Iris-setosa
+12,5.66162192113692,2.9286332310376793,4.9511404143444,0.2643972032800279,Iris-setosa
+13,5.354423212066572,3.116669288675215,4.997260808092958,1.989810924927227,Iris-virginica
+14,7.434747236763619,3.077422337561027,5.384772740796164,2.128023693040785,Iris-virginica
+15,4.9958281073333985,3.443625619762579,1.4306975371352106,0.26345783153203634,Iris-setosa
+16,4.924011167031699,3.715237544878812,1.501484290260883,0.32863942118903483,Iris-setosa
+17,6.226737854018363,3.2264818114136364,4.841329024790221,1.6367396942744936,Iris-virginica
+18,5.8220387734058825,2.449517506301358,4.396052527428154,1.4974663574545806,Iris-versicolor
+19,6.188796914758746,3.0327696936605273,4.880364105824109,2.072763444765231,Iris-virginica
+20,6.250049392307388,2.8243143132421946,4.647028339744807,1.379075048804348,Iris-versicolor
+21,6.09113926555891,2.80693289922726,1.5137559860875858,0.07333885920349595,Iris-setosa
+22,5.390826691366584,3.0119667047363667,5.1208620793533175,1.4943820563415344,Iris-versicolor
+23,6.981574209891396,3.074677035836117,5.54747707377228,1.9635471002676603,Iris-virginica
+24,5.991771311571255,3.1809713276965397,1.6624619684080266,1.8883112150930688,Iris-setosa
+25,6.439973932880742,2.743170344266214,5.89514547977223,2.446106636409329,Iris-virginica
+26,6.272702858801555,3.4269533391380085,1.220294668473283,0.11535588426826607,Iris-setosa
+27,4.889039041552246,3.2952956294983187,1.4953615043578399,0.23806779994991947,Iris-setosa
+28,6.397879611117256,2.918162860440809,4.7966186994376425,1.899338481713396,Iris-virginica
+29,5.614326857976917,2.467278622903278,3.904390457756002,1.0678196497253847,Iris-versicolor
+30,6.642544991647254,3.1337457165055334,4.987812578169153,1.7738056249315688,Iris-virginica
+31,5.413689357234166,2.524049496995948,4.638574821501622,1.772006343934461,Iris-virginica
+32,5.072980161545207,3.1467658330826227,4.56616176821262,1.5402468927004467,Iris-virginica
+33,5.001239423457928,3.57848515832824,1.3788435731703832,0.33740432653914454,Iris-setosa
+34,6.4986494249939515,2.9026209154335816,4.5433751120586665,1.8556167972974176,Iris-virginica
+35,5.921810309640448,3.642847563996475,1.3836080976621203,0.24808387312253977,Iris-setosa
+36,6.403579788763127,2.8130797902608915,3.9055926295562426,1.3838910484340259,Iris-versicolor
+37,5.9680938658547,3.0081119317393177,4.663087339414368,1.5452382479859015,Iris-versicolor
+38,4.918417418450962,2.545997764860526,1.5221229815771202,0.17034493091889746,Iris-setosa
+39,5.481179722827116,3.0797589052606464,4.28930252292389,1.5550161496318404,Iris-setosa
+40,6.260221812147594,3.4256372418954473,4.950114884722959,1.5621776681996455,Iris-setosa
+41,5.026279827263578,2.960397954532517,5.053666499751938,1.8087237369416196,Iris-virginica
+42,6.293741974149654,3.1324864510145822,1.4611600329680545,0.32776510635984035,Iris-setosa
+43,5.169020379180352,2.5648184764382242,3.6181091205420537,1.3314870793794904,Iris-versicolor
+44,5.649634110328279,2.675400764352657,3.9723282142904317,1.508812094897903,Iris-versicolor
+45,5.189443914725005,2.5968097744864447,3.693294618985081,1.1050784997891303,Iris-versicolor
+46,5.091180232762975,3.199710824264136,5.357804830246845,2.1070796989997236,Iris-virginica
+47,6.614208187881442,2.8797702273036987,4.193957410065104,1.3337632382818825,Iris-versicolor
+48,5.454644046795893,2.8009126725553286,5.239525139085208,1.807226506607665,Iris-virginica
+49,5.634624354375026,2.828699253982198,4.03444855554632,1.11290857834927,Iris-versicolor
+50,6.115228532054961,2.8946510886022736,4.913293175959231,1.6103276436696918,Iris-virginica
+51,5.241971972958793,2.8383767723452604,4.5985457037433735,1.3615130684477807,Iris-versicolor
+52,7.474985771460566,3.565540244438081,6.317065707940422,2.08737530653177,Iris-virginica
+53,4.678903673914937,2.753597469967637,1.113345386370322,0.16464952199866298,Iris-setosa
+54,6.70374285211976,2.942852782318987,5.053224600193126,1.726939386871596,Iris-virginica
+55,6.358142999766995,2.9380116228083515,4.374675494322119,1.527386347525565,Iris-versicolor
+56,5.348010884800401,3.3246752248731752,4.620298194125489,0.18953291692382362,Iris-versicolor
+57,4.30728232861423,3.0065780396928834,1.6532520439898835,0.2619217628466368,Iris-setosa
+58,6.6242051556161545,2.3610687695834356,3.9136738194388982,0.9533925809562107,Iris-versicolor
+59,5.387805926788213,2.46570079640554,3.918535538561037,0.9962656905883132,Iris-versicolor
+60,5.41727423855479,2.928442966542923,4.5865464419082835,1.465138558248064,Iris-versicolor
+61,5.1202489887207125,3.4557841529921767,1.6330824302824554,0.10079030225564015,Iris-setosa
+62,5.835517805444853,3.122117086912372,1.428135888739938,0.24496074311464286,Iris-setosa
+63,5.1759258579526195,2.7628891408035385,1.4827536651236048,1.3420453647477557,Iris-setosa
+64,5.522413459094277,4.095996811097769,1.6785130182649641,0.43219610530614005,Iris-setosa
+65,5.300846661950837,2.7548711121399005,4.818893847460367,2.0354385697417174,Iris-virginica
+66,4.717574706424481,2.7881072003589518,1.275199260389694,1.458515816611543,Iris-setosa
+67,5.873830904042539,3.220841959645968,4.282999366242157,1.4792263994803843,Iris-versicolor
+68,6.2966010998403785,2.7664722247408737,5.611378304158424,2.0079056023856157,Iris-virginica
+69,5.219980364664389,3.4722664766392133,1.8621022028920304,0.2429083089545785,Iris-setosa
+70,5.732393838783255,3.1203387604644583,4.468403696384262,1.4948710432195231,Iris-setosa
+71,5.613589713638103,2.6305697118222637,4.1492626032509285,0.9303787140718844,Iris-versicolor
+72,5.447771970976858,4.027537917780574,1.5374254782960046,0.27001817466814954,Iris-setosa
+73,5.698314996824859,3.2725208749814887,4.8831440166843985,1.2370034706623385,Iris-versicolor
+74,5.2564977896556755,3.5408173466850217,1.4962626710965208,0.18991634934718513,Iris-setosa
+75,4.343801520309416,2.741275730381754,1.3378424498881187,0.1527648337558678,Iris-setosa
+76,5.84315310520238,2.9037497735980193,4.740898850109522,1.3053420588722124,Iris-versicolor
+77,6.72591393027187,3.129101127171571,4.652673614334411,1.545166111506166,Iris-virginica
+78,5.624023630257099,2.852300225236403,4.291455477646662,1.2638466359225853,Iris-versicolor
+79,7.160324874135565,3.584666086303598,6.090852665500757,2.42155749684761,Iris-virginica
+80,4.683380799037836,4.000142707594679,1.4942764379320415,0.13160375521708342,Iris-setosa
+81,5.127480506747996,3.4922503383053165,1.3465664862265532,0.13619360400338518,Iris-setosa
+82,5.80974065244937,3.5873213351860573,1.4827889046507539,0.4516262229496537,Iris-setosa
+83,5.386075258290167,2.7612907721104234,4.329639325381898,1.266084209558253,Iris-versicolor
+84,4.860005015977431,3.3478701809065887,1.3665722909299813,0.21129179595049902,Iris-setosa
+85,5.812255375057926,2.992594622666949,5.215710390308009,2.1573497936741113,Iris-virginica
+86,6.364193889586716,2.8689864252948567,4.876214832008557,1.3561963255063392,Iris-versicolor
+87,5.709937422958495,2.786824804018379,4.565362474773466,1.667593218554869,Iris-virginica
+88,4.90908995977647,2.9362274475553196,1.3035407792890639,0.16444126000739598,Iris-setosa
+89,6.048163123838533,3.286195640330653,1.2917644758542002,0.16726490377536646,Iris-setosa
+90,6.091487977502124,2.976200028301105,1.4408517006032113,0.3097774448682779,Iris-setosa
+91,6.139009693667709,3.349536742466422,4.552826490978713,1.5805417752548274,Iris-versicolor
+92,4.781788852413153,2.7294977950475294,1.554511949086707,0.26644597822083577,Iris-setosa
+93,5.657357562447168,2.8226605523131747,5.090867358858904,1.479333282461802,Iris-versicolor
+94,4.567813520909977,2.995067775601345,1.416858595119684,0.1622207613123272,Iris-setosa
+95,5.367835479670364,3.3004815236473397,5.165852227124587,1.965607297794663,Iris-virginica
+96,6.350037999560033,3.1242626746143247,5.210167293224075,2.08187582150879,Iris-virginica
+97,6.149249983296815,3.2667113132666046,4.744676421170124,1.3976286278185845,Iris-versicolor
+98,5.238044367168834,2.888119049395244,4.7865036992332035,1.1975343653704833,Iris-versicolor
+99,5.597991112281553,3.3180813752283758,1.5338627500324498,0.23706963589499774,Iris-setosa
+100,7.170629200815211,2.7128496231622163,4.63021823772519,1.5578093745576242,Iris-versicolor
+101,5.393703266694183,3.054277022604786,5.212960548377887,1.9117725899947597,Iris-virginica
+102,4.849240041104711,3.176634431127481,1.612723414958079,0.39444023641873394,Iris-setosa
+103,6.281792342318918,2.963269857025638,4.831903157960996,1.8271720221358565,Iris-virginica
+104,4.869313889795847,3.070215869227529,1.261760590363931,0.33290116419437216,Iris-setosa
+105,6.097672850438711,3.1648164331986943,3.901608425729175,1.2080634480212373,Iris-versicolor
+106,5.2202876473767335,3.197480125586066,1.4710088130836696,0.21071450145680418,Iris-setosa
+107,6.210919244975741,2.6766991117370877,5.118474871916093,1.5612755719542393,Iris-virginica
+108,5.0755132016611135,3.367270912002107,1.7020303196221538,0.30856306655921195,Iris-setosa
+109,6.409451620999814,2.9501991165930965,5.18887455366136,2.241630714485464,Iris-virginica
+110,5.734290298052881,3.2416581757348992,4.479341811792878,1.5428550365741083,Iris-versicolor
+111,6.9693776195748995,3.5478695833417375,5.940408404234504,2.05788992442036,Iris-virginica
+112,6.712126365195495,3.3594535589598546,4.726017061570544,1.981768080115361,Iris-versicolor
+113,4.936551827520484,3.629330930474275,1.4330382690995223,0.20806024918687593,Iris-setosa
+114,6.696183154305951,3.1450935546446184,5.089834689427388,1.9511241043289047,Iris-virginica
+115,5.14483377086876,3.5301433517596843,1.4993400370537104,0.24861848121318808,Iris-setosa
+116,5.552854768013995,2.7546600259404124,4.756588254233253,1.9685434002473463,Iris-virginica
+117,5.257154124700245,3.4155394475272454,1.3866641336660646,0.31514745032456365,Iris-setosa
+118,5.07786258538403,3.474104679053976,1.7127665067772984,0.199404752279574,Iris-setosa
+119,5.400986569852262,2.415819682021489,5.638211566522239,1.8110760219212456,Iris-virginica
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..d329f673f454d39d4e789def84574b449ca1e078
--- /dev/null
+++ b/iris/tvae/4/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.242557251942325,2.7202253240237146,5.575460008381691,1.9667574206552723,Iris-virginica
+1,4.865805565571934,3.558574711179735,1.797148491634321,0.3167078951932042,Iris-setosa
+2,4.886610076384301,2.989885423526658,1.5732416154872253,0.1107282258795777,Iris-setosa
+3,5.873496006325555,2.4538735360210513,4.552481107510075,1.3175179054393171,Iris-versicolor
+4,4.723443337898301,2.910997889069999,1.2268463362014008,0.08337778849696462,Iris-setosa
+5,5.494575960705934,2.938793302765123,4.9164046724861485,1.333602586133556,Iris-versicolor
+6,4.741050637690851,3.0530462129242775,1.5135360070906223,0.22620392653440594,Iris-setosa
+7,5.037088377406418,2.923440593207718,4.827121683309498,1.216103805857701,Iris-versicolor
+8,6.54417485822559,3.1830067679136937,5.659257684799426,2.338921315749503,Iris-virginica
+9,5.921127158993594,2.7795114707499673,4.417040225523488,1.3469345720121557,Iris-versicolor
+10,5.542524459731864,3.1778484319866322,5.093789545907153,1.6617615468794265,Iris-versicolor
+11,5.134601402222154,4.021377396552239,1.2259798741920678,0.2938912674476627,Iris-setosa
+12,5.172514797004516,2.989081819271407,4.234770707252927,1.4792477033139426,Iris-versicolor
+13,7.534143362299465,2.7702446503934777,5.476380428237137,1.8487558655607577,Iris-virginica
+14,4.91146743082492,3.6029066930487628,1.3667547668885627,0.24655029110007265,Iris-setosa
+15,6.8620412134509285,3.033271382260083,5.794043848342043,2.0967483624363306,Iris-virginica
+16,7.058361996498918,2.891903685432812,4.336668977823471,1.4258713839824582,Iris-versicolor
+17,4.664993009167343,3.6230263428756366,1.2738719258267357,0.22225672724451895,Iris-setosa
+18,6.522512686240471,3.028891673742248,5.3313623823773,1.360023306263391,Iris-versicolor
+19,6.155361950436521,2.8607744072743593,5.640403952162524,2.0142104217778978,Iris-virginica
+20,5.911387860108317,2.865159145126168,5.159424846272328,1.7831952790742895,Iris-virginica
+21,6.038712811406353,3.1092982127990747,5.174049718540294,1.6699763748342935,Iris-virginica
+22,6.574755805274845,2.8596070201918744,5.0269517734999205,1.657480139804304,Iris-virginica
+23,5.244871038434518,3.6240701175191585,1.6039250182005171,0.25006054397123845,Iris-setosa
+24,5.181183030763205,3.2910028385393093,1.4627856299977071,0.0953225463255056,Iris-setosa
+25,4.806349731144882,3.6670009301314876,1.7788046009582081,0.24663901934761717,Iris-setosa
+26,7.54571164945852,3.6540390970525114,5.9090624855260305,2.2528132861358383,Iris-virginica
+27,4.865445783449118,3.1596996198334644,1.4214654465792436,0.17409377847624147,Iris-setosa
+28,4.744281345302046,3.0048192176407773,4.4723957835024795,1.336299558328153,Iris-versicolor
+29,4.918231191355523,3.5611606788582524,1.347527767799327,0.19344276354888496,Iris-setosa
+30,5.207634201040246,3.208808850471827,1.6237935898889715,0.2347632720470036,Iris-setosa
+31,6.698255150929739,3.094665512655083,4.1048491012481465,1.259873518724458,Iris-versicolor
+32,4.610830273735656,3.0137334388644117,1.6686148707288997,0.03381186644648243,Iris-setosa
+33,5.238848306866992,2.769249567473186,4.409245642354949,1.1593865077674614,Iris-versicolor
+34,5.138832680163775,2.9626373320804285,4.6554917439014405,1.4229382665333894,Iris-versicolor
+35,4.756895892314027,3.361667879674415,1.5102210227625186,0.3192645409523427,Iris-setosa
+36,5.497926686663216,2.8641205134963004,4.795784655626945,1.6999366135159542,Iris-versicolor
+37,6.011149971092277,2.690369081084306,3.7703411430462515,1.322410545452573,Iris-versicolor
+38,5.10909632402272,3.5607669258010874,1.564760114333663,0.2887909856436639,Iris-setosa
+39,4.84998012159418,3.976329672218408,1.4583558422729943,0.23668283145580152,Iris-setosa
+40,5.435391700243405,2.7221050669181004,4.962974638312115,1.7163064704075128,Iris-virginica
+41,6.3021013974815485,3.0678866441899157,4.813599597636657,1.7580728363186897,Iris-virginica
+42,5.122627168824287,3.1307813564287437,5.204157399782936,2.126995360099316,Iris-virginica
+43,4.938241786983491,2.77812551770073,4.239476947439852,1.281666087024589,Iris-versicolor
+44,5.525197174089616,3.391773989090379,5.749425210435249,2.0289308889570385,Iris-virginica
+45,6.545234929930167,3.108554119301527,5.233625798714787,1.631639735442698,Iris-versicolor
+46,5.536626428404228,3.0884420069955763,1.3981821814163449,0.3365577038769987,Iris-setosa
+47,5.411880799874785,3.6674930841207383,1.4843050603513,0.29207576545904285,Iris-setosa
+48,4.791093499289212,2.84666922437347,4.990912670007947,1.6650778036002143,Iris-virginica
+49,5.117905406698206,3.016870929718113,1.4290117651335879,0.09012721151701894,Iris-setosa
+50,5.639987583295572,2.9476496659361864,4.595233382531371,1.1926620297013424,Iris-versicolor
+51,6.351949692644227,3.0145465922080734,4.372918116928818,1.3818130981048078,Iris-versicolor
+52,6.709582742509445,3.0059236142416617,5.292322850089982,2.327933433513369,Iris-virginica
+53,5.473823306275643,3.272897257251251,1.298962430670552,0.257414824715295,Iris-setosa
+54,6.445801935117107,3.294859363329359,4.821674317136172,2.0059010903704735,Iris-virginica
+55,5.008749675236411,2.838049002113675,1.3130250872590505,0.4042619425509255,Iris-setosa
+56,5.261499930554066,2.9825513198715994,5.231896335231602,1.9158276106594991,Iris-virginica
+57,5.976640636855206,2.898250374643739,4.250228097366724,1.4510722033949848,Iris-versicolor
+58,5.312491748978668,3.0857927413299038,4.557245852777413,1.236704558471121,Iris-versicolor
+59,5.6076951377775295,2.956709333359527,4.477744478519719,1.2526501016106026,Iris-versicolor
+60,7.3005818049544775,3.7369850194972574,5.317209250068095,2.2699740245713533,Iris-virginica
+61,5.683883060234269,3.3467026824046258,4.73913328277837,1.9383940125359764,Iris-virginica
+62,6.4216303191364315,3.165226601465841,5.248950702553234,1.9441460718651347,Iris-virginica
+63,7.958793453800604,3.5137658158445366,6.504167659260757,2.2151928672276737,Iris-virginica
+64,5.395868333491707,2.110479806631405,4.032226608018757,1.1557735071209485,Iris-versicolor
+65,4.5618789578148675,3.2032955147548754,1.1017255614644401,0.015607014001477348,Iris-setosa
+66,6.284291495110798,2.7091545498418954,4.475015887782464,1.236555252669026,Iris-versicolor
+67,5.867880899592811,2.8021142351319788,4.474376677881708,1.4344255707516844,Iris-versicolor
+68,5.088810199773794,3.346634119916567,1.3737074105998848,0.29631010473636876,Iris-setosa
+69,5.897257803424661,2.9281432726442578,4.931921935803165,1.3677057311487624,Iris-versicolor
+70,5.619644832109009,3.138426159472382,1.4674903125747354,0.26327259543155723,Iris-setosa
+71,6.80457213208762,2.77633304910042,5.580574502092621,2.2352914566235578,Iris-virginica
+72,5.306766680222063,3.280666095285251,1.3016294416006968,0.09107995754728496,Iris-setosa
+73,6.31408543482614,2.8715448208978773,4.289742988476518,1.2782273849408476,Iris-versicolor
+74,5.673561128978503,2.1474649233340397,3.1181521001495387,0.8636456474436872,Iris-versicolor
+75,5.343400167619298,2.8502755879733446,4.339158625464837,1.7104397505510325,Iris-virginica
+76,6.171420731911405,3.4318013184706864,4.585411550938474,1.1778642227788374,Iris-versicolor
+77,6.776079805588965,3.3640712607731174,5.263658659246432,2.17721190221698,Iris-virginica
+78,6.031837012466182,3.4314838110920958,5.49751839927983,2.3521810728972796,Iris-virginica
+79,7.752717632193243,3.506810823337871,5.733103354562564,2.367305070620606,Iris-virginica
+80,5.634026391451528,3.122955025480807,5.16476467548128,1.7809678202883426,Iris-versicolor
+81,5.099684506742786,3.2015138832756094,1.5700246122866395,0.28257910063776925,Iris-setosa
+82,5.256082051962677,3.061817910887143,5.2687621370950355,2.2625569327947477,Iris-virginica
+83,6.32506771963492,3.466088195716658,5.550200629994327,2.2551409613024807,Iris-virginica
+84,7.249184613925115,3.3874221256060197,5.699838863139507,1.9338134948309569,Iris-virginica
+85,6.518238480696799,3.256117590334333,3.877185358296906,1.5062608986823915,Iris-versicolor
+86,6.604697565765844,3.332678778523115,4.668480181123759,1.5011053166747101,Iris-versicolor
+87,4.786035366252658,3.0579262711774646,1.5516301893349267,0.21353364678308065,Iris-setosa
+88,3.894606899805129,2.480094102095146,1.062724956107583,0.08290839705803502,Iris-setosa
+89,4.92900680721074,3.3822888373259397,1.5919980131579772,0.3074420097062424,Iris-setosa
+90,6.388999492667496,2.9631152647111003,4.827866042957044,1.4844650035614144,Iris-versicolor
+91,6.8341833961999185,3.471849087754811,5.537731950118344,1.9825489526106932,Iris-virginica
+92,4.890795302520572,3.1776990023061353,1.5072516171870738,0.2933127903187729,Iris-setosa
+93,6.393077638697512,3.5539078043535275,5.199155895544276,1.5855565494314858,Iris-versicolor
+94,5.308221759916477,2.7027059042546693,4.167463417460176,1.1160968057229386,Iris-versicolor
+95,5.017764827723775,3.4172934518472635,1.2070372239411888,0.27250830031139583,Iris-setosa
+96,5.125913147511152,3.5682626196581544,1.5143270245122722,0.3100514941939033,Iris-setosa
+97,4.915510296798894,3.5958408826495996,1.3738704454233197,0.12762672588794263,Iris-setosa
+98,6.584774043778796,3.335247693878049,5.785031165951086,2.166216752479932,Iris-virginica
+99,5.963308838340145,3.3407531255180025,1.2996219054369114,0.09252793712897553,Iris-setosa
+100,7.032201184186659,2.9045498285834417,4.755784306678811,1.5010104242306685,Iris-versicolor
+101,4.6023866810593645,3.0834245272790923,1.067447766960187,0.29186533389711933,Iris-setosa
+102,6.253964862954225,2.8362858525342056,5.45180737552245,1.8210666386535521,Iris-virginica
+103,6.506109375332386,3.48368908597833,5.067228760814004,1.507480823157995,Iris-versicolor
+104,7.163104087011061,3.3937979155355067,5.7909683097201725,2.0006081378485736,Iris-virginica
+105,6.193576410072689,3.357496497813176,4.155803562095247,1.3407388679647934,Iris-versicolor
+106,4.9048391838637295,2.999287884147661,1.431997075521617,0.25998147174295616,Iris-setosa
+107,5.158935077426903,3.07288632661023,3.951134008583991,1.61800484960322,Iris-versicolor
+108,6.084312303721868,2.876168257125777,4.243963100831178,1.172791021237604,Iris-versicolor
+109,5.646897276590812,2.4420919282303215,3.929382550851444,1.0919792342815158,Iris-versicolor
+110,5.401961436723322,3.252907745588683,4.539212432768793,1.51180536035492,Iris-versicolor
+111,6.825277341415504,2.9224426425294006,5.141132108365041,1.7349689978933502,Iris-virginica
+112,6.577378920460394,3.0067810200926384,4.557164763545918,1.3342956088865283,Iris-versicolor
+113,6.449243264986126,3.3317781935552393,5.452577790106184,1.9411113010141052,Iris-virginica
+114,6.39047422806236,3.599474672406787,4.834539691532119,1.6820002826055913,Iris-versicolor
+115,5.291606328018248,3.5963316341358973,1.5546470425233003,0.3561493766371069,Iris-setosa
+116,6.48500274511094,3.0710824931305867,4.651258599638766,1.9519839338195137,Iris-virginica
+117,5.859568482037793,2.934579305264106,4.411769724145682,1.5496757939189996,Iris-versicolor
+118,7.380246349085476,3.3303745052318177,6.370181536278466,1.8942161374207716,Iris-virginica
+119,5.333198602770189,2.728493158031592,4.220118661370332,1.253464897381464,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..2a149b0e57df73a396dd67f17265e64d099baec0
--- /dev/null
+++ b/iris/tvae/4/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.946805243851036,3.5302126423475486,1.5876320639435393,0.16173816689185624,Iris-setosa
+1,5.515678566941187,3.368264155115106,4.860272911357021,1.8594761263137043,Iris-virginica
+2,5.052807758807988,2.712395374639025,4.286647433024395,1.2621842643247112,Iris-versicolor
+3,6.290070809628875,2.6497079096661653,4.6563168640284305,1.2576990035554434,Iris-versicolor
+4,6.100265574126616,3.0555348415212142,4.76515485672404,1.4054202498399395,Iris-versicolor
+5,4.778611557052601,3.629394569777723,1.2453730941535353,0.36381892148333317,Iris-setosa
+6,4.8724304045777895,3.3491319505633688,1.4896229815777755,0.1495745468401956,Iris-setosa
+7,5.469494850643236,3.5161120616126254,5.067784296737804,1.9414943365962605,Iris-virginica
+8,5.5040552164220635,2.935484263552634,4.503717535976874,1.4745116713105773,Iris-versicolor
+9,5.425855535177073,2.328529593339407,4.24848490722723,1.5341007954547652,Iris-versicolor
+10,5.914247698039201,2.576578138269512,3.832593632133447,0.9290054283018564,Iris-versicolor
+11,5.394480474196697,3.007306887380497,5.21585014227289,1.6447493430749942,Iris-versicolor
+12,5.247487199906928,3.0096060170504786,1.5639507185692083,0.4324495163257995,Iris-setosa
+13,5.018492429655305,3.3415133092559057,1.5526664766948237,0.40072330648148424,Iris-setosa
+14,6.70795204714615,3.0368476214736937,5.163214199987748,1.8640795327440316,Iris-virginica
+15,6.720329382725997,3.0189518389504273,4.965930763028511,1.715677441491461,Iris-versicolor
+16,5.175325320569722,3.2600314311999723,4.981137980852499,2.0268507663901936,Iris-virginica
+17,5.055722684759521,3.8602400124928358,1.4757716427868826,0.271330003820746,Iris-setosa
+18,6.16095509190462,2.8850092941987806,5.059696640698609,2.121823360259037,Iris-virginica
+19,6.168445398206045,2.9742691430236388,4.744820479851055,1.53252489017907,Iris-versicolor
+20,6.761894947346482,2.901866059170234,5.362005707046998,1.7481357082377842,Iris-virginica
+21,5.699296165415003,2.9724886671089403,1.3493783838678346,0.22712550167932163,Iris-setosa
+22,5.128752617677705,3.4639928366697137,1.6161922423160457,0.2144000779385074,Iris-setosa
+23,5.582507526972616,2.7558805026427753,4.398200552526504,1.06139546687578,Iris-versicolor
+24,5.099529723104015,3.7117175017035464,1.522002108420408,0.2251456497498812,Iris-setosa
+25,5.051864517826642,2.8563114453502063,1.2193464518075035,0.13755438299619993,Iris-setosa
+26,5.843458717469471,3.0892677967753213,4.573300446487652,1.411172088595466,Iris-versicolor
+27,6.528820357539553,3.0711790354253945,5.627193065503613,1.6239922528038129,Iris-virginica
+28,6.646475782129801,3.477716977668758,4.491275166503973,1.3986540583160176,Iris-versicolor
+29,4.151701824499488,3.386262280898492,1.5412087831426369,0.1261515403577459,Iris-setosa
+30,4.9706449727675945,3.2319683279413476,1.4609588310148203,0.1691396199241451,Iris-setosa
+31,6.610030307900992,2.9637657426293686,4.013261977298034,1.0193106783622878,Iris-versicolor
+32,6.448468975246171,2.634870392038284,4.948861499813779,1.9232526593094232,Iris-virginica
+33,5.31654092633265,3.1656960733209574,4.783478942841078,1.4915291483329056,Iris-versicolor
+34,5.878949055370113,3.3384105525240564,4.690377012435142,1.7439510055716159,Iris-versicolor
+35,6.697647636539968,2.95964486269193,5.233699555155605,1.98025533048206,Iris-virginica
+36,7.128257326445154,3.2385144600741866,5.755341627847849,2.1019333526868103,Iris-virginica
+37,5.033720546404064,3.278368948595813,1.3205793404034458,0.27649126206688335,Iris-setosa
+38,6.749919874104259,3.2598863661357824,5.761014617402385,2.303661359141051,Iris-virginica
+39,5.660938570428148,3.772357802838059,1.5909338230971475,0.21274547318979942,Iris-setosa
+40,4.642555092506264,2.879451563425849,4.389232222228632,1.3026719023227717,Iris-versicolor
+41,4.572020128518723,3.3069346606219554,1.2724141855702435,0.24553446147687205,Iris-setosa
+42,6.595235314368137,2.6533456065642627,4.184306066279997,1.5755360043123563,Iris-versicolor
+43,5.065517391304752,3.0105507208161266,5.242057863164415,1.7272243529373232,Iris-setosa
+44,5.0757845360997855,3.362720983129829,1.3982319719476124,0.1706061891350255,Iris-setosa
+45,6.913157138651501,3.1456491329284986,5.636188858731203,2.2505287618246714,Iris-virginica
+46,6.8169405504835066,3.1962849463076037,6.526376464121636,2.064076402157867,Iris-virginica
+47,5.325414667061413,3.224134892133089,1.5522901483982332,0.4577598609075799,Iris-setosa
+48,7.311535431125618,3.305813980062471,5.567520647632389,2.2786866538118082,Iris-virginica
+49,6.346458602598045,2.2969446365541777,4.82035310663641,0.9173202360753326,Iris-versicolor
+50,4.775335791280189,2.6205107244607957,1.389610854958593,0.07906680211292538,Iris-setosa
+51,5.580050781603175,3.015632021247931,5.0257708194328625,1.6318377956751926,Iris-virginica
+52,4.7051444214258105,3.5722758990337193,1.798063470740907,0.28695311853950756,Iris-setosa
+53,5.717161572466301,3.946176647575825,1.631673759494662,0.4721756946194626,Iris-setosa
+54,5.775616660315199,3.5250274138953275,4.997323114229179,1.5176164303310784,Iris-versicolor
+55,5.067917822864658,3.3374965991039423,1.4463896733239852,0.2532258760978828,Iris-setosa
+56,4.3423163357299,3.3292330750582244,1.321160144105709,0.15300762592847567,Iris-setosa
+57,5.498737571408887,3.0538739266008217,5.389265969232559,2.061350699771698,Iris-virginica
+58,5.230564897441818,3.280246863938811,1.5775670499052858,0.20613252208547947,Iris-setosa
+59,6.546524694873685,3.032125453547272,5.802271787168719,2.2799113282440606,Iris-virginica
+60,6.905735871660824,2.920362350484008,5.228733063571475,1.7256991975445795,Iris-virginica
+61,6.041453448932332,2.7535848455855585,3.8132812575310626,1.2445970422988712,Iris-versicolor
+62,4.914907278052299,2.9822441199368224,1.4463543018434373,0.25458641549653255,Iris-setosa
+63,5.142175385611087,2.8920206861583377,5.356604228267239,1.5248785526165167,Iris-virginica
+64,6.551620211450588,2.9102836078004923,5.552146080307789,1.867485547041945,Iris-virginica
+65,4.636791491401128,2.542709820164152,1.2620648173604474,1.3452075044548444,Iris-setosa
+66,4.902553426409795,3.315924874720348,1.622020004655553,0.23712215779388165,Iris-setosa
+67,5.860272136145941,2.7955709288683295,4.909631946255852,1.2467037515037087,Iris-versicolor
+68,5.943935426399469,3.564978950515867,1.6787265307427433,0.23899507671610123,Iris-setosa
+69,6.871405291373734,2.454017818106232,5.167694780857249,1.8872817887058617,Iris-virginica
+70,7.231951191222933,2.87292434251846,4.556147247536238,1.781179784724897,Iris-versicolor
+71,6.360746165139548,2.85944242507933,5.15883935627923,1.674049377421246,Iris-virginica
+72,6.675275101151401,3.5678231550575323,5.635220233313596,2.1763386907324875,Iris-virginica
+73,5.51913024423698,2.765816520322709,3.976572023887991,1.3140688056552685,Iris-versicolor
+74,5.161596850030837,3.4414356098492678,1.4329584425556492,0.22426236168530445,Iris-setosa
+75,5.065813527749559,3.52527135303924,1.6224357395984224,0.44569543334805894,Iris-setosa
+76,5.336666587760557,2.920095594781037,5.103509610773587,1.7509603909801776,Iris-virginica
+77,6.173563452349575,2.884567628671662,3.988081321720209,1.1867850137022302,Iris-versicolor
+78,5.224623206721949,3.1557985435420735,1.815233498129384,0.22492620003205396,Iris-setosa
+79,6.014573667953365,2.735651784162643,4.4627770746498365,1.462707397296755,Iris-versicolor
+80,5.0611065009243985,3.5131782272781185,1.5871077747210036,0.3503479351722348,Iris-setosa
+81,5.956877985152983,2.7830653330678667,4.8689166893880715,1.3209898384150516,Iris-versicolor
+82,6.020670398953702,3.199794717216308,5.5154428898199015,1.8201082892449356,Iris-virginica
+83,5.858654071240293,3.397781385087736,4.7664881742339045,1.456022693446335,Iris-versicolor
+84,4.7739973036929255,2.9485605179158587,1.378981254300634,0.1857878076109576,Iris-setosa
+85,5.343000676046109,2.9729079105055045,1.5873271522537604,0.3684728255672911,Iris-setosa
+86,5.027531478543706,3.142133405557349,1.3419380687327183,0.24486370229211024,Iris-setosa
+87,5.146887594826135,4.101276407946537,5.359474144690038,2.469324068138518,Iris-virginica
+88,6.386837318110855,3.1075055630961326,4.773780061474804,1.4668783195663293,Iris-versicolor
+89,4.853768596944972,3.7495357252707118,1.4220962485465405,0.27649765103792534,Iris-setosa
+90,6.64695238516072,3.469502989094094,4.836444767233324,1.4784568979968287,Iris-versicolor
+91,5.152466970616996,3.030422482525757,4.8989606749530505,1.445413796476194,Iris-versicolor
+92,6.2220044439567666,2.808392885811589,4.551754896388471,1.7889672685386715,Iris-virginica
+93,4.919083853205069,3.1916449898318207,1.5859795565312513,0.15398280984772156,Iris-setosa
+94,5.405039814836883,3.018773714628234,1.2699076585580595,0.14129635538171342,Iris-setosa
+95,5.413037416118149,3.1787456226177873,5.270192553540886,2.3129192816685267,Iris-virginica
+96,4.945408498047419,3.681577650471677,1.41095431675051,0.2246981152854611,Iris-setosa
+97,5.455863955225427,3.4041185119634125,1.55694158282092,0.4530572535076771,Iris-setosa
+98,5.085521912948845,3.371129165387326,5.023676862957094,1.6616980356350088,Iris-virginica
+99,6.181489937653041,3.124988488885699,5.183761861083997,1.5707131867312438,Iris-versicolor
+100,5.753676485160139,3.1291955984932867,4.265080570386018,1.425612885351316,Iris-versicolor
+101,6.245157812081779,3.1796322309725698,4.957427114435541,1.9370907203801748,Iris-virginica
+102,6.264780966926502,2.1887561121412444,3.7226010849782893,1.3608634492923284,Iris-versicolor
+103,6.146520183809265,2.980901581661781,4.833177068056359,1.7033496235888692,Iris-versicolor
+104,5.651713528324731,3.1356627823310643,1.430743242407328,0.22126829445838872,Iris-setosa
+105,5.953631040209635,3.6708868449613403,4.963585044429141,1.7389866868289152,Iris-setosa
+106,6.166144030112262,3.5946430818571447,5.190968098597732,1.6792802759079637,Iris-virginica
+107,6.269055212199952,3.1342737802834657,5.451158184713706,2.126026180097643,Iris-virginica
+108,6.626412175135318,2.8052826552333587,4.539480528467839,1.691967128117482,Iris-versicolor
+109,4.967140285832917,3.643694945337713,1.4137037611951389,0.12067305450260399,Iris-setosa
+110,5.838444228972701,3.0422494167516425,4.586208580259224,1.4363078648495455,Iris-versicolor
+111,5.040182717099247,2.5885892776804416,3.6570042473662205,0.9217876643366115,Iris-versicolor
+112,5.879480386226058,3.4767508420314437,4.348030773045277,1.5531464165600397,Iris-versicolor
+113,5.571879049011121,3.0350548421431336,4.202785257468715,1.114198677034333,Iris-versicolor
+114,4.956167558814405,2.9087032434251174,5.027018935565368,1.839125810877538,Iris-virginica
+115,6.308057835423729,2.3908787474427595,4.051387872896673,1.0788415911842688,Iris-versicolor
+116,6.542963887587352,2.810621984620424,4.3204383085859615,1.2674265051212064,Iris-versicolor
+117,5.920126932669469,3.1499473191093625,5.060633529541458,2.097818303229139,Iris-virginica
+118,5.803124624947734,3.2353917416037894,1.5428407742538952,1.761307063781911,Iris-setosa
+119,7.709290085581665,3.3583710256753587,6.464820109625097,2.1783517740949514,Iris-virginica
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..7c242413d5c244654a9722042288dff15b7c6e20
--- /dev/null
+++ b/iris/tvae/4/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.489821898038993,3.341819384207085,5.261978093671747,2.0909253898571887,Iris-virginica
+1,5.302942209813723,3.5525679938696566,1.6735316559217948,2.0007126967740185,Iris-virginica
+2,7.005735606515362,2.82688834674046,5.1185913373474365,1.797128535192593,Iris-virginica
+3,5.560205141533193,2.604805193673883,4.169507524037803,1.469878911092565,Iris-versicolor
+4,6.593313135946763,2.6267984974613587,5.387513702436346,1.949021286855744,Iris-virginica
+5,6.850935440207156,3.2640525093811497,5.174366767949619,2.466828645338544,Iris-virginica
+6,5.4564535971134,2.5356615444470267,3.6637342536878243,1.1343005387903782,Iris-versicolor
+7,5.899375268893652,2.6664782401879505,4.75826287347365,1.5584767252707437,Iris-versicolor
+8,5.070644286233199,3.177317017292762,1.3963015561834282,0.24349709139791542,Iris-setosa
+9,4.82903086816934,2.540326418478729,4.015847075022577,1.2229799199252245,Iris-versicolor
+10,5.970396699955068,2.9780272572778146,4.742224522943746,1.4863113713180125,Iris-versicolor
+11,4.688049701638382,3.3407729194067732,1.59104287980063,0.11407791061111916,Iris-setosa
+12,6.683752938891179,3.0371778465483925,5.766770454233025,2.245141477190801,Iris-virginica
+13,4.808512905246384,2.951093026898011,1.5239108723732147,0.11788999214557147,Iris-setosa
+14,5.026376868394471,3.291691204844967,5.061832907358511,1.7862436917954654,Iris-versicolor
+15,5.6881070168653345,3.7332427205820453,5.065719263704203,1.6968551701103598,Iris-setosa
+16,6.581305824437232,3.568437087975516,4.664432267308113,1.3373722037315199,Iris-versicolor
+17,5.826981260039377,3.238031107702485,5.046719718785645,1.746142451474693,Iris-versicolor
+18,4.793345660319661,3.518417006602106,1.3601667640967863,0.19768268318638088,Iris-setosa
+19,6.267949570130071,3.540090906776277,4.83785280670018,1.4948713710543287,Iris-setosa
+20,6.600728101447762,3.1982161019568403,5.551243962543361,2.1359520881288203,Iris-virginica
+21,6.4863059760425195,3.256501394616037,4.376950110444514,1.5132241374394788,Iris-versicolor
+22,5.067637454141376,3.8713642293815904,1.5729592091264974,0.25504030615605544,Iris-setosa
+23,5.153134901045283,3.1983489257525095,1.4081471034128918,0.39341321656156997,Iris-setosa
+24,6.633126029800309,2.625462994456013,4.613684722802586,1.884918652317081,Iris-versicolor
+25,6.60663178649597,3.047452092663863,5.463320271382554,2.0066602870278487,Iris-virginica
+26,7.24808216648622,3.173489223434967,6.427426167516678,2.2377679211015535,Iris-virginica
+27,4.901053934172388,3.307973586477234,1.6403060547618917,0.247317124704374,Iris-setosa
+28,6.433300653907926,2.8265545689943417,4.595245848100151,1.2447868175667454,Iris-versicolor
+29,5.176705558802185,2.8055772933825893,4.936886598274006,1.6091651555809392,Iris-virginica
+30,5.764233917553024,3.501303548808418,1.4271798312484307,0.2839084302045669,Iris-setosa
+31,5.175393703250766,3.4054750748136584,1.6229935975066656,1.6047766751985109,Iris-setosa
+32,4.827833558433705,2.8684865027156823,1.291891432861117,0.2775589396457012,Iris-setosa
+33,6.305933596602668,3.0692767992178984,4.713480091881122,1.7102958885020132,Iris-virginica
+34,6.42271886669497,3.054341811714525,4.8811980250786196,1.2910390436355246,Iris-versicolor
+35,6.945073107510534,2.9047279766127545,5.015282581261114,1.9109281033089842,Iris-virginica
+36,4.961562833261799,3.8777806202341583,1.5622731535805878,0.3275541694887303,Iris-setosa
+37,5.761847016967959,2.9011485596061855,4.090209752651142,1.2408711099379142,Iris-versicolor
+38,5.664009629879292,3.202750742825591,1.6177509892251185,0.2904402166277276,Iris-setosa
+39,7.250341184043183,2.904789186255869,5.225677553535808,2.030678287660751,Iris-virginica
+40,5.942759622293316,2.6807649291199636,4.344634938171843,1.1772530433017965,Iris-versicolor
+41,5.04135069590197,3.0036965803291196,3.990556513294938,1.3979689642400577,Iris-versicolor
+42,6.06531169087867,2.886469954441724,4.975410994503336,1.958261570133423,Iris-virginica
+43,5.659335359885087,3.8096006272811627,1.605759539724383,0.18371791103541152,Iris-setosa
+44,7.555899967858261,2.7968362936425293,5.423615844342974,2.1794123510964036,Iris-virginica
+45,4.955925744858538,3.2744127769578304,1.606675845952204,0.17171709157556347,Iris-setosa
+46,6.208419564378814,3.5845377216766363,5.120794221504071,1.9948361228600167,Iris-virginica
+47,5.436845756611254,3.3200325764865903,1.427174174694504,0.10304077259798014,Iris-setosa
+48,5.929964577481748,2.7807210735460495,3.6625354117340145,1.3800278812976847,Iris-versicolor
+49,6.227266274102787,2.5419191985988148,4.639152122918427,1.2156146626471032,Iris-versicolor
+50,7.116597022733631,3.0749003244851734,5.4535316171274175,1.8216815440058098,Iris-virginica
+51,6.260737349229909,2.8910468076732965,5.007293674478089,1.7683418755707885,Iris-virginica
+52,6.834927825023152,3.1924928271504265,5.615599039175802,1.8584317798566363,Iris-virginica
+53,6.709703395774452,3.1577941590033154,4.334145134506411,1.2897480886341477,Iris-versicolor
+54,5.215859394353807,2.9176705596413552,4.6266658387661845,1.4608053487408978,Iris-versicolor
+55,6.635953339715153,3.2936827489499576,5.069071628158139,1.9633491728894352,Iris-virginica
+56,6.296856728980742,2.578971403131177,4.280374489083764,1.2788417914111931,Iris-versicolor
+57,5.150969277534987,2.6414148812273055,1.4111435176471496,0.21105143547396404,Iris-setosa
+58,5.27241868946756,4.010595471326221,1.5094725115039378,0.3405390662480713,Iris-setosa
+59,5.12400068098434,3.2489898614025314,1.507504801365574,0.31086748039992296,Iris-setosa
+60,5.219974907596844,3.754396617940741,1.5755570748447845,0.4924641405550158,Iris-setosa
+61,5.1768897119421995,3.3996976971693322,1.8549355511777996,0.18621030267228542,Iris-setosa
+62,4.475949847180724,2.7014892256014345,1.3699894222079512,0.2052192634357881,Iris-setosa
+63,6.082115319864658,2.8355116952954664,5.051220431070376,2.005898907371633,Iris-virginica
+64,6.138254161380228,2.915563357954933,1.343033039045534,0.1678353847021123,Iris-setosa
+65,4.963776219277036,2.8558682564775224,1.442480978153323,1.2644366988027809,Iris-setosa
+66,6.537198693794855,3.0676074699858016,5.41192897007572,1.9696828443920198,Iris-virginica
+67,5.321693329527024,2.36425801213251,3.359464245251739,1.2781792259150415,Iris-versicolor
+68,4.63184106449123,2.9601213406792266,1.2178052613153203,0.2597524342740541,Iris-setosa
+69,6.5258162986966175,2.7466956515129697,5.486671852188994,1.8384503102122047,Iris-virginica
+70,4.9287926337060055,3.008818180642111,5.105438478934707,1.6998769769018054,Iris-virginica
+71,6.491188063904043,3.4384557124244295,5.186909547840062,1.8521166376793072,Iris-virginica
+72,7.1059403818006714,3.113761781572031,4.573551837027369,1.3886260963214436,Iris-versicolor
+73,6.468027697740525,3.2449144838686594,5.768978540006458,1.992802463609144,Iris-virginica
+74,4.803079835256641,3.0368062230240196,1.5648734345019486,0.18289287727666154,Iris-setosa
+75,4.813504407006838,3.7224922248493297,1.408643744675545,0.31016762868562603,Iris-setosa
+76,5.5817826861410325,3.0091090739391984,5.320642970440488,1.4872041681339034,Iris-virginica
+77,5.905078842951867,3.215447553510353,4.738469676123424,1.7637318385616352,Iris-versicolor
+78,6.195659874057107,3.273214366357495,4.4564346173634934,1.422615197650225,Iris-versicolor
+79,6.687875559752486,3.4437046740112933,5.526870662385984,2.216210002865627,Iris-virginica
+80,5.1800504065004045,3.5373090742661857,1.4756949263325416,0.20558586931082062,Iris-setosa
+81,6.574876067475132,2.7024322263518274,5.241190761761265,1.7360209488370044,Iris-virginica
+82,4.820437280097823,2.650188602954943,1.3382782838907963,0.20064380345650373,Iris-setosa
+83,6.153874905799502,2.8719814535447394,5.0031209112747685,1.9728630590244802,Iris-virginica
+84,7.943967171865204,3.88487940601629,5.8903891254219145,2.2723747229864677,Iris-virginica
+85,6.911973498126624,3.256958038053412,5.421114835113717,2.4090738414356343,Iris-virginica
+86,4.3457820517828205,2.9483799431283373,1.4541873997367696,0.11079226272536125,Iris-setosa
+87,6.410051997535013,2.960133267836471,5.652346157818249,1.9224249242015998,Iris-virginica
+88,5.967459314153571,2.814405159406078,4.151946052425706,1.353721000853155,Iris-versicolor
+89,5.433519751524164,3.2846838246041106,4.840802547845681,2.021060860366388,Iris-virginica
+90,5.478012951533002,2.856453085773875,5.36169419711357,2.1429866573447223,Iris-virginica
+91,7.072842519651544,2.7741405778516053,6.0715137926771225,2.1188623152812975,Iris-virginica
+92,5.280034111791517,2.8813199092611836,4.467082905203905,1.61410031831189,Iris-versicolor
+93,5.687258931491151,3.425687076371718,5.408222034487858,1.7537874493230512,Iris-virginica
+94,4.650895638152939,3.205367627301821,4.073324599329559,1.2639092742568943,Iris-versicolor
+95,5.993835555530995,3.3648659998323027,1.5085775185840125,0.1326838878368283,Iris-setosa
+96,4.808914781843071,3.2590813704309656,1.4831741327339525,0.20839074623299997,Iris-setosa
+97,6.3276200906522035,3.3252089555193143,5.39852603204894,1.9878770747140342,Iris-virginica
+98,6.286909497827049,2.905863117669018,4.731261640957401,1.5754041008578403,Iris-virginica
+99,5.163287312701843,3.1822135545484715,1.3772096028971434,0.22561580937130668,Iris-setosa
+100,5.946461837967042,3.308169968629968,4.810879135955428,1.5009506075473111,Iris-versicolor
+101,6.507177666941083,2.931132310136243,5.109429263744887,2.0393651255922385,Iris-virginica
+102,5.629371653628905,2.964207981428434,5.054795167195882,1.9373469769306637,Iris-virginica
+103,5.600740041440586,3.1622257463468357,4.15446026038012,1.2407690363744552,Iris-versicolor
+104,5.7167021237052555,3.0462352194401645,4.855128791163949,2.0239734421989035,Iris-virginica
+105,7.84965313381826,3.541903528612412,6.197276736428697,2.0381376674387797,Iris-virginica
+106,5.421395752754484,2.7459588475896712,3.688007197999078,1.2610258252366622,Iris-versicolor
+107,5.971022320897753,2.804628157740917,1.4009430785870138,0.002469065313992991,Iris-setosa
+108,5.815308449423396,3.2542605679829024,4.844191176954922,1.7121200897003928,Iris-virginica
+109,4.9941983276740745,3.76962726483919,1.7055202155596434,0.26543991061565714,Iris-setosa
+110,5.6923262974460815,3.4446842762522545,1.3399298029717126,0.3018342229086062,Iris-setosa
+111,6.522012166497286,2.8980792894060414,5.779878215269142,1.9162673285312986,Iris-virginica
+112,7.241502208997531,3.4007097719317088,6.624598722413147,2.526636656785129,Iris-virginica
+113,5.656626180835217,2.3496664086073897,3.6362924327851136,0.8128570456729545,Iris-versicolor
+114,5.538732983494366,3.178924909751391,4.507706416099193,1.7444436856124594,Iris-versicolor
+115,4.764250427208572,3.382760950557887,1.559588390748025,0.27716961826706055,Iris-setosa
+116,5.407738318756668,2.92692050728166,1.480548599425254,0.16508840737110336,Iris-setosa
+117,5.4954479409116095,3.828692839861459,1.5005308509907114,0.46133130240718545,Iris-setosa
+118,5.63051343865303,2.91975560967963,4.648287742835776,1.3573046503609165,Iris-versicolor
+119,5.844322395655629,2.5783234814471485,4.259252876957664,1.3441232327927028,Iris-versicolor
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..184d454e9d7b9defe2876f4f7420d29d34ca6258
--- /dev/null
+++ b/iris/tvae/4/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.201465856044512,3.2728459217885875,4.698331141684735,1.6416303740920801,Iris-versicolor
+1,5.9747438131291535,2.3916905139182782,3.6961929165959186,1.1467697190420094,Iris-versicolor
+2,6.849618959574007,3.084332616424882,4.599033949874305,1.762531086704467,Iris-versicolor
+3,5.627200754094172,2.9617862272165874,4.481856778567567,1.5464408549038944,Iris-versicolor
+4,5.391653123383961,3.0770590088974505,4.990928878891247,1.4303449712942407,Iris-virginica
+5,5.666473242117584,3.9485740374141556,1.6764310852312976,0.356223040289264,Iris-setosa
+6,6.7581708295214105,2.9501255639999697,5.324115323570674,2.2893415150069494,Iris-virginica
+7,5.265013801139128,3.274960321322589,1.2866130871482844,0.2567401493714067,Iris-setosa
+8,6.551231475322174,2.828729032823145,4.7261394235510705,1.4623423468198817,Iris-versicolor
+9,5.63185896444922,2.4366237550141814,3.849994850437641,0.9862793646626659,Iris-versicolor
+10,5.4370417305523935,3.2278873079185475,1.5913759965421215,0.19734867714326815,Iris-setosa
+11,6.4448738334550235,3.108728265306859,5.258813618442364,2.084029443988945,Iris-virginica
+12,5.927838868123205,3.4466985767117304,5.728239673829898,1.827075465505933,Iris-virginica
+13,5.230437951725865,3.334335882367188,1.554390443411916,0.3527847728458882,Iris-setosa
+14,4.972774106289093,3.5131502495645597,1.296229079520449,0.20319582408326126,Iris-setosa
+15,5.360609040233528,3.5599795729717556,1.437594331666882,0.35831466960660435,Iris-setosa
+16,5.259795562886049,3.4224539029165584,1.6317786951653048,0.33578591262247404,Iris-setosa
+17,5.19414496317851,3.448993966049708,1.936327770778195,0.4961941472504692,Iris-setosa
+18,6.251889099042627,2.9541491064639156,4.827593632879098,1.2434227013974257,Iris-versicolor
+19,4.668892079706205,2.0837231300256014,1.2324064939369865,1.2648150797186812,Iris-setosa
+20,5.665962238085614,3.4926669365273595,4.907120793559227,1.4491775214351625,Iris-versicolor
+21,5.085846193293341,2.9124195624832234,1.3080571592559485,0.1907115475098543,Iris-setosa
+22,5.1290020568490675,2.1022475133252887,4.009029822373293,1.3279779017595903,Iris-versicolor
+23,5.965844412072292,2.928362191593447,4.114942288723633,1.122981952063835,Iris-versicolor
+24,6.435046784926324,2.195831850560233,4.182520225904472,0.9685718133832325,Iris-versicolor
+25,5.99957928994012,3.209089838582275,5.596237462305101,1.8683633066339145,Iris-virginica
+26,5.078295753123817,3.0430060492900055,1.4629791434272421,0.2543511739555046,Iris-setosa
+27,6.033034885897501,2.243773921309919,3.6702768994068267,0.8209648198254915,Iris-versicolor
+28,5.030667722465749,3.5863301450369547,1.4875883613075696,0.3146015148630684,Iris-setosa
+29,6.448641945759827,2.7190424412177205,4.348028235536081,1.4775609545536101,Iris-versicolor
+30,5.2841379881581805,3.5276935792015975,1.493235659598365,0.20114309528989244,Iris-setosa
+31,5.830541582007946,3.0994633401471723,5.205523103047477,1.3585047158720953,Iris-versicolor
+32,5.996017300582232,2.9044051160106337,4.259719466009227,0.9079247608426801,Iris-versicolor
+33,4.874149018585332,2.9569476351065775,1.3123927192563798,1.4261625004959884,Iris-setosa
+34,6.206208415485972,3.440876980715451,5.341029255768369,1.9161405001299658,Iris-virginica
+35,5.1306466129977855,3.3339240019591156,5.334462326079361,2.019423124169471,Iris-virginica
+36,5.8176230377718605,2.8580471258770803,4.201738203539484,1.1409060666443716,Iris-versicolor
+37,6.946579607340114,3.2226793582964595,6.418229452628557,2.105251847678561,Iris-virginica
+38,5.778095254271319,3.1726285299897805,4.5580002785915115,1.2571916411845563,Iris-versicolor
+39,6.518190127592536,2.756098640143886,5.352995130641172,2.0962818741987537,Iris-virginica
+40,5.280194526911076,3.2223522740171013,4.4925855599506255,1.3599897991057663,Iris-versicolor
+41,6.420899456463849,2.983000083126311,4.868600138260948,1.526003596287692,Iris-versicolor
+42,6.281888915166906,2.9089884858313595,4.534043949438732,1.7350563206128238,Iris-versicolor
+43,6.637551853064038,2.7555671414605865,4.355888435332508,1.0692616876320264,Iris-versicolor
+44,6.046918780543409,3.124929644518169,5.032112118492235,1.3248964975023276,Iris-versicolor
+45,7.1618345384729984,3.0877020175793835,6.052015495849667,2.0788540627187437,Iris-virginica
+46,6.243020219895754,3.017227895394089,3.894716363383198,1.5372707228234637,Iris-versicolor
+47,4.559609529506229,3.220240808427727,1.5974484930294908,0.14643638344528198,Iris-setosa
+48,6.975392191234598,2.8553791379184656,5.592910594995291,1.9025525353154373,Iris-virginica
+49,5.283979851307429,2.739538258232451,5.095710617192791,1.7375832362242916,Iris-virginica
+50,6.067201701442135,2.1926150163249285,3.576377872320375,1.0140873017457828,Iris-versicolor
+51,7.56615533769925,3.723446184545979,6.295864752289698,2.1882692347996953,Iris-virginica
+52,5.874430254146597,2.894769714614094,4.434882872745558,1.4687180929087003,Iris-versicolor
+53,6.314148897013288,2.7562851673531044,3.961770210708048,1.6114062210943496,Iris-versicolor
+54,5.170460610225827,3.239119118866706,1.3709050359671549,0.1663209526179642,Iris-setosa
+55,5.31028328730316,3.080073872532257,1.4623589524290534,0.16062848065414778,Iris-setosa
+56,6.388275829096525,2.687888522470801,3.9682971519858974,1.6086103482144352,Iris-versicolor
+57,6.126429324570141,2.8246372326393456,4.540658610405203,1.2924171052404434,Iris-versicolor
+58,6.061940057288108,2.650789529233355,3.995641362084196,1.32863553682888,Iris-versicolor
+59,4.916731035282088,2.5968782722215016,4.3857328709335945,1.4036392692197854,Iris-versicolor
+60,5.947188403361162,3.5120925479929146,1.5261847447838106,0.20158075281130614,Iris-setosa
+61,5.655677693103059,3.56289140556314,1.6313843562322827,0.27819732630711785,Iris-setosa
+62,4.626298790889869,3.0570546163252983,1.4423324945529108,0.2812679442332033,Iris-setosa
+63,5.881873268869104,3.152574222950739,4.839553949023812,0.16491333677699058,Iris-versicolor
+64,5.6345033297586,3.0502439715136753,1.1516247779083721,0.008739084211084047,Iris-setosa
+65,5.365244061175239,2.9469924727370707,4.070745055429812,1.1235587006006909,Iris-versicolor
+66,6.338110065044197,3.034882348685485,5.0618622269244815,2.152261911758977,Iris-virginica
+67,5.036520924429318,3.2390118773734393,1.4527519454657867,0.2217413124447851,Iris-setosa
+68,5.074301275826794,2.912724949945409,1.3992903866268438,0.22780952089523723,Iris-setosa
+69,6.843723578082033,3.47114784253809,5.619613270394871,2.0112982321371455,Iris-virginica
+70,6.680638263076517,3.128598903848,4.494319876463854,1.4550630476194946,Iris-versicolor
+71,5.128072613902303,3.711390993712697,1.469819690628478,0.16817280022379216,Iris-setosa
+72,5.757631418785454,3.1900547401595074,4.757790744005934,1.5523683765618517,Iris-versicolor
+73,5.447479316531175,3.510591302507391,1.4642106101134433,0.32964758074268874,Iris-setosa
+74,5.345439373850055,3.649725324674868,1.461590664368754,0.24552016936114338,Iris-setosa
+75,5.078351899382557,3.072103612243331,1.5496879953797447,1.3425465077057188,Iris-setosa
+76,5.989998011886677,2.8224204773100903,4.9966541084752185,1.680713774582135,Iris-virginica
+77,5.922677532249427,2.354551599048592,4.930870313869644,1.6343277804701886,Iris-versicolor
+78,6.968553145930657,3.1022374515290867,5.881839346204134,1.9505453242226691,Iris-virginica
+79,4.867070761929345,3.2683860353724214,1.4030194577311723,0.12059237602756706,Iris-setosa
+80,5.018162338352423,2.456475170667167,4.099994284708166,1.0879375057486436,Iris-versicolor
+81,4.606096873632398,3.0953817573148426,1.5692321792345048,0.22435811122366478,Iris-setosa
+82,5.519803746928636,2.577144342378076,4.877496155783806,2.063164520246097,Iris-virginica
+83,6.146661164520571,3.447812894698604,5.240162861313546,1.9505687321614005,Iris-virginica
+84,5.83535938751243,2.9437714475128454,4.2392108036605505,1.2901792660469182,Iris-versicolor
+85,6.377553072646405,3.3265948796905196,4.5285451858036145,1.5739083590040839,Iris-virginica
+86,6.098617153168627,2.6276644904740247,4.728397704281388,1.762286520956194,Iris-virginica
+87,6.11360705353176,3.3238560727303423,4.702850445512388,1.8180492129545571,Iris-versicolor
+88,5.962906740584454,3.609600086020092,1.2664075085291817,0.1828203886458437,Iris-setosa
+89,6.045553672851727,2.968209045195485,5.326977572091751,1.925200274072328,Iris-virginica
+90,5.219012886949593,2.803179342037878,1.2586895864618013,0.20130039806940359,Iris-setosa
+91,5.2188472543395275,2.3915462701241714,3.5865055182869217,0.9528218184882133,Iris-versicolor
+92,5.48928877273018,3.111799568146951,5.303680769432501,1.9237917173904064,Iris-virginica
+93,6.06918697639377,2.97904735675017,4.683775737997366,1.7205642233939316,Iris-versicolor
+94,7.583462849837584,2.8415447501745335,5.502787485777205,2.083759125725174,Iris-virginica
+95,5.287856428190089,2.98738984268649,1.8199467505850748,0.16987566926771858,Iris-setosa
+96,4.998396666598683,3.3069815505819853,1.5499569977776824,0.24142025921852944,Iris-setosa
+97,5.211202886820762,3.5431465558225703,1.4979290125500695,0.07820159107874722,Iris-setosa
+98,6.064057505433462,3.514279527932937,4.665913309807351,1.5816875941844024,Iris-versicolor
+99,7.528662527487964,3.672486947935553,6.578012183424551,2.237501837540586,Iris-virginica
+100,5.189165650200223,3.2545716725799316,5.360618804382497,1.8037194500856515,Iris-virginica
+101,4.740030434046512,3.093563237073531,1.1527227222055858,0.210693664842383,Iris-setosa
+102,6.050630566962083,3.5545737096744627,5.498106359283161,2.045727156580914,Iris-virginica
+103,4.885863386974846,2.815808012897918,1.4636397900320686,0.1315437589762505,Iris-setosa
+104,5.75926167683849,2.891621955331598,5.0512222400343605,1.4956844109693572,Iris-virginica
+105,5.616719257141227,3.482538729315817,4.756232669615949,2.0701725422600457,Iris-virginica
+106,6.817584796878563,2.977364961906217,5.387132309312504,1.8816795651951181,Iris-virginica
+107,6.478146785869692,3.0070711886583976,5.915940078440334,2.16540590700917,Iris-virginica
+108,6.981453163599727,3.3853193123083263,6.273358517917227,1.9502295655315294,Iris-virginica
+109,5.084496283329441,3.488624000598708,1.3412307703703261,0.24651775435771237,Iris-setosa
+110,6.163452583454235,3.071258278390463,5.3438373701452235,2.0023872307350565,Iris-virginica
+111,5.2485728721435585,3.160572413191272,1.3894790049434977,0.2521559333601106,Iris-setosa
+112,4.909757489033656,2.9570191020406793,1.5765380553069246,0.24190614479684094,Iris-setosa
+113,6.041938764389022,2.8113289731086675,4.569099325015191,2.1789567075062,Iris-virginica
+114,5.63703206969079,4.34150502868169,1.7728950484056056,0.5240891759810329,Iris-setosa
+115,5.193132131451634,3.585681335122465,1.5498763682719707,0.21996297574274565,Iris-setosa
+116,7.292582720561392,2.9377484926637356,5.857773926282758,2.1799351024792166,Iris-virginica
+117,5.892244661858733,3.641999100973657,4.443002611556259,1.3720429012269584,Iris-versicolor
+118,5.347664533842435,2.846371595628597,4.852736164676829,1.8179664033821639,Iris-virginica
+119,6.183960276414547,2.7990385947062704,4.114086141432456,1.1683358902699004,Iris-versicolor
diff --git a/iris/tvae/4/6/test.csv b/iris/tvae/4/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/6/train.csv b/iris/tvae/4/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/6/val.csv b/iris/tvae/4/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/7/synth.csv b/iris/tvae/4/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5976233d58917c5a45a13e2b6bbaab2c17e2cd6d
--- /dev/null
+++ b/iris/tvae/4/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.425334133783245,3.056703679121074,4.688886669888791,1.5837529715808643,Iris-versicolor
+1,4.892043055580293,2.5492100944880374,3.9119313456909097,1.4529854383422975,Iris-versicolor
+2,5.462376660267717,2.87422772997586,4.53972369621312,1.1849372740007613,Iris-versicolor
+3,5.913630902996495,3.5441658320109997,1.4615264943630926,0.22424464809646044,Iris-setosa
+4,5.9749247545445705,3.088087719935247,5.006877098277923,1.547308722091311,Iris-versicolor
+5,7.13598298638611,3.35899088462539,5.648135127026346,2.1607316377807217,Iris-virginica
+6,5.3130783988558825,3.4876938447440966,5.508924902479224,2.0913470216602272,Iris-virginica
+7,4.498413498016082,3.2529375097887128,1.3708929574384008,0.2362240055418374,Iris-setosa
+8,5.273203608071945,3.3285793516564812,1.251383460270124,0.08096367825812703,Iris-setosa
+9,5.829330868612996,2.469618334492107,3.4107708804815933,0.7491717367527274,Iris-versicolor
+10,4.165892629845015,2.3057443300664016,1.2253554367927193,0.22843584244071533,Iris-setosa
+11,6.359355306308088,3.118774303610997,5.1246378235281655,1.7775781914607351,Iris-virginica
+12,4.640124191699594,2.564051354230624,1.1943197688037974,0.13379674654636142,Iris-setosa
+13,6.615385568191431,3.046195733731306,4.639589908131826,1.6627085146882294,Iris-versicolor
+14,5.191597318660419,3.0541123025557937,1.4592106167038166,0.17073554570319133,Iris-setosa
+15,4.806270533799752,2.8084182560617363,5.194777327824012,0.24851598878309766,Iris-setosa
+16,5.601777118711161,3.2223494710851277,1.3297361289184835,0.07621809015648548,Iris-setosa
+17,5.059579431167358,3.0949274928367854,1.3686152572244596,0.3253136843952313,Iris-setosa
+18,5.510600734170669,2.379753438542882,5.001956697741521,1.9265380161188415,Iris-virginica
+19,4.651199481856492,2.89942952773817,4.607203442479403,1.4481330751311317,Iris-versicolor
+20,5.288377832588191,3.082562289290822,1.6170932662901238,0.2681462168624868,Iris-setosa
+21,5.2182110293268416,3.760276577357889,1.6030606965865857,0.2519176346437242,Iris-setosa
+22,7.131588831972024,2.9435374692199705,5.817992444498561,2.177040082807902,Iris-virginica
+23,5.810087526389747,3.2011799636557914,1.5025375159078873,0.20795084092811494,Iris-setosa
+24,5.421772810518007,2.669375937977796,1.5409594573011076,-0.04743480351488616,Iris-setosa
+25,6.237368215208743,2.771478099558464,4.850217107259837,1.499880496246883,Iris-virginica
+26,6.781722249527906,2.9930460047743503,4.540088535856078,1.5275052316822626,Iris-versicolor
+27,5.148885322879659,2.789904399159878,4.9894694139892035,1.8860621780760964,Iris-virginica
+28,6.990676299501132,3.106657629551685,5.673097225981136,2.404424031389208,Iris-virginica
+29,4.975839129488016,3.4416728949666657,1.467844208920834,0.15337923989656854,Iris-setosa
+30,5.415772224970195,3.071043744871524,4.700149649444338,1.484481836758398,Iris-versicolor
+31,5.666776291876934,2.6851997362941074,4.741832648076088,1.4772655003225597,Iris-versicolor
+32,5.377188037094463,3.194572547317687,5.600732544565932,1.8991344636196843,Iris-virginica
+33,5.84388924008903,3.8586399602783663,1.4049853584933887,0.19839602050745136,Iris-setosa
+34,5.3660164037102955,2.908678071909425,4.383616296392872,1.022201761491754,Iris-versicolor
+35,5.932480097714331,3.5483613135041323,4.914533521287652,1.6546502394136848,Iris-versicolor
+36,5.419008799370407,2.5383438105404665,4.677969006580771,1.6738915196441677,Iris-virginica
+37,5.76946974134626,3.0674356913646776,4.777673765012162,1.8474564749828346,Iris-virginica
+38,7.213134002412005,3.055421719861187,4.998992670997432,2.261370609402066,Iris-virginica
+39,4.611729164763782,2.9391110403512726,1.3961240154770456,0.18747943754961283,Iris-setosa
+40,5.144112050808472,3.3091877941959895,1.463786595993324,0.2981278399819769,Iris-setosa
+41,5.929755337901609,3.079204164357218,3.912001298345353,1.4948047630515822,Iris-versicolor
+42,7.513474646789548,3.906517163841146,5.846881844843975,1.9703446688548274,Iris-virginica
+43,5.49289628096781,3.2785188177664,1.5324331712011205,0.3151000571968425,Iris-setosa
+44,5.494928460574614,3.3023805475582435,4.953316027494774,1.6348981609445394,Iris-versicolor
+45,5.743301093433924,3.519337811881764,5.278549541292253,1.8316145211629646,Iris-virginica
+46,5.894144038526113,2.42682363678429,4.185289478678163,1.3821564719620452,Iris-versicolor
+47,5.508199457761071,3.4061363245512717,4.771213708140732,1.9000352413926815,Iris-virginica
+48,6.284648577325936,2.7336120442516694,4.522642549608056,1.8017130866144055,Iris-virginica
+49,5.12607390711393,2.86560599081236,5.157684983351345,1.7518942471425347,Iris-virginica
+50,7.840222441499384,3.240803519274624,6.547422031504096,2.519232505149977,Iris-virginica
+51,6.022451481418271,2.645732485358245,4.036997530676033,1.3150712342490054,Iris-versicolor
+52,6.356190858795976,2.9785344773442013,5.5282961128821455,1.876017504652486,Iris-virginica
+53,4.8130931813570275,3.2772394224133277,1.3012743267823417,0.09586656296539378,Iris-setosa
+54,5.35063838257398,2.5675669516273696,5.015277216855744,1.9734184296950923,Iris-virginica
+55,5.763680496378992,2.986018177214616,5.060814779282042,1.8982123501848072,Iris-virginica
+56,5.788937953715884,3.2890480998931677,5.041192600311121,1.4313287311287246,Iris-versicolor
+57,6.362110360657467,3.8261334309357684,1.7768038002399815,0.5728497226445264,Iris-setosa
+58,6.827554112129572,2.6423850975934444,6.1392035646135,2.1072741780609165,Iris-virginica
+59,7.119639348114826,3.3637027617418767,5.742831215777388,2.0569509482821022,Iris-virginica
+60,4.996221567827315,2.365173063786382,3.7096625633938736,1.0357557516780012,Iris-versicolor
+61,4.7885480673249,3.7515220674588576,1.4399445677251568,0.21341539877933374,Iris-setosa
+62,5.350815408081223,2.8572638756227,1.0563458225507238,0.16176681535823212,Iris-setosa
+63,7.260756363984424,3.400638245667216,5.855815503763267,2.0067538312399633,Iris-virginica
+64,6.141494558452086,3.003060552274281,5.226007055836673,1.781644355180731,Iris-virginica
+65,6.3155234292834095,2.555118407466438,5.196694581601569,1.9572759713691443,Iris-virginica
+66,6.120143384283303,2.7784299348570314,4.66392379794308,1.3389271789854782,Iris-versicolor
+67,6.914526338907984,3.1283551655784834,6.309974840825505,2.0341068277923267,Iris-virginica
+68,7.091348763593001,3.448221887985113,5.928761987771069,2.4242626764204354,Iris-virginica
+69,6.093525793002123,3.3014020649705778,5.011767146608387,1.9020373138886049,Iris-virginica
+70,6.726630646250231,3.172835012455444,4.349347167806681,1.4036622251576278,Iris-versicolor
+71,5.498652232071442,2.706268874508681,3.9780657698240054,1.4642021646709957,Iris-versicolor
+72,5.938131669434153,3.3032094031509294,5.004157946902653,1.4704226176479351,Iris-versicolor
+73,5.225051858147696,3.1162739992070922,1.545130147913182,0.30173453842225895,Iris-setosa
+74,5.806876320285948,2.641139869522171,4.445274139313585,1.5703851672908398,Iris-versicolor
+75,5.348776039568175,3.7365369311068974,1.3458806326935886,0.1419263539461959,Iris-setosa
+76,6.121609938405701,2.987258880014229,5.945407162017818,2.1787121875471778,Iris-virginica
+77,5.601736578702095,3.6763507919634963,1.3566487979172202,0.2027776540283973,Iris-setosa
+78,6.031435679865444,3.285067829233207,4.397767153186036,1.46985689053777,Iris-versicolor
+79,5.576247538333728,3.8175533713501797,1.8454526836260272,0.5087074826866504,Iris-setosa
+80,6.244698685905039,2.6133826817007715,4.605189114186983,1.3641724328142624,Iris-versicolor
+81,7.423557090426357,3.5802302264674664,6.226005850955039,2.42957846753514,Iris-virginica
+82,5.1860802532065895,2.8678771661124065,1.4378513204386227,0.4943348574761606,Iris-setosa
+83,4.967801634066064,3.029157077596246,1.406827521505516,0.30357633737170886,Iris-setosa
+84,5.811954481195648,2.5652543226652433,4.332892876047994,1.2924609441299117,Iris-versicolor
+85,5.5259003750331885,3.607932580301707,1.4138295174377316,0.16991542626909562,Iris-setosa
+86,5.606122496145883,3.7573627393493814,1.3784612655885986,0.3530597693762234,Iris-setosa
+87,5.200408951796427,3.6080739421715324,1.6480326783122412,0.26662985595178507,Iris-setosa
+88,7.326248826021874,2.8874630400242776,4.743142669022893,1.581226239706718,Iris-versicolor
+89,6.2801096817934345,2.877392100432103,4.365918636498822,0.9513380368943843,Iris-versicolor
+90,6.084475355210024,3.006543890368364,4.67553787258549,1.4866504959934512,Iris-versicolor
+91,6.876064831451156,2.8549908728705464,5.560422757036909,1.791827750098903,Iris-virginica
+92,5.722626701450375,2.4407372105373772,3.5815450400862017,1.0039275433380883,Iris-versicolor
+93,5.193992123042259,3.241223211495327,1.3151760462916768,0.217717760084719,Iris-setosa
+94,5.085422102422468,3.2819288516077023,4.901371269230034,1.5094804360489305,Iris-setosa
+95,5.816480113185384,2.6856392496585424,4.116158021534768,1.440701357063748,Iris-versicolor
+96,6.231650849644899,2.582338448742723,4.364810783129671,1.5698523644416813,Iris-versicolor
+97,7.153186149884389,3.0904419272768,5.336899078295396,1.694391068558685,Iris-virginica
+98,4.813669200201089,2.9682953823189533,1.369654169331446,0.14193607321510895,Iris-setosa
+99,6.6510568406422825,3.332638099513048,5.7373794201213055,2.159564447323544,Iris-virginica
+100,5.903665411465368,3.512081863844715,5.751943121835216,2.1286868713210954,Iris-virginica
+101,6.542628617188503,3.1590304217822736,4.0138092824206675,1.1992307371639588,Iris-versicolor
+102,4.890606790522069,3.4533206191799266,1.314133386256701,0.1348189064265702,Iris-setosa
+103,5.080997111846691,2.750249817610769,4.2164677770251435,1.1252865928762108,Iris-versicolor
+104,6.177565385769306,2.7852839159632596,4.525427060357217,1.7801381891425772,Iris-versicolor
+105,5.167788798759651,3.2562948059179337,1.498306662006435,0.4480706463456582,Iris-setosa
+106,5.247682055482808,3.490749466165286,1.519200331444593,0.15519488085240452,Iris-setosa
+107,6.673409177229662,2.6831768083422722,5.603353074889687,1.8138979084742983,Iris-virginica
+108,5.35651898198506,3.161413675696695,1.6150235601157081,0.17349390562288391,Iris-setosa
+109,5.126881044009629,3.5061872377118712,1.3638650925897138,0.16719564066995368,Iris-setosa
+110,6.083791053970678,3.209644266856109,5.792941029565816,2.082945767451187,Iris-virginica
+111,5.916357842124746,2.570492598132231,4.663392391021909,1.2694520026304565,Iris-versicolor
+112,6.357585808276745,3.527732560298935,5.050226816906551,1.8576470553973654,Iris-virginica
+113,4.673354400575222,3.069768541698894,1.0965083418158996,0.19793230748824314,Iris-setosa
+114,5.9666945970900755,3.0100245047601897,4.3860680617849015,1.1445737593908074,Iris-versicolor
+115,6.15769840733097,3.338271584520931,4.696859899962366,1.5916105253348347,Iris-versicolor
+116,6.942458818958826,3.312855958477674,4.062752056582411,1.6865999109335588,Iris-versicolor
+117,6.261454106887761,2.8176338033751773,5.32623727836631,1.810594777065277,Iris-virginica
+118,5.040591873772105,3.3574796651511396,1.5419921881790688,0.3741774270035742,Iris-setosa
+119,6.763221531440571,3.098321261931365,5.110110774756785,1.8042782731078573,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..65cafacf389586207f40bffaa90e39751231ae4d
--- /dev/null
+++ b/iris/tvae/4/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.837176838011159,2.9074905484277864,1.3781675329091692,0.317564866473061,Iris-setosa
+1,5.314676162080897,3.8455238729536454,1.6489201309208443,0.25240554003475957,Iris-setosa
+2,4.876219341064169,3.6140762675874147,5.12998430018761,1.5918275001894695,Iris-setosa
+3,5.476732217219013,2.7529220109010937,4.14744123517956,1.2004278907031054,Iris-versicolor
+4,5.298599397365173,3.0726654129043527,4.7148658697066335,1.5613605072831855,Iris-versicolor
+5,6.137023119616932,3.034664110584775,5.880691235526001,1.855046534784397,Iris-virginica
+6,6.479031819100962,2.7936444910699367,3.926359552497537,1.1643243973466517,Iris-versicolor
+7,7.459951225124403,2.937963657848169,5.512293906579567,2.6493996815643426,Iris-virginica
+8,5.683271057646069,2.808514345235197,4.6995563439463135,1.5735998906623494,Iris-virginica
+9,5.551332877643157,2.62114425263599,3.9101729023441862,0.9127619902737609,Iris-versicolor
+10,5.063266227382521,2.5969064755022586,4.357080646812516,1.1604995417127397,Iris-versicolor
+11,6.1348537853089855,3.4662720552743593,1.6061863382511543,0.3661150930863789,Iris-setosa
+12,6.707804318402363,3.4961130757648644,5.498631927817754,2.550885500593644,Iris-virginica
+13,5.715420160992326,3.546956554991149,1.5879730357657496,0.16750365210650203,Iris-setosa
+14,6.188003418762762,2.790961447073958,4.998434925503903,1.6801056676230857,Iris-versicolor
+15,6.183262959367356,3.1428501775564492,4.969408451009701,2.239744344543466,Iris-virginica
+16,7.005302309849554,3.231630466300764,5.918242729192216,1.9256968582940477,Iris-virginica
+17,6.154853932293434,2.9172673198826984,4.6037076279872515,1.5969866282499514,Iris-versicolor
+18,7.361447533642505,2.8839935466308706,5.961342435931088,2.1815681542503396,Iris-virginica
+19,4.887030004824591,3.3750069915314844,1.291997102342657,0.24690255013496631,Iris-setosa
+20,6.6434429229467815,3.1730236619978944,5.086112772379363,1.61707801939508,Iris-versicolor
+21,5.228240768279866,3.1023096367892897,4.61694199854396,1.8429750883498102,Iris-virginica
+22,5.01990655038956,3.856372595449414,1.4356192138527168,0.19265808859224803,Iris-setosa
+23,6.10450772609811,3.287147952357504,4.780999281711152,1.7586522354786274,Iris-versicolor
+24,4.880341047748053,2.9382405122222606,4.661214342448354,1.5627298740574211,Iris-virginica
+25,5.217028205233346,2.874586557939926,1.2676607411037795,0.027405887200815326,Iris-setosa
+26,5.328667290894709,3.2745606094487347,1.5407778556143372,0.4048232411939422,Iris-setosa
+27,5.323835005003693,3.0700050433799126,5.156189180649386,1.5041700817550834,Iris-setosa
+28,6.778984092643232,3.1962244812121527,5.140744802277429,1.9901746237580837,Iris-virginica
+29,4.831929942292757,2.6151189088819398,1.3962480451768733,0.1425627820230373,Iris-setosa
+30,7.009847869667922,3.3391792565589236,5.7034052035932294,2.4860594788559047,Iris-virginica
+31,5.225320562643801,3.467814918792556,1.41621369205832,0.1584374227638164,Iris-setosa
+32,6.012388060633067,3.074760963492692,4.938948459666615,1.39936726994297,Iris-versicolor
+33,6.073031573444886,2.4839140649420375,4.312570758531194,1.4176786048078907,Iris-versicolor
+34,5.006743202492291,3.299506812288721,1.4287003260965325,0.23628653685449796,Iris-setosa
+35,6.153524669162331,2.877583887031694,4.874568753205001,1.432572887640684,Iris-versicolor
+36,5.9679942787505444,2.8350947533752433,4.543385032411078,1.2801442328917347,Iris-versicolor
+37,6.052425969619141,2.340456295195435,4.763454038184811,1.7355735507877377,Iris-virginica
+38,6.5204166139866055,3.1357860981821224,5.865490564188731,2.1985546434196324,Iris-virginica
+39,5.637981444383161,3.0966766147241707,4.606716991561297,1.4790363905709658,Iris-versicolor
+40,5.735709731085777,2.523334639347899,4.163676159980346,1.4034727213963116,Iris-versicolor
+41,5.461122085881366,2.374566086455287,3.761011479679877,1.0975874172891429,Iris-versicolor
+42,6.999510786286507,3.346017242000773,5.9320367218140175,2.1145770140111693,Iris-virginica
+43,5.191860369437492,3.829500598552526,1.5239979249487372,0.14526738072731524,Iris-setosa
+44,5.121984964242244,3.5735768651590964,1.237897532535757,0.23006444173776877,Iris-setosa
+45,6.3412021067967,2.8376914575840266,4.0704033673703535,1.2521317657812399,Iris-versicolor
+46,6.858320193802727,2.749903917447149,4.7071772952888145,1.22906943318729,Iris-versicolor
+47,6.786724831677319,3.003606907745906,4.724272091600216,1.775629525960071,Iris-virginica
+48,4.870941427271151,2.539852996124069,3.307288912339163,0.8570016807320456,Iris-versicolor
+49,5.0561430282386866,2.8784918161161985,1.3450070407688313,0.10853785216091175,Iris-setosa
+50,4.90147501398151,3.047209092656099,4.50209112308845,1.3771732169395126,Iris-versicolor
+51,5.200753898467079,3.1247134619806265,4.495597900233943,1.4738229516379409,Iris-versicolor
+52,6.352816777560238,2.76782593525967,5.332243573155801,1.943854253347946,Iris-virginica
+53,5.759159026915572,3.365963987353412,1.8145150514878527,0.37990973495192487,Iris-setosa
+54,6.894941660866737,3.4779250310209213,4.6523470847547905,1.79272432303683,Iris-versicolor
+55,5.3501476582521645,3.4575327446767807,5.243593712763078,1.925552269785123,Iris-virginica
+56,5.866322421516648,3.0341094841767426,5.2035366119997075,1.843771710006476,Iris-virginica
+57,5.1938523617798245,3.561999542785295,4.9833711588073495,1.8492732056971322,Iris-virginica
+58,6.1255539395978555,3.3119403757626746,4.249566876760525,2.0002928681374823,Iris-virginica
+59,5.904539810326491,2.7613309170632183,4.554556933951648,1.3535294315628938,Iris-versicolor
+60,5.255886310341822,3.1983592961300342,1.492955467097927,0.2506272376311447,Iris-setosa
+61,7.8595516751854,3.0010408111237012,5.894901686887753,1.950857609788753,Iris-virginica
+62,7.193867228679337,2.955651862542261,6.154355003948986,2.1328918723723236,Iris-virginica
+63,5.622770147017605,3.8051042017663024,1.6438078081555487,0.19376783961525873,Iris-setosa
+64,7.060271040314131,3.3677107605692433,5.788185728093347,2.3674352687058997,Iris-virginica
+65,6.19625508611042,3.2093514786129393,4.6633585499251735,1.7188413295976344,Iris-virginica
+66,4.712643860429178,2.998087304363951,1.186061148266548,0.31385025098969205,Iris-setosa
+67,5.489412228491721,3.769607689639936,5.1973945387772105,2.212895287674273,Iris-virginica
+68,5.34781621176894,3.2874031269081296,1.4069692579628092,0.3142645941210774,Iris-setosa
+69,6.281568213234485,2.9225432183153224,4.271903279435962,1.2449812367079802,Iris-versicolor
+70,5.048704865870619,3.3280996427379295,3.5065552982124233,1.2609712812024494,Iris-versicolor
+71,6.65482748616338,3.042440627069395,5.279084005057963,2.134339695428099,Iris-virginica
+72,6.986639056336404,3.7952737724251087,5.544458098187713,2.328864078889281,Iris-virginica
+73,6.035586422779794,2.96554219776989,4.809506997748329,1.8300355217875026,Iris-setosa
+74,5.842985444243714,2.4966710127449607,4.613022361822538,1.0184129162677358,Iris-versicolor
+75,4.978022960097768,3.763435209725883,1.457763098071436,0.02187152872620618,Iris-setosa
+76,5.3343610735568,2.8315539794475466,1.5492500248120287,0.24413707041160881,Iris-setosa
+77,5.230876038947933,3.527488288971457,1.5209537277121266,0.09104644294930073,Iris-setosa
+78,5.641136871794493,2.745443456176101,4.639713640455938,1.5064509008598148,Iris-versicolor
+79,5.794487205402493,2.606407319977497,4.404303822271152,1.140760580100846,Iris-versicolor
+80,6.306483430785785,2.9941257229879157,4.440408916113375,1.3403364553322619,Iris-versicolor
+81,6.105492161891495,2.7839504864084232,5.501933918663406,2.289903388351895,Iris-virginica
+82,6.048441144255832,2.9985050561770903,4.15185394105022,1.563278929206136,Iris-versicolor
+83,5.657704501216151,2.9845852835335998,4.363350860406264,1.3465672638303965,Iris-versicolor
+84,6.26990984375861,2.75440206886802,4.582339155644676,1.2709653268056755,Iris-versicolor
+85,5.1426458693653405,2.0961024238352217,1.135769516530931,1.4827277378127806,Iris-setosa
+86,6.135018437016772,3.3071026677552484,5.217653096311767,1.2292593113836126,Iris-versicolor
+87,6.002218786319403,2.5586904240537387,4.81970962216761,1.793590772521758,Iris-versicolor
+88,5.349894214434123,3.6651352361694003,1.4527495747515178,0.1592684588777602,Iris-setosa
+89,5.960261869363784,3.183585780032864,4.785609869471103,1.3902752239901637,Iris-versicolor
+90,6.137059548181014,3.5212722617125114,4.505559228184728,1.7525494421986831,Iris-virginica
+91,4.887814330638221,3.567091141851532,1.765677710661056,0.3156683222011205,Iris-setosa
+92,4.826300089270939,3.2267315630864486,1.4565623799264307,0.165666453931998,Iris-setosa
+93,6.6781298098433215,3.373199562107287,5.92848943194032,2.4084432561079936,Iris-virginica
+94,6.585566287628918,2.3091353255734766,3.8720608671508834,1.1280617126721415,Iris-versicolor
+95,5.18373310261065,3.173564509166766,1.2812978595388915,0.1532617049899922,Iris-setosa
+96,4.428181522930413,3.2911456325709003,1.39062571144753,0.21615147010956376,Iris-setosa
+97,5.457891982056516,3.3663204089929666,1.4243403455201085,0.24327290449802036,Iris-setosa
+98,4.537208840510212,2.8142155233840755,1.4044419759384446,0.21659769524896585,Iris-setosa
+99,8.003519142298954,3.414462375076989,6.533302774836919,2.298059113790015,Iris-virginica
+100,5.053709913988176,3.5172212944425962,1.8007067470585203,0.18837586656283684,Iris-setosa
+101,5.463477825524129,2.5892353895441342,5.012464720511473,2.0755683916124337,Iris-virginica
+102,5.465807094318728,2.803840294608969,4.633794106215629,1.8166174770968233,Iris-virginica
+103,7.122206923447621,3.4111695216366344,6.174466538092535,2.2551675085909517,Iris-virginica
+104,5.95636845383439,2.5974695958954634,4.633476645336046,1.0990796480579428,Iris-versicolor
+105,5.547341423317891,3.1545365994611925,1.4235926477767853,0.10585060155637208,Iris-setosa
+106,5.877333869321159,3.1011562268748634,4.59577498458524,1.783287369877858,Iris-virginica
+107,5.731174350769545,2.5056743644398916,3.860274135373774,1.1383616986924199,Iris-versicolor
+108,5.592942762707007,3.1200939081510586,1.5867985273192216,0.3439497412609303,Iris-setosa
+109,6.710881563095204,3.1976369025867637,5.340429658112719,2.0432236788961196,Iris-virginica
+110,4.886019566347716,3.8373358133708004,1.3401480885031658,0.26597883800223265,Iris-setosa
+111,6.019085492822166,3.0691472032008114,5.470028146313821,1.968367632253827,Iris-virginica
+112,6.388074781657889,2.492815678563572,4.259341503720774,1.3416447319977012,Iris-versicolor
+113,6.913044497144373,2.9788178826496408,5.177721026071296,1.7114561524279073,Iris-versicolor
+114,6.674687934654456,2.874181940161586,4.5983028130336425,1.5026489059352546,Iris-versicolor
+115,6.136861141322772,2.273799531071823,3.4931204339213027,1.0694394831621241,Iris-versicolor
+116,6.0897274198806395,2.57656117855307,4.205305864367212,1.5374869315299935,Iris-versicolor
+117,4.644772072081776,3.2247469902491455,1.4661028863382488,0.30416918019963085,Iris-setosa
+118,5.291792877799233,2.2891641122084176,3.96853532049461,0.8167658252854565,Iris-versicolor
+119,5.804384736140668,3.151169194206784,4.983161381009448,1.481885405000283,Iris-versicolor
diff --git a/iris/tvae/4/8/test.csv b/iris/tvae/4/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/8/train.csv b/iris/tvae/4/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tvae/4/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/4/8/val.csv b/iris/tvae/4/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tvae/4/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/4/9/synth.csv b/iris/tvae/4/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3606b88109bdc76417b1331289d0a629f8c74f44
--- /dev/null
+++ b/iris/tvae/4/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.144750765231844,2.6090174111356546,5.021602481226768,1.9110694521160843,Iris-virginica
+1,5.95419538850816,3.718193395078247,4.74232949214506,1.4879966326490501,Iris-versicolor
+2,4.653416550890512,2.997316391221366,1.4571550449893684,0.06057608819892715,Iris-setosa
+3,5.428463316318874,3.354593115288826,4.2086171809919115,1.5869579344232545,Iris-versicolor
+4,7.028805233412569,3.0282954002128872,5.456467698094846,1.921432881754188,Iris-virginica
+5,5.133870527744359,3.48899029568586,1.3804007548752848,0.2557733718926284,Iris-setosa
+6,5.137803687494015,2.448590736650598,4.106595563709039,1.1004064089789414,Iris-versicolor
+7,5.574566029633514,3.2934779953034883,5.465746648116063,2.042450503943936,Iris-virginica
+8,6.279388249254424,3.0958211656811407,4.442783379382453,1.6901787703940716,Iris-versicolor
+9,6.070379832701608,3.2572517232389675,5.37845171994519,1.911605576953668,Iris-virginica
+10,7.62737667864428,2.891985562613261,6.523932148096186,1.967570773265758,Iris-virginica
+11,4.7693547013673,2.332658419636421,1.4570982590860808,0.19239474052368036,Iris-setosa
+12,6.32129526045712,2.9620380004936786,5.122173081737136,1.5846993174801418,Iris-versicolor
+13,5.4805988482293,3.5197988912059515,5.143535012728526,1.7832870782122354,Iris-virginica
+14,6.130085440927535,2.865779567963993,1.4737708022139386,0.17926139264526797,Iris-setosa
+15,6.394345683278668,2.9796375656159615,4.333126522206815,1.459064838291053,Iris-versicolor
+16,6.6567374822520815,3.372048124052988,5.3756955300567775,1.935560828357032,Iris-virginica
+17,5.05876237530147,3.7942122602640493,1.5668342771447288,0.35374014472975673,Iris-setosa
+18,5.895880365423874,2.9646828766986486,4.730480272222157,1.9497867875858883,Iris-virginica
+19,5.238323327951491,3.3779977834722197,1.223392125697861,0.28033283666284403,Iris-setosa
+20,6.3577941246345295,3.689328561330487,5.129055542309704,2.035417784845481,Iris-virginica
+21,5.680201438365837,2.6001922333969087,5.009537461000374,1.8752607706174806,Iris-virginica
+22,5.032668241585066,2.538151134319377,4.0266320294635465,1.1749543318809215,Iris-versicolor
+23,6.295002560905703,3.05797295150776,5.4111286523162585,1.883349939918431,Iris-virginica
+24,6.145128605108317,2.8219151180988318,4.767410086675298,1.9418470044994711,Iris-virginica
+25,6.046504887629081,2.6472194996336778,4.3599332333120575,1.2916176919177786,Iris-versicolor
+26,6.452400677540643,3.1477673140807263,5.229424604065107,1.938751094836622,Iris-virginica
+27,5.480909940485229,2.914701512880489,4.372013324590093,1.1848054850118892,Iris-versicolor
+28,5.960885211509828,2.806723558223905,4.161386754448955,1.5061324424032738,Iris-versicolor
+29,4.754347781029023,3.655910519355963,1.5004485467372661,0.25294707424884755,Iris-setosa
+30,6.735660696929253,3.0213317952338112,5.6660338346771795,2.1826751149647485,Iris-virginica
+31,6.673339539282438,3.328422308866849,4.452583292904795,1.4458553133743404,Iris-versicolor
+32,4.903970028419572,3.2122423816234127,1.5924866738247325,0.3356239293111626,Iris-setosa
+33,5.385450936706539,2.428040181747747,3.9751236712610187,1.148496929150175,Iris-versicolor
+34,4.886236668498317,3.5271289344099017,1.6614360041348548,0.17354906926580593,Iris-setosa
+35,5.450343354614032,3.073187178429975,4.496725273152928,0.9977914042390854,Iris-versicolor
+36,6.4510083288613504,3.327822781554247,4.889589362934407,1.8116304142154431,Iris-versicolor
+37,5.40001110053492,3.4601160124479575,1.5505705823994136,0.3269814169894157,Iris-setosa
+38,6.481467718281802,2.9559268627585173,4.696753787047963,1.662566004696731,Iris-versicolor
+39,5.197915980149554,3.4684904676682233,1.5996495804370834,0.15736915651010555,Iris-setosa
+40,5.147255077152732,2.4820222869242587,3.493616405920304,0.9892762179944097,Iris-versicolor
+41,6.042837265605039,3.0957733036621002,5.151580540819898,1.8170336186160787,Iris-virginica
+42,4.834632317412816,3.753808954330113,1.5518142484451072,0.382673776273295,Iris-setosa
+43,6.30738177776608,3.3637857445575206,5.347963920572443,2.2763590152914337,Iris-virginica
+44,6.472974792347673,3.3017976834371137,6.090853978525013,1.9431278218171724,Iris-virginica
+45,6.279838769904642,3.184772900112957,5.690275322885648,2.2581480698064373,Iris-virginica
+46,7.870180292555537,3.2981878645098037,6.596700056657298,2.5321021998575537,Iris-virginica
+47,5.304272251728175,2.491129732265768,4.9034120025289125,1.8791332418392028,Iris-virginica
+48,7.764371358217788,3.45691834159846,6.149464372367424,2.3267504855646424,Iris-virginica
+49,5.262022723477364,3.402742804572857,1.584192129620847,0.2842818773210659,Iris-setosa
+50,6.026529435460096,2.598810001280553,4.985239596547782,1.9165478778109541,Iris-virginica
+51,6.9401092873854475,2.9008615246419827,5.503029377733222,2.114123337143339,Iris-virginica
+52,5.088478277191643,4.253533272597319,1.5215179448874516,0.4050065374488945,Iris-setosa
+53,5.4838589601947065,3.313196321853392,4.692374749173198,1.3966785594638838,Iris-versicolor
+54,4.48318597418324,2.666096191862092,3.9998536746273974,1.4576234945087378,Iris-versicolor
+55,7.154430157991776,2.779145673801513,5.584109697606847,1.8746405894522709,Iris-virginica
+56,5.842363985686353,2.784408264670877,4.700828111054064,1.8705703422203097,Iris-virginica
+57,6.326236774535535,2.933137319426478,4.863182643916056,1.3867280748281665,Iris-versicolor
+58,5.143439681815724,3.169441232585727,1.5182116303351232,0.178498179764022,Iris-setosa
+59,4.89034207496282,3.4695211125240224,1.3653833431757767,0.2518950342564244,Iris-setosa
+60,5.956831177483742,3.2411874179910587,1.2955231993903367,0.2254656586500182,Iris-setosa
+61,5.673008859207188,3.0816146563443385,4.998736933853237,1.6526256131605417,Iris-virginica
+62,6.105324843408311,2.926479988449402,5.912291178632028,2.0737445946905044,Iris-virginica
+63,5.1738633240388685,3.6152724548768305,1.5856206798760484,0.4047046131520736,Iris-setosa
+64,6.8078989931602605,3.3132612246461903,5.819976763994434,2.25068387851503,Iris-virginica
+65,6.484642586906346,3.134213814572326,5.195322773300261,2.045318497567385,Iris-virginica
+66,5.014855342074721,2.3092279883792877,3.893820200793283,1.0947416671292032,Iris-versicolor
+67,5.784124060048088,3.557091771857258,1.6038281929831966,0.24361591689468914,Iris-setosa
+68,7.007063566961274,3.21210879417959,5.884400619589449,1.9665653734726805,Iris-virginica
+69,6.378960600695042,3.7806934679015094,1.462199210949404,0.19585639477045688,Iris-setosa
+70,4.67797044066835,3.205015540485221,1.4967626153271463,0.11197110744325206,Iris-setosa
+71,5.952823568020542,3.1567568210799806,4.783256417764709,1.3172330857544894,Iris-versicolor
+72,6.122308144402887,2.426046177973172,4.765193974048935,1.8378132203826243,Iris-virginica
+73,5.382581256715731,2.9465008512763786,4.148099298980474,1.2603224868864882,Iris-versicolor
+74,5.037624527120733,2.591326832994011,1.133609619144679,0.19244576055696924,Iris-setosa
+75,5.204945782225104,3.5079968032873956,1.5429663994514091,0.21114697689529885,Iris-setosa
+76,5.090688290714557,2.516382468370656,4.3522896236662545,1.0723482816884857,Iris-versicolor
+77,5.015417358646711,3.027708632992224,1.5115797929524915,0.2249916464569551,Iris-setosa
+78,5.877771532736882,2.425998041110823,3.165484503519581,0.9290083000306945,Iris-versicolor
+79,6.861654419312439,2.708365240541797,4.9481770745336995,2.0320265965957707,Iris-virginica
+80,5.631199144278551,3.162781521924534,1.4941709260242912,0.30486304390628943,Iris-setosa
+81,4.954562993379346,2.79973957902672,1.3660585417344198,1.1916093689885088,Iris-setosa
+82,5.30892354169349,3.0683491188264314,1.515196356395109,0.250732767624347,Iris-setosa
+83,6.231547023342959,3.0524863041835326,1.4246021337093187,0.36571821456803666,Iris-setosa
+84,6.7914155811509325,2.6548422749816996,5.343060634959787,1.7506704652231144,Iris-virginica
+85,6.112559544096585,3.499376685513242,1.4715209722626532,0.24384779208160492,Iris-setosa
+86,6.845678044917391,3.048750356135369,5.744246850040545,1.744168032527052,Iris-virginica
+87,4.548890813298131,3.7869387974008473,1.2583841990580558,0.18686516849802148,Iris-setosa
+88,5.2825276954668166,3.80984361295257,1.4141123670795348,0.16639878640003852,Iris-setosa
+89,5.500979884705456,2.8712654936124427,4.305435815646173,1.055435833553189,Iris-versicolor
+90,5.719498375758572,2.6680395592670414,4.92486484252669,1.817962281646834,Iris-virginica
+91,6.531094695371607,2.9103434921641997,5.6565674877790455,2.3553871052172557,Iris-virginica
+92,6.387194496731591,3.09314906989073,5.14430596408876,1.5169543572702249,Iris-versicolor
+93,5.325250570581706,3.264633543431058,1.250148870329028,1.6869968649395313,Iris-setosa
+94,5.269246375872296,3.585381688116523,5.216884543806345,0.06528518825534951,Iris-versicolor
+95,5.341015608562718,3.570223861885307,1.620825604047607,0.40772565597972443,Iris-setosa
+96,6.970455188352796,3.710774780172625,5.482427945725398,2.523993324923961,Iris-virginica
+97,5.267089839863696,3.30991521601773,4.704059964505888,1.5253442191208617,Iris-versicolor
+98,6.5565475487317455,2.8211435310956183,5.021960669066353,2.0011556411762217,Iris-virginica
+99,6.552056092530181,2.732852802028495,4.915769278751316,1.8422510524013265,Iris-virginica
+100,5.08881505765625,3.3995595349415173,1.4794926133528943,0.26109412094813056,Iris-setosa
+101,5.713298379732356,2.497554173578438,3.952050172475478,1.1819201511696151,Iris-versicolor
+102,5.136267830233993,3.183934120714062,1.528242970141839,0.3531736659712881,Iris-setosa
+103,4.837389714643839,3.0733805684875524,1.364347094670072,0.2794553439490974,Iris-setosa
+104,5.392965125135812,2.4283180303302623,3.6301833960154575,0.9034829106870729,Iris-versicolor
+105,4.743616873037622,2.22810792723183,3.9428850382727214,1.4965102503980896,Iris-versicolor
+106,6.273448051313429,3.314835180355786,5.145416317438183,1.761465804611778,Iris-virginica
+107,7.4336260918854355,3.358184538916916,6.37267062165347,2.133003519661826,Iris-virginica
+108,5.207622823696639,3.4567628025590933,5.346095445865997,1.7686438721273974,Iris-setosa
+109,5.837799699111029,3.463000781697574,4.367733991319741,1.2916241126307135,Iris-versicolor
+110,5.2682984892010465,2.9657226778703065,1.6204134142811721,0.3583622734656986,Iris-setosa
+111,6.541756341840344,2.8821453095195615,4.699185178101988,1.8801687886332035,Iris-versicolor
+112,6.8382562103538955,3.458467983884957,4.871971678525513,1.3622835111389278,Iris-versicolor
+113,5.011836258480718,3.457008641762681,1.2761835689313918,0.11866363745921454,Iris-setosa
+114,5.219573105228419,3.4035589482939805,1.2885242611576664,0.15024963336737668,Iris-setosa
+115,4.858571722707434,2.8963380987408005,1.2438901314359332,0.10584399806300596,Iris-setosa
+116,6.517319646567331,3.140836123121349,5.570098436877866,2.2551638423759006,Iris-virginica
+117,5.482184182628999,2.5870082847123674,4.061285827164067,1.2384555774569117,Iris-versicolor
+118,4.896003182912268,3.6444975443025385,1.5829182140176639,0.351455886626329,Iris-setosa
+119,6.027896933574748,3.0369580791290947,4.39653989452189,1.1648353516749728,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..3e88aee8a3afb45c016d4e71b23e43a42096cbae
--- /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..a4ba908fea595cce1123588d39219f9f5216ab0a
--- /dev/null
+++ b/iris/tvae/4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d3bc6b6f559097a222b1c562e397852383b069383dcf52de62b192cbe3e318a4
+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..12f9c076c6859e13f8d13d6d086df72abc760b97
--- /dev/null
+++ b/iris/tvae/4/state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:990f2a35f0fda12cac993c09f1a76cc6b1e6ada1cc09f5adeaed224ca2188349
+size 768194
diff --git a/iris/tvae/4/tvae_eval.ipynb b/iris/tvae/4/tvae_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..04e79285bda6422a3ba549922d910fac7d9ca2bf
--- /dev/null
+++ b/iris/tvae/4/tvae_eval.ipynb
@@ -0,0 +1,2105 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "4a42ae56",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:07:55.632329Z",
+     "iopub.status.busy": "2024-07-25T10:07:55.631359Z",
+     "iopub.status.idle": "2024-07-25T10:08:06.590635Z",
+     "shell.execute_reply": "2024-07-25T10:08:06.589267Z"
+    },
+    "executionInfo": {
+     "elapsed": 556,
+     "status": "ok",
+     "timestamp": 1697339009466,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 10.972633,
+     "end_time": "2024-07-25T10:08:06.594335",
+     "exception": false,
+     "start_time": "2024-07-25T10:07:55.621702",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 35%\r",
+      "\r",
+      "Reading package lists... 35%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 44%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "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... 59%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n",
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "257692c2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:08:06.619951Z",
+     "iopub.status.busy": "2024-07-25T10:08:06.619588Z",
+     "iopub.status.idle": "2024-07-25T10:08:06.627639Z",
+     "shell.execute_reply": "2024-07-25T10:08:06.626790Z"
+    },
+    "papermill": {
+     "duration": 0.022313,
+     "end_time": "2024-07-25T10:08:06.629802",
+     "exception": false,
+     "start_time": "2024-07-25T10:08:06.607489",
+     "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": "767f3b59",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009927,
+     "end_time": "2024-07-25T10:08:06.649749",
+     "exception": false,
+     "start_time": "2024-07-25T10:08:06.639822",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "400e7316",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:08:06.671089Z",
+     "iopub.status.busy": "2024-07-25T10:08:06.670779Z",
+     "iopub.status.idle": "2024-07-25T10:08:06.678114Z",
+     "shell.execute_reply": "2024-07-25T10:08:06.677207Z"
+    },
+    "papermill": {
+     "duration": 0.020507,
+     "end_time": "2024-07-25T10:08:06.680118",
+     "exception": false,
+     "start_time": "2024-07-25T10:08:06.659611",
+     "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": "8327dd8d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:08:06.701454Z",
+     "iopub.status.busy": "2024-07-25T10:08:06.701151Z",
+     "iopub.status.idle": "2024-07-25T10:08:06.706276Z",
+     "shell.execute_reply": "2024-07-25T10:08:06.705449Z"
+    },
+    "papermill": {
+     "duration": 0.018126,
+     "end_time": "2024-07-25T10:08:06.708247",
+     "exception": false,
+     "start_time": "2024-07-25T10:08:06.690121",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = False\n",
+    "gp_multiply = False\n",
+    "df_name = 4\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tvae/4\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = True\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "a112d8b0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:08:06.731288Z",
+     "iopub.status.busy": "2024-07-25T10:08:06.731023Z",
+     "iopub.status.idle": "2024-07-25T10:08:06.738023Z",
+     "shell.execute_reply": "2024-07-25T10:08:06.736087Z"
+    },
+    "papermill": {
+     "duration": 0.021267,
+     "end_time": "2024-07-25T10:08:06.740612",
+     "exception": false,
+     "start_time": "2024-07-25T10:08:06.719345",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_est_eval_5_nogp_iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "repo = \"mlu_est_eval\"\n",
+    "if repo_index:\n",
+    "    repo = f\"{repo}_{repo_index}\"\n",
+    "if gp:\n",
+    "    if gp_multiply:\n",
+    "        repo = f\"{repo}_gp_mul\"\n",
+    "    else:\n",
+    "        repo = f\"{repo}_gp_nomul\"\n",
+    "else:\n",
+    "    repo = f\"{repo}_nogp\"\n",
+    "repo = f\"{repo}_{dataset_name}\"\n",
+    "print(repo)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "7cdf8c93",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:08:06.771872Z",
+     "iopub.status.busy": "2024-07-25T10:08:06.770648Z",
+     "iopub.status.idle": "2024-07-25T10:08:07.782406Z",
+     "shell.execute_reply": "2024-07-25T10:08:07.781304Z"
+    },
+    "papermill": {
+     "duration": 1.030376,
+     "end_time": "2024-07-25T10:08:07.784722",
+     "exception": false,
+     "start_time": "2024-07-25T10:08:06.754346",
+     "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": "cd209df4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:08:07.807653Z",
+     "iopub.status.busy": "2024-07-25T10:08:07.807311Z",
+     "iopub.status.idle": "2024-07-25T10:08:08.817714Z",
+     "shell.execute_reply": "2024-07-25T10:08:08.816592Z"
+    },
+    "papermill": {
+     "duration": 1.024356,
+     "end_time": "2024-07-25T10:08:08.819879",
+     "exception": false,
+     "start_time": "2024-07-25T10:08:07.795523",
+     "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": "0a1b7c71",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:08:08.844728Z",
+     "iopub.status.busy": "2024-07-25T10:08:08.844400Z",
+     "iopub.status.idle": "2024-07-25T10:08:08.854061Z",
+     "shell.execute_reply": "2024-07-25T10:08:08.853308Z"
+    },
+    "papermill": {
+     "duration": 0.023845,
+     "end_time": "2024-07-25T10:08:08.856066",
+     "exception": false,
+     "start_time": "2024-07-25T10:08:08.832221",
+     "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": "60e8fc40",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:08:08.880701Z",
+     "iopub.status.busy": "2024-07-25T10:08:08.880418Z",
+     "iopub.status.idle": "2024-07-25T10:08:09.247199Z",
+     "shell.execute_reply": "2024-07-25T10:08:09.246206Z"
+    },
+    "executionInfo": {
+     "elapsed": 573,
+     "status": "ok",
+     "timestamp": 1697340246093,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.381716,
+     "end_time": "2024-07-25T10:08:09.249735",
+     "exception": false,
+     "start_time": "2024-07-25T10:08:08.868019",
+     "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": "3427f71b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:08:09.273558Z",
+     "iopub.status.busy": "2024-07-25T10:08:09.273229Z",
+     "iopub.status.idle": "2024-07-25T10:08:10.911633Z",
+     "shell.execute_reply": "2024-07-25T10:08:10.910838Z"
+    },
+    "executionInfo": {
+     "elapsed": 17,
+     "status": "ok",
+     "timestamp": 1697340246097,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.653174,
+     "end_time": "2024-07-25T10:08:10.914168",
+     "exception": false,
+     "start_time": "2024-07-25T10:08:09.260994",
+     "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": "8a407e43",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:08:10.939345Z",
+     "iopub.status.busy": "2024-07-25T10:08:10.938946Z",
+     "iopub.status.idle": "2024-07-25T10:08:10.946383Z",
+     "shell.execute_reply": "2024-07-25T10:08:10.945647Z"
+    },
+    "executionInfo": {
+     "elapsed": 365,
+     "status": "ok",
+     "timestamp": 1697343112569,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.022116,
+     "end_time": "2024-07-25T10:08:10.948271",
+     "exception": false,
+     "start_time": "2024-07-25T10:08:10.926155",
+     "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": "c0f7ccba",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:08:10.971169Z",
+     "iopub.status.busy": "2024-07-25T10:08:10.970875Z",
+     "iopub.status.idle": "2024-07-25T10:08:10.975582Z",
+     "shell.execute_reply": "2024-07-25T10:08:10.974730Z"
+    },
+    "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": 0.018398,
+     "end_time": "2024-07-25T10:08:10.977545",
+     "exception": false,
+     "start_time": "2024-07-25T10:08:10.959147",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "407090db",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:08:11.000939Z",
+     "iopub.status.busy": "2024-07-25T10:08:11.000376Z",
+     "iopub.status.idle": "2024-07-25T10:08:11.116158Z",
+     "shell.execute_reply": "2024-07-25T10:08:11.115190Z"
+    },
+    "papermill": {
+     "duration": 0.130139,
+     "end_time": "2024-07-25T10:08:11.118682",
+     "exception": false,
+     "start_time": "2024-07-25T10:08:10.988543",
+     "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": "93717750",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:08:11.145254Z",
+     "iopub.status.busy": "2024-07-25T10:08:11.144376Z",
+     "iopub.status.idle": "2024-07-25T10:08:15.543883Z",
+     "shell.execute_reply": "2024-07-25T10:08:15.542714Z"
+    },
+    "papermill": {
+     "duration": 4.415322,
+     "end_time": "2024-07-25T10:08:15.546218",
+     "exception": false,
+     "start_time": "2024-07-25T10:08:11.130896",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-25 10:08:12.914994: 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",
+      "2024-07-25 10:08:12.915051: 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",
+      "2024-07-25 10:08:12.916589: 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": "ed68f323",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:08:15.571254Z",
+     "iopub.status.busy": "2024-07-25T10:08:15.570638Z",
+     "iopub.status.idle": "2024-07-25T10:08:15.578061Z",
+     "shell.execute_reply": "2024-07-25T10:08:15.577323Z"
+    },
+    "papermill": {
+     "duration": 0.021816,
+     "end_time": "2024-07-25T10:08:15.579902",
+     "exception": false,
+     "start_time": "2024-07-25T10:08:15.558086",
+     "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": "1f0dfc7a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:08:15.606765Z",
+     "iopub.status.busy": "2024-07-25T10:08:15.605868Z",
+     "iopub.status.idle": "2024-07-25T10:08:18.381769Z",
+     "shell.execute_reply": "2024-07-25T10:08:18.380968Z"
+    },
+    "papermill": {
+     "duration": 2.792223,
+     "end_time": "2024-07-25T10:08:18.384418",
+     "exception": false,
+     "start_time": "2024-07-25T10:08:15.592195",
+     "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": "75c234f6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:08:18.412001Z",
+     "iopub.status.busy": "2024-07-25T10:08:18.411274Z",
+     "iopub.status.idle": "2024-07-25T10:08:18.417842Z",
+     "shell.execute_reply": "2024-07-25T10:08:18.416927Z"
+    },
+    "papermill": {
+     "duration": 0.022758,
+     "end_time": "2024-07-25T10:08:18.420012",
+     "exception": false,
+     "start_time": "2024-07-25T10:08:18.397254",
+     "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": "bf9f6b97",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:08:18.445415Z",
+     "iopub.status.busy": "2024-07-25T10:08:18.444651Z",
+     "iopub.status.idle": "2024-07-25T10:08:18.965428Z",
+     "shell.execute_reply": "2024-07-25T10:08:18.964435Z"
+    },
+    "papermill": {
+     "duration": 0.53618,
+     "end_time": "2024-07-25T10:08:18.967852",
+     "exception": false,
+     "start_time": "2024-07-25T10:08:18.431672",
+     "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": "edd5010b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:08:18.995996Z",
+     "iopub.status.busy": "2024-07-25T10:08:18.995632Z",
+     "iopub.status.idle": "2024-07-25T10:08:19.015562Z",
+     "shell.execute_reply": "2024-07-25T10:08:19.014634Z"
+    },
+    "papermill": {
+     "duration": 0.036223,
+     "end_time": "2024-07-25T10:08:19.017540",
+     "exception": false,
+     "start_time": "2024-07-25T10:08:18.981317",
+     "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": "4b171a19",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:08:19.043895Z",
+     "iopub.status.busy": "2024-07-25T10:08:19.043173Z",
+     "iopub.status.idle": "2024-07-25T10:08:19.092004Z",
+     "shell.execute_reply": "2024-07-25T10:08:19.091060Z"
+    },
+    "papermill": {
+     "duration": 0.064532,
+     "end_time": "2024-07-25T10:08:19.094378",
+     "exception": false,
+     "start_time": "2024-07-25T10:08:19.029846",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'t_start': 0, 't_end': 904, 't_range': None, 'n_steps': 1, 'n_inner_steps': 1, 'n_inner_steps_2': 1, 'loss_mul': 1, 'div_batch': True, 'forgive_over': True, 'n_real': 0, 'n_samples': 64, 't_steps': 16, 'mlu_run': 3, 'target': None, 'lr': 0.004747413139187287, 'loss_fn': <function l1_loss at 0x7fc389cd4b80>, 'Optim': functools.partial(<class 'torch.optim.adamw.AdamW'>, amsgrad=True)}\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": "f8baa04a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:08:19.122307Z",
+     "iopub.status.busy": "2024-07-25T10:08:19.121936Z",
+     "iopub.status.idle": "2024-07-25T10:08:19.141167Z",
+     "shell.execute_reply": "2024-07-25T10:08:19.140414Z"
+    },
+    "papermill": {
+     "duration": 0.035738,
+     "end_time": "2024-07-25T10:08:19.143353",
+     "exception": false,
+     "start_time": "2024-07-25T10:08:19.107615",
+     "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": "ff98474d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:08:19.168857Z",
+     "iopub.status.busy": "2024-07-25T10:08:19.168571Z",
+     "iopub.status.idle": "2024-07-25T10:08:19.173078Z",
+     "shell.execute_reply": "2024-07-25T10:08:19.172212Z"
+    },
+    "papermill": {
+     "duration": 0.019533,
+     "end_time": "2024-07-25T10:08:19.175090",
+     "exception": false,
+     "start_time": "2024-07-25T10:08:19.155557",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "2eda178c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:08:19.200700Z",
+     "iopub.status.busy": "2024-07-25T10:08:19.200409Z",
+     "iopub.status.idle": "2024-07-25T10:08:19.588358Z",
+     "shell.execute_reply": "2024-07-25T10:08:19.587542Z"
+    },
+    "papermill": {
+     "duration": 0.40332,
+     "end_time": "2024-07-25T10:08:19.590686",
+     "exception": false,
+     "start_time": "2024-07-25T10:08:19.187366",
+     "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": "668ca823",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:08:19.620399Z",
+     "iopub.status.busy": "2024-07-25T10:08:19.619612Z",
+     "iopub.status.idle": "2024-07-25T10:08:19.629876Z",
+     "shell.execute_reply": "2024-07-25T10:08:19.628983Z"
+    },
+    "papermill": {
+     "duration": 0.026623,
+     "end_time": "2024-07-25T10:08:19.631771",
+     "exception": false,
+     "start_time": "2024-07-25T10:08:19.605148",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu step every 16 starting 0 until 904\n",
+      "mlu step times 1*1*1\n",
+      "mlu samples 64 / 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": "b8678d1e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:08:19.658055Z",
+     "iopub.status.busy": "2024-07-25T10:08:19.657764Z",
+     "iopub.status.idle": "2024-07-25T10:08:19.665970Z",
+     "shell.execute_reply": "2024-07-25T10:08:19.665254Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697343113004,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.023544,
+     "end_time": "2024-07-25T10:08:19.667883",
+     "exception": false,
+     "start_time": "2024-07-25T10:08:19.644339",
+     "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": "ed64873f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:08:19.694223Z",
+     "iopub.status.busy": "2024-07-25T10:08:19.693952Z",
+     "iopub.status.idle": "2024-07-25T10:09:31.573219Z",
+     "shell.execute_reply": "2024-07-25T10:09:31.572291Z"
+    },
+    "executionInfo": {
+     "elapsed": 286822,
+     "status": "ok",
+     "timestamp": 1697343399823,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "wGsDQTlk8Zl1",
+    "papermill": {
+     "duration": 71.895032,
+     "end_time": "2024-07-25T10:09:31.575436",
+     "exception": false,
+     "start_time": "2024-07-25T10:08:19.680404",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.011854410171508789\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.004025757312774658\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.004242360591888428\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.004352748394012451\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.003773927688598633\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0037356019020080566\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0042261481285095215\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.004080593585968018\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.004630863666534424\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.005353152751922607\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0055084228515625\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(-14.57601547241211, 4.678173542022705)"
+      ]
+     },
+     "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": "1673d078",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:09:31.613116Z",
+     "iopub.status.busy": "2024-07-25T10:09:31.612762Z",
+     "iopub.status.idle": "2024-07-25T10:09:31.641761Z",
+     "shell.execute_reply": "2024-07-25T10:09:31.641048Z"
+    },
+    "executionInfo": {
+     "elapsed": 403,
+     "status": "ok",
+     "timestamp": 1697343400203,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.050103,
+     "end_time": "2024-07-25T10:09:31.643825",
+     "exception": false,
+     "start_time": "2024-07-25T10:09:31.593722",
+     "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": "3a319139",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 228
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:09:31.679521Z",
+     "iopub.status.busy": "2024-07-25T10:09:31.679228Z",
+     "iopub.status.idle": "2024-07-25T10:09:32.522499Z",
+     "shell.execute_reply": "2024-07-25T10:09:32.521703Z"
+    },
+    "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": 0.863797,
+     "end_time": "2024-07-25T10:09:32.524806",
+     "exception": false,
+     "start_time": "2024-07-25T10:09:31.661009",
+     "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": "5e1b5e4e",
+   "metadata": {
+    "executionInfo": {
+     "elapsed": 10,
+     "status": "aborted",
+     "timestamp": 1697343400204,
+     "user": {
+      "displayName": "Rizqi Nur",
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