diff --git a/iris/tvae/0/0/synth.csv b/iris/tvae/0/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..af4a9859b8fd039a0a683653ef26cf9a74fc2327
--- /dev/null
+++ b/iris/tvae/0/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.984109709962934,2.7023992483431507,4.274369663623396,1.4512170444183026,Iris-versicolor
+1,5.16526274772618,3.1064561093673912,1.4806668221347283,0.3111238148854582,Iris-setosa
+2,5.117727722869266,3.239937539792872,1.454839256674966,0.3282642143048424,Iris-setosa
+3,7.520236200600666,2.8453683386036963,5.130630845851438,1.952098966361536,Iris-virginica
+4,5.670278684930314,2.954574661818401,1.3380368511313157,0.04344239931120744,Iris-setosa
+5,4.376111037710738,3.22208548894827,1.2415905764151123,0.2001394061056599,Iris-setosa
+6,5.243460953017334,3.291223613830096,1.7491555441740578,0.3881115688280265,Iris-setosa
+7,4.307614376355811,3.3523645163001277,1.5348257666375775,0.14240534358957568,Iris-setosa
+8,6.206847875517596,3.3689855459972606,5.170182475689858,2.2419069830548133,Iris-virginica
+9,7.330799230528439,2.881314089211928,5.836836194713464,2.0807881097599386,Iris-virginica
+10,6.5222561157646615,2.594359458372189,4.868652975342102,1.5227503547964671,Iris-versicolor
+11,7.362199400391105,3.0086886499298644,5.69091502389926,2.12631378787882,Iris-virginica
+12,6.3682001951805125,3.0504020123158284,4.858003006180468,1.8589612680060732,Iris-versicolor
+13,6.31036910730046,3.1656421669434063,4.660435405317663,1.6678410989306032,Iris-versicolor
+14,6.183261280769991,2.2627510091030425,5.310507422277937,1.5340651194715627,Iris-virginica
+15,5.061738888029177,3.310661693340214,1.6143141267344405,0.2976284222784398,Iris-setosa
+16,6.781558435740881,3.0404871827737106,5.198438906964697,2.1027942746250674,Iris-virginica
+17,4.8622636115417865,3.0821805593332,1.2604936328168475,0.10582398892922087,Iris-setosa
+18,6.606483900137548,3.351362923413242,5.120279818162583,2.3263011745845246,Iris-virginica
+19,5.713782776071271,2.734906726772112,4.3727189816655,1.378951667245322,Iris-versicolor
+20,4.392917679951397,3.335251647012878,1.3673257624030202,0.10663707191253871,Iris-setosa
+21,5.1511637897966995,3.751871788752262,1.5185608612098902,0.36236698479879426,Iris-setosa
+22,5.483581800554045,3.134860429043771,4.686871149061742,1.3695706204378575,Iris-virginica
+23,6.031901322275123,2.552583995421884,4.168069763115924,1.0773416051734914,Iris-versicolor
+24,6.182736270313634,3.093578520224313,3.811003046069782,1.337380821794239,Iris-versicolor
+25,4.557666844573864,3.1622561023072597,1.4088144486287235,0.09195024366762528,Iris-setosa
+26,5.365663235403857,2.683322171823349,4.323410713706702,1.1468271754623278,Iris-versicolor
+27,5.0207609033661535,3.388574737317692,1.602124661586918,0.282557099555899,Iris-setosa
+28,7.470359231624486,2.497700166457304,5.751784634616895,2.3086122600916754,Iris-virginica
+29,6.907605856561573,2.624276940348626,5.29389891590497,1.8266389126747882,Iris-virginica
+30,5.514141111778,2.909156697131257,4.484554759809319,1.4124881424119642,Iris-versicolor
+31,6.416639709281483,3.2890122898523826,3.9481515613862106,1.5267313513762184,Iris-versicolor
+32,6.118912219678285,2.6289599785384077,4.582585404310142,1.2227043741808186,Iris-versicolor
+33,7.36426993779002,3.423310594609837,6.7929610650446355,2.0303284384693456,Iris-virginica
+34,6.429070346501036,2.9972065080747794,4.740694841836782,1.6814218991137002,Iris-virginica
+35,5.789821447756211,2.7760526950270523,4.2153402136924525,1.2420997883228058,Iris-versicolor
+36,6.4820685821795125,3.4427077334528726,5.256956485224031,2.2643592142335134,Iris-virginica
+37,5.367674873421775,3.466897005904949,1.7080111630674868,0.633600399440523,Iris-setosa
+38,6.148500603467431,3.0724020772043277,4.5688131527992475,2.1570620469022583,Iris-virginica
+39,7.269940505508323,2.6934736265308796,6.585140047655461,2.323787302014203,Iris-virginica
+40,6.620870329381998,2.9854206780602213,4.796629928451979,1.5839542168940202,Iris-virginica
+41,6.064514310630356,2.7817712776384385,5.032181088289476,1.3904510999142965,Iris-versicolor
+42,5.6088548121033694,2.9281880412696784,4.07961568312377,1.3802942150950146,Iris-versicolor
+43,5.038636146597966,3.2708686237496853,1.6432921990199811,0.21977794650308646,Iris-setosa
+44,5.007636629618856,3.258787380973507,1.6713549140602133,0.3321235546871284,Iris-setosa
+45,6.730907768477774,2.930992438792072,5.582167899940025,2.099655587797992,Iris-virginica
+46,5.501148877838639,2.901577339916286,4.36075347911437,1.6184268730409836,Iris-versicolor
+47,7.575563276527362,2.753579768934643,6.578202180097576,2.2329186611614675,Iris-virginica
+48,6.194900843796852,3.2181067128548775,4.901157992602505,1.5930087717173138,Iris-versicolor
+49,6.305445307069568,2.5561303806821547,4.47243215961218,1.1754524895304552,Iris-versicolor
+50,5.040380057367223,2.513596494357671,3.67603440205996,1.0116947536588605,Iris-versicolor
+51,6.71487345871697,3.6841441950181717,5.745314751143784,2.5095491144601745,Iris-virginica
+52,5.084878869584213,3.394558181247147,1.787664187427584,0.28135300243510636,Iris-setosa
+53,4.830163058363276,3.748730561465463,1.2953077317912596,0.1680098405962614,Iris-setosa
+54,4.73843712738856,3.0263129289980135,1.4414738794782358,0.2921835550173624,Iris-setosa
+55,7.112568483144077,2.9985594349272655,5.786367694106563,2.210172111666441,Iris-virginica
+56,6.495259818021305,2.9660338243251365,4.7176233292179495,1.5837800479048476,Iris-versicolor
+57,7.29833846248007,2.879309942214349,6.018906626077656,2.31647077750966,Iris-virginica
+58,4.90237838333708,3.128440699417994,1.4093632231652873,0.3454087009549962,Iris-setosa
+59,5.192719625621733,3.735719913540901,1.5565616513893894,0.3795055036587488,Iris-setosa
+60,6.561417358502137,2.8281825014113426,4.585999409581189,1.7174836547131287,Iris-virginica
+61,4.806194701349239,3.002999028913179,1.6156110304798772,0.22603061099131866,Iris-setosa
+62,5.894659182670011,2.9473795320497773,4.471666264901556,1.1595694627754114,Iris-versicolor
+63,4.761992424606654,3.2790786412143422,1.5274320122561527,0.3922371816295217,Iris-setosa
+64,5.6139194023891115,3.1583374483778828,1.4723393107702956,0.12825773540500043,Iris-setosa
+65,4.527693202517551,3.2832029599537527,1.3261072066172688,0.17720984087843528,Iris-setosa
+66,5.995274645858485,2.939316859825003,4.619751405508753,1.9665928331510405,Iris-virginica
+67,6.249922788570721,2.5846702211447425,3.8970154096488887,0.9277728214039381,Iris-versicolor
+68,5.698109243287389,2.817675502437422,4.479360313949567,1.2230690940695281,Iris-versicolor
+69,4.946473781318521,3.3168882075121626,1.413556000327432,0.235354135725462,Iris-setosa
+70,5.758154375404829,2.96262972920352,4.597444201844383,1.401968576500422,Iris-versicolor
+71,6.108404899870415,3.2954265095081587,5.406255929547073,1.8600673965360692,Iris-virginica
+72,6.634088178225131,3.086528867744991,4.256215655983745,1.5714358277528093,Iris-versicolor
+73,4.673775470153497,3.1995281897585466,1.4366469865391627,0.2696366002035298,Iris-setosa
+74,5.0005940273928955,3.2875936820623983,1.4744537223266823,0.1864750537438426,Iris-setosa
+75,4.6346392890444665,3.629919887440375,1.4452029103935242,0.206678153569141,Iris-setosa
+76,6.54644451180325,3.149256280289242,4.671339818366008,1.5944177437412428,Iris-versicolor
+77,5.197898312832883,3.2511885273344494,1.4008063531448363,0.20106847745619688,Iris-setosa
+78,6.340802812308523,2.7825317175984914,4.929090240406047,1.6798438551225916,Iris-virginica
+79,6.446879758290018,3.2718528525116746,4.732905291324967,1.7364887887278249,Iris-versicolor
+80,6.031680357393885,2.6387180898372407,4.86665078735301,1.53975360015345,Iris-virginica
+81,4.814642259374425,3.206125384242854,1.3362647892938266,0.12360583203259756,Iris-setosa
+82,6.6233799030684075,2.8681779173199122,5.148894365480677,1.7462720590715415,Iris-virginica
+83,4.54719851665906,3.5067799659598564,1.3632386709268247,0.19661139461913094,Iris-setosa
+84,5.737524221214975,3.29609010995567,5.149333994507376,2.283878818743863,Iris-virginica
+85,6.986498779646079,2.8288977113128224,4.721159688059074,1.5756489398119913,Iris-versicolor
+86,6.954636829788576,3.0708245927921145,4.793994802730537,1.7371457534501928,Iris-versicolor
+87,5.222296822181679,2.9623383579100366,5.099817332266247,1.3347587013065527,Iris-versicolor
+88,6.1144741231499475,3.0792794051019174,4.814956431210308,1.7492798230412903,Iris-virginica
+89,5.177864202521937,3.509454075552519,1.7166977143193651,0.3908518819584547,Iris-setosa
+90,4.995806324639964,3.1062468445809515,4.725390888055551,1.1842388701651434,Iris-versicolor
+91,6.0535702813107175,2.2955730309129367,3.2817268050139194,1.193455694510865,Iris-versicolor
+92,4.725149819995592,3.063014303453366,1.3936220292404995,0.17191083001150054,Iris-setosa
+93,5.447337110037062,2.994235359740623,1.2028017243175304,0.15300867251364525,Iris-setosa
+94,5.080043634383144,3.0735165860013622,4.0721570447032915,1.546858537455343,Iris-versicolor
+95,6.531947807192874,3.0983934807002447,5.179564363170728,2.1746509012213795,Iris-virginica
+96,6.523799684360007,3.2192895533284993,4.9447868777212545,2.2383843075596537,Iris-virginica
+97,6.875974623427387,3.141558553700864,5.150931763999505,1.5942987904877461,Iris-virginica
+98,6.516803296880523,3.3211475658511267,4.94778110776899,2.020898209299208,Iris-virginica
+99,4.839598597407823,3.200766756227491,1.70692254950236,0.21889843105056944,Iris-setosa
+100,7.0858719951661255,2.965393632932154,5.5909505284158625,2.043992298848921,Iris-virginica
+101,6.234301235643931,3.013562350722443,4.6065251136128555,1.3910022342879897,Iris-versicolor
+102,6.036684650055543,2.485572405391056,4.052093386543216,1.188002196827499,Iris-versicolor
+103,6.85527230076479,2.828598723882703,5.17012062416756,2.0430396154847017,Iris-virginica
+104,5.400659441099899,2.338960727964787,3.68673305491767,0.9597781981815614,Iris-versicolor
+105,5.071716777413232,3.570722908459321,1.4699853541639498,0.3567130998215008,Iris-setosa
+106,6.318841350350959,3.0897153181764545,4.667816975895639,1.51287429406492,Iris-versicolor
+107,5.069482010268582,3.395886458356516,5.381349621279755,2.164110475891084,Iris-virginica
+108,7.075985303083431,2.6518031948292813,4.509235324754833,1.094266892022854,Iris-versicolor
+109,7.140206390118353,2.781841027508003,5.167072502767848,1.9066138309068859,Iris-virginica
+110,5.943715073310536,3.81080822896413,1.6118451417637139,0.23695564024449423,Iris-setosa
+111,7.26353178438691,2.9743382875298736,5.2386598955918995,2.0874282095503487,Iris-virginica
+112,6.5262515158147405,2.823732597324722,5.100722520345343,1.506816929799638,Iris-versicolor
+113,6.421933355090206,2.8590308626059344,4.097012882171261,1.2120320606666968,Iris-versicolor
+114,6.743307543100647,2.572737374526263,4.764040844340553,1.8790763841753306,Iris-virginica
+115,5.546833956380097,2.7338553520999276,3.923342450082963,1.3203637523501626,Iris-versicolor
+116,6.59964028708718,3.29502282260501,4.271754576028931,1.7629456525739535,Iris-versicolor
+117,5.233539048472561,3.3357869910148836,1.5748316901183346,0.4117789392182033,Iris-setosa
+118,4.884973124291324,2.934376463256455,1.1874995696132407,0.22906676316509447,Iris-setosa
+119,6.707981515425352,2.7123735191186364,4.397182977454891,1.3776821705399382,Iris-versicolor
diff --git a/iris/tvae/0/0/test.csv b/iris/tvae/0/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/0/train.csv b/iris/tvae/0/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/0/val.csv b/iris/tvae/0/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/1/synth.csv b/iris/tvae/0/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1e07a1aff412dd5013c5be8106ec28187dafad25
--- /dev/null
+++ b/iris/tvae/0/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.690218083282332,3.050941015879385,1.2921485091282137,0.08917980325191935,Iris-setosa
+1,6.692896680076731,2.735612901191175,5.410313501055055,2.1854177379485984,Iris-virginica
+2,4.891753071824177,3.239829662459467,1.3818214619559361,1.0951354214342328,Iris-versicolor
+3,5.576959943091151,3.4441451466974704,4.430271585966189,1.719237853222852,Iris-versicolor
+4,5.0452953766999045,3.3362338994569836,1.4121608426464147,0.22692417035139667,Iris-setosa
+5,6.06298431757871,3.743831119136363,5.7885438162342435,2.4193238144214724,Iris-virginica
+6,6.653058495113229,3.175301827129237,4.5975044652332775,1.4958960602014741,Iris-versicolor
+7,4.529724449742609,3.642519502969315,1.39709503296921,0.010811806032656801,Iris-setosa
+8,5.3237870288511315,2.2518560950560484,4.92390132184891,1.4784918071959952,Iris-versicolor
+9,5.269107197065153,3.4005905906251237,1.4906340015676394,0.4590203089926816,Iris-setosa
+10,4.903551367708128,3.139626201681199,1.4165553360586591,0.1941980682161835,Iris-setosa
+11,5.753737958185776,3.210008888682596,5.172008945740763,2.1208314366776078,Iris-virginica
+12,5.839520264651826,2.2940475526022435,3.124087965530232,1.2368138305521725,Iris-versicolor
+13,5.034268522513446,3.745057770793715,1.621272893548661,0.15626983799490368,Iris-setosa
+14,5.603799866781929,3.1155186481741604,4.630234524656013,1.6139280511999083,Iris-versicolor
+15,6.309571344542836,3.0239537086763173,4.530094403296444,1.6616821215243922,Iris-versicolor
+16,4.716068117888322,3.182859326105699,1.7059969398816288,0.2847081749349768,Iris-setosa
+17,5.236249630445666,3.050910426737753,4.855342811326432,1.477756801878051,Iris-versicolor
+18,6.881099983034718,2.715250518249288,6.07913060734317,1.7969990042373847,Iris-virginica
+19,5.172808291069094,3.2866768614568422,1.4225722616525125,0.350234333956101,Iris-setosa
+20,6.3183784430565675,2.5815187447044905,4.492855539825163,1.5164164636674482,Iris-versicolor
+21,6.722825119475688,3.049522598967777,4.533532764011459,1.8021764057785403,Iris-virginica
+22,5.6134289721308255,3.1171570149501178,5.087249062838596,1.5969416993595968,Iris-virginica
+23,5.391841657644162,3.2037515485336527,4.916914958870142,1.837647295681491,Iris-virginica
+24,5.655771758853939,3.8251852881714408,1.5379282129478713,0.2322210365983829,Iris-setosa
+25,6.649131154895445,3.150542084435796,5.935768687646331,2.2046924660918426,Iris-virginica
+26,4.967231566348426,3.592154233360252,1.5751754308747292,0.27022467514694015,Iris-setosa
+27,4.753950790668108,3.123524563211723,1.4467026875190783,0.19206310396364135,Iris-setosa
+28,5.080704920793268,3.274760298212277,1.518238544781291,0.24808497975376012,Iris-setosa
+29,6.563975149141328,3.14552785042241,4.671276806906962,1.6671477828205976,Iris-virginica
+30,6.217830717667132,2.855467885622733,4.563669503462881,1.221276208394841,Iris-versicolor
+31,6.701835826134461,2.6890597018642697,5.0029995118274595,1.6864908786237658,Iris-versicolor
+32,4.866732331261699,3.409257927161573,1.4456841311699793,0.1704978976606093,Iris-setosa
+33,6.530334610097829,2.819829456758394,5.449324524235649,1.9676007402682525,Iris-virginica
+34,6.375423675621126,3.0669693464835355,4.796466157442928,1.8006280731155084,Iris-virginica
+35,4.86713322151997,3.214102643897719,1.4204999511891572,0.29377523439869874,Iris-setosa
+36,5.07316173718525,3.058190585045026,1.1805551596412807,0.04563761066167041,Iris-setosa
+37,4.774757747010512,3.3256713360971344,1.6695135957810079,0.2596119203006113,Iris-setosa
+38,4.7771714186051355,3.2435044221297424,1.410527514448606,0.18160110045046407,Iris-setosa
+39,6.600976184740969,2.588633926658997,4.669129983295495,1.5902625256543403,Iris-versicolor
+40,5.313973992090705,3.2389892857338647,1.4905086848227096,0.3502558518081793,Iris-setosa
+41,6.287224722090522,2.8966991691063897,5.0449039828820545,1.9236580216443044,Iris-virginica
+42,6.696226250315337,2.838096409002116,5.526752813346683,2.2152414471448,Iris-virginica
+43,7.2002989576938825,2.9068442708519213,5.240902596114131,2.004134833934354,Iris-virginica
+44,7.225485324991616,3.460832071827284,6.039889115252582,2.305419765956954,Iris-virginica
+45,4.813404034885054,3.1719247634456256,1.4685039712366628,0.21847088901549633,Iris-setosa
+46,4.94837259246274,3.6106140647568017,1.5840897294099712,0.12549338657948492,Iris-setosa
+47,5.330390248515609,3.6718036355594883,1.4653142187922323,0.16346061528504974,Iris-setosa
+48,5.391849183739516,2.707845060522743,3.511047046069425,1.2940475703907297,Iris-versicolor
+49,5.890592499071008,3.6560484465170613,1.6527986445700587,0.40828864253245717,Iris-setosa
+50,4.490475917112594,2.871325990030804,1.2145180388236883,0.1327074892895876,Iris-setosa
+51,6.3508024403218695,2.8485130288248532,5.401901796251541,2.229600956630197,Iris-virginica
+52,5.940306112798286,3.3702748323345815,4.6525317105632125,1.6297201834218216,Iris-versicolor
+53,4.896345727923807,3.41895772125056,1.5380875028574086,0.3512758540556381,Iris-setosa
+54,4.999249159313922,3.3926454844877547,1.4289474413790981,0.06466677463079332,Iris-setosa
+55,6.526000410101689,2.930584990052663,4.291058748616936,1.077225525072205,Iris-versicolor
+56,5.85960362069711,2.891342092585321,4.280948255919105,1.1634975709271207,Iris-versicolor
+57,4.8893066563240914,3.1606570790946864,1.6158395379204766,0.2794598549905647,Iris-setosa
+58,6.396827284761301,3.1497775250762374,4.442514592592179,1.6189026808334288,Iris-versicolor
+59,6.185141556030555,2.785968067215439,4.38928257412401,1.0432401784270753,Iris-versicolor
+60,4.82868594971826,3.084495572388619,1.7616712232709542,0.22956248267767054,Iris-setosa
+61,5.655521171604908,3.056179484598852,1.1619167347618058,1.555913230510312,Iris-setosa
+62,5.2893548917632485,3.4677050874073774,1.5248144862323827,0.42347503021431165,Iris-setosa
+63,5.862696105768913,3.341702241957253,4.570979525258061,0.22372528888645918,Iris-setosa
+64,5.142111060985437,3.139817240085481,1.4309689133748804,0.33420747569927367,Iris-setosa
+65,6.6195083272599415,3.088954856010348,5.703945673047412,2.195954063759843,Iris-virginica
+66,6.833142486922795,2.8107981118462746,4.552703224227976,1.3541432074947657,Iris-versicolor
+67,5.403935331644477,3.548784112510645,1.5074346543237882,0.43516061303573184,Iris-setosa
+68,6.846823492388543,2.754565894421428,5.031788884719427,1.5953499276684726,Iris-versicolor
+69,6.769793631127335,3.2229744611165883,5.721867593813854,2.208192594084586,Iris-virginica
+70,6.221394638890439,2.5647232724846423,5.718346358059944,1.948860285303557,Iris-virginica
+71,6.512203812699907,2.6174130493397287,5.3276653197580295,2.0599967069032923,Iris-virginica
+72,7.520463970858264,3.5832946268202015,6.809339163875965,2.633088404471632,Iris-virginica
+73,4.918070918512769,3.2700603329758016,1.3582609448665968,0.18716635914436286,Iris-setosa
+74,7.029602188779284,2.823558187603056,6.012931590924977,2.2015384691207474,Iris-virginica
+75,5.119668643728579,3.1596301058111496,1.680709336972877,0.30268083847736926,Iris-setosa
+76,5.33149135935868,3.1960918239712903,4.722541766319901,1.513253627444061,Iris-versicolor
+77,6.895189228389225,3.1531201628960757,4.6719749400445725,1.644882338022757,Iris-versicolor
+78,5.546734257885689,4.262531352403149,1.466761874080128,0.24148394654506428,Iris-setosa
+79,6.801822482633069,3.254964763496238,4.335493263038931,1.662365054356915,Iris-versicolor
+80,6.145839041377441,3.099307822935334,4.815390328320213,1.829003377367196,Iris-versicolor
+81,5.0371208405384955,3.6342715264872245,1.5474511380662959,0.32078978335190156,Iris-setosa
+82,4.809604679267171,3.1206474835908256,1.5112127568018692,0.14007836963154668,Iris-setosa
+83,5.02040593630875,3.63541052714814,1.406800847929619,0.31395682992685764,Iris-setosa
+84,6.506797980322928,2.9770588451999704,4.768059326281702,1.4594013904790653,Iris-versicolor
+85,5.111136733777637,3.5023503373062503,1.7240971324502166,0.44052752963556374,Iris-setosa
+86,5.004578050052237,2.639291394589922,4.103392030016515,1.2364094811487691,Iris-versicolor
+87,6.750431499875265,2.756572544337729,5.066847097352769,1.6406816356674054,Iris-versicolor
+88,6.366047535876734,2.9844082911518095,4.771645248802514,1.6692258027579745,Iris-versicolor
+89,4.965978611461168,3.6249344446715344,1.6914449228785424,0.29776910826743636,Iris-setosa
+90,5.307461883201787,3.591617294302582,1.5310380655244018,0.2036460060367381,Iris-setosa
+91,5.724477933813235,3.7774097060660323,1.6812956409514652,0.27665119962835966,Iris-setosa
+92,4.8656467695254815,3.128138228996178,1.230658136333858,0.17498639174491798,Iris-setosa
+93,4.609458982898509,3.3270079284997887,1.4328389114976634,0.12695811379413052,Iris-setosa
+94,5.122826692343688,3.1297295214357286,1.7667360657266058,0.4589030690845149,Iris-setosa
+95,6.0899112786797955,2.508264518533469,3.860748925642259,1.0411109344112575,Iris-versicolor
+96,4.6322205492220165,3.8374343343281185,1.143643036976704,0.10969681056834915,Iris-setosa
+97,6.5678494216622125,3.0729166264024355,4.736781605041108,2.161553228755914,Iris-virginica
+98,6.158830186622753,3.2114565882173967,3.915663408384339,1.3190209962308552,Iris-versicolor
+99,6.902488381299578,3.1965693678201954,4.971847457701154,2.181889011641555,Iris-virginica
+100,4.598051903756466,3.7347476150719445,1.4096613320248834,0.17520757106938412,Iris-setosa
+101,5.321969575268729,3.4615813569691984,1.7590887781663276,0.35258588299286225,Iris-setosa
+102,5.060293390717257,3.4619748987227577,1.4785572618707847,0.35025175701409295,Iris-setosa
+103,5.397195327454067,3.612664454155765,1.8469371584195593,0.5973701678716331,Iris-setosa
+104,6.466057800531564,2.856084829073836,5.0309044996942935,1.9188961200510048,Iris-virginica
+105,4.89484322032298,3.538030122450421,1.4222481319387608,0.1925531178930349,Iris-setosa
+106,6.8305172172949575,3.476775307581566,5.556499758117354,2.398181459383911,Iris-virginica
+107,5.5142534620346835,2.807815914583978,4.156614112346137,1.5401145272368455,Iris-versicolor
+108,5.1092827589605845,3.312943995572976,1.7400480351639174,0.560462708158461,Iris-setosa
+109,5.116028465352732,3.3149269577840146,1.4960457109274765,0.44146818225624573,Iris-setosa
+110,4.682184505636639,3.181231680779569,1.6119630146662864,0.2325410281427324,Iris-setosa
+111,4.920807770857656,3.5665999616387283,1.6522806128097542,0.21146497461063396,Iris-setosa
+112,5.924650027436103,2.632384431071549,3.822214332084711,1.098140458680132,Iris-versicolor
+113,4.917172959547844,3.9735461695010876,1.6743325135606457,0.4099987962033762,Iris-setosa
+114,6.768937380413618,2.8627929044180322,4.348272699033172,1.411346272915904,Iris-versicolor
+115,4.848729532072611,3.0559759772801693,1.3963550683354793,0.1770855155088221,Iris-setosa
+116,4.780798187363174,3.234931204794328,1.5411071106850935,0.10172201059426664,Iris-setosa
+117,4.663292634462742,3.032236683699408,1.419576664700699,0.08588772647099494,Iris-setosa
+118,6.104324415202259,2.6959802573805827,4.1793235776782405,1.251691346989029,Iris-versicolor
+119,5.597150874263525,3.1603475905568246,4.485842228430167,1.3759412795567894,Iris-versicolor
diff --git a/iris/tvae/0/1/test.csv b/iris/tvae/0/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/1/train.csv b/iris/tvae/0/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/1/val.csv b/iris/tvae/0/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/10/synth.csv b/iris/tvae/0/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3cf3815b04e74497c335c23707d719485442a3c7
--- /dev/null
+++ b/iris/tvae/0/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.9926687404884325,2.981321476793031,4.44454412927107,1.7970249055004262,Iris-virginica
+1,5.487876725131166,3.018964227277526,5.174333293526472,1.980450153324173,Iris-virginica
+2,5.90916262873623,3.1271023501685677,4.629687942576325,1.898976387389033,Iris-virginica
+3,4.358987513034481,3.3305114487691156,1.2091895045209557,0.1182623338265984,Iris-setosa
+4,5.424832618120006,2.73031993062715,3.916562486128928,1.1976380644136988,Iris-versicolor
+5,7.016185980504458,3.343397745680555,6.225154535020572,2.4394893498927,Iris-virginica
+6,5.196409662664958,3.3580554441482566,1.6000138268675228,0.32550326281448566,Iris-setosa
+7,5.66183859319156,3.038380965985068,4.076442602919265,1.3084313781410954,Iris-versicolor
+8,5.689257026187341,2.9612339581070013,4.58099398341274,1.2345978432674303,Iris-versicolor
+9,6.504113954209788,3.0052970016176404,5.290905945327554,2.1268257079768893,Iris-virginica
+10,6.285092013356145,3.115776475469419,4.827892525477057,1.882535371973058,Iris-versicolor
+11,7.665696401074715,3.1495783156429686,6.020958656145391,2.071374099805043,Iris-virginica
+12,4.903082954024126,3.1937969943687983,1.3838153533061226,0.3264890224630583,Iris-setosa
+13,5.7537082293762865,2.773779247924595,4.272063137570939,0.9787297443884554,Iris-versicolor
+14,7.235628403595373,2.871439714562366,5.676273199617562,2.179532474267168,Iris-virginica
+15,5.3229696390894565,3.3388119230365674,1.8789269490394502,0.5590086642467142,Iris-setosa
+16,6.133037604611706,3.136412833788609,4.877197169065312,1.8617020519279976,Iris-virginica
+17,6.530334893449006,3.116709683400923,4.806119845005447,1.4122022681583506,Iris-versicolor
+18,5.844750100606104,2.457735645355065,3.4596185434005724,0.8983188212553219,Iris-versicolor
+19,5.887120063835233,3.3271494314990564,4.632996701177441,1.84336705807923,Iris-versicolor
+20,5.38266035171715,3.2240144715904537,5.339690010382969,1.7249228394303706,Iris-versicolor
+21,5.333189709841638,2.7705507780705365,4.4084841202014955,1.3699281404528674,Iris-versicolor
+22,5.373455350376045,3.384605572915718,1.64538861819185,0.3572054562418634,Iris-setosa
+23,7.029628670574459,3.159035315544271,4.778504498359044,1.9391766410890288,Iris-virginica
+24,6.636490622641611,3.080480074575348,4.7692507279108645,1.8925706701727851,Iris-virginica
+25,5.692302462982774,3.871399983957037,1.51144537769256,0.18975047782299725,Iris-setosa
+26,4.7049210364512914,3.001273254953228,1.3748424525496126,0.17610211112241303,Iris-setosa
+27,7.600559177868421,3.009220855049529,5.55401978722559,2.2015491671872596,Iris-virginica
+28,4.735815137442298,3.230430470026083,1.5672413816501531,0.23598368514707105,Iris-setosa
+29,5.583424721644724,2.7036756310638626,3.5391122221428866,1.2489988311215827,Iris-versicolor
+30,4.918312916552926,4.016397730985822,1.634370218126405,0.3001373511650182,Iris-setosa
+31,5.340202266821023,3.928172428788394,1.5395075462361063,0.18228900387062863,Iris-setosa
+32,4.91759378574007,3.7730160452629713,1.4367227132184524,0.24625588531544154,Iris-setosa
+33,6.186963960149284,3.0532634865063795,4.716613011880691,1.828665693151685,Iris-virginica
+34,5.5533893267276095,3.695455718150106,1.396708855780139,0.2154054142061475,Iris-setosa
+35,5.94534466721329,3.0980956761838807,4.628595944763996,1.5736368473541384,Iris-versicolor
+36,7.688653369442867,3.355313032402822,6.6621048613707945,2.3192608495193183,Iris-virginica
+37,5.610152845525748,3.032901276965217,4.2177189788167695,1.09382207150905,Iris-versicolor
+38,5.02267757557615,3.28744642787433,1.6305531969706804,0.19290728225461784,Iris-setosa
+39,6.271096565449454,2.79251932988165,4.821900289861068,1.6426560022726795,Iris-versicolor
+40,5.2250220845873825,3.5967544126705873,1.388539271808866,0.35870502294333856,Iris-setosa
+41,5.967162302780208,2.835083795747717,4.424222818608354,1.1918046639129394,Iris-versicolor
+42,5.422013745399255,2.632862526922299,4.040082052049453,1.1632766042188547,Iris-versicolor
+43,6.14389855877575,3.188462564938305,4.8329378111697805,1.756253281966014,Iris-versicolor
+44,5.772825318120866,2.7842160775566396,5.01611652403318,1.1685981752563313,Iris-versicolor
+45,4.837308831959737,3.1078260691545565,1.5459552866559034,0.2544855067090105,Iris-setosa
+46,4.767788852395563,3.453525087072861,1.7222217923592125,0.3576160853902455,Iris-setosa
+47,5.318190842500157,3.1293362604724533,1.5126765725358005,0.281836328040895,Iris-setosa
+48,5.641922109887094,2.9234611211092796,5.350416427995205,1.8468385426330995,Iris-virginica
+49,5.383967331219889,2.0453504028323493,2.8538669117876183,1.068452823695282,Iris-versicolor
+50,6.1626714223960635,2.8244479377720255,4.203395504634594,1.3895135602661275,Iris-versicolor
+51,5.086202978011301,3.43202215783631,1.4857629817268756,0.2613388643169337,Iris-setosa
+52,6.193532575720856,2.799358150720944,5.300989866161314,1.326073038571919,Iris-virginica
+53,6.647208852337663,2.756668373007854,4.583109084931382,1.611996046593027,Iris-versicolor
+54,4.7602020732626285,3.4363292967999954,1.5872277826260215,0.1648252865388275,Iris-setosa
+55,6.406539406002297,2.736622220221881,4.487943197622851,1.3659050688035632,Iris-versicolor
+56,7.22801741733921,3.117758104522321,5.052411534684042,2.008663639873261,Iris-virginica
+57,5.940387179442757,2.6655229089393604,3.9988956116544485,1.212518698233873,Iris-versicolor
+58,6.643667126170311,3.1922769788669156,4.634463466459451,1.337915051453116,Iris-versicolor
+59,4.744973027187521,3.1357857264290656,1.5913759574594109,0.18382083272554553,Iris-setosa
+60,6.252951998909224,2.336723059300203,5.686163015150335,1.841388082266428,Iris-virginica
+61,4.606633225171693,3.0289806016245153,1.5043560043552384,0.21878433513486498,Iris-setosa
+62,6.635276756997302,3.1951228406713517,4.879256672055579,1.7962968055374922,Iris-virginica
+63,6.578790140264814,2.7508899304829244,5.209108888772765,2.057017797380986,Iris-virginica
+64,5.039802076312742,4.064744017556413,1.491783700102858,0.3402081156827878,Iris-setosa
+65,4.989591179896876,3.8814997333509114,1.5677625195799574,0.2135914856026901,Iris-setosa
+66,5.827453463336924,2.9480679183592344,4.731607834683341,1.094121810396337,Iris-versicolor
+67,6.239860859380968,2.704118517601156,4.7972255810761935,1.5072495399447912,Iris-versicolor
+68,6.2588703237743255,2.4497143405632658,4.491991329995013,1.381882148990118,Iris-versicolor
+69,5.108204113606674,3.3851930016474694,1.3177191824759962,0.28241323371296234,Iris-setosa
+70,4.357055202572023,3.300845139930869,1.6602963424226036,0.08511900353617072,Iris-setosa
+71,4.9815333283722705,3.2494023274196135,1.4116977928065173,0.28301469252526207,Iris-setosa
+72,6.5163011340202335,2.946927045385692,5.71463395978871,2.122942412198514,Iris-virginica
+73,5.6426264444290855,3.5241754996679564,1.613053268735084,0.3963452752126528,Iris-setosa
+74,6.711217490845703,2.82530308730012,4.812045534557238,1.5608793228668691,Iris-versicolor
+75,7.481129208323287,3.027001687635394,5.723211875072204,2.515338584100613,Iris-virginica
+76,6.299855167092893,2.979957683834301,4.851615312853647,1.5747561610458933,Iris-versicolor
+77,5.492924173926774,3.0128280649190775,5.0563263453963385,1.9585792334201515,Iris-virginica
+78,6.229243727529434,2.88553332967122,4.682810501903059,1.5590253421123976,Iris-versicolor
+79,4.927393606083591,3.484262663140208,1.6882992867786288,0.4976773411255999,Iris-setosa
+80,5.654855029893038,3.2787331837041194,5.543914279276877,1.9682540504354573,Iris-virginica
+81,7.30170558212868,2.973530306802039,5.159398834891713,1.9452991258285686,Iris-virginica
+82,5.190900321768607,3.615243447126282,1.5341377185749043,0.2805049728104434,Iris-setosa
+83,5.05226115760297,3.2330152223955553,1.6398311244859738,0.2877060578954793,Iris-setosa
+84,6.205518160959476,3.0787404231625857,4.588278809041215,1.746046462611768,Iris-versicolor
+85,6.006810255022644,2.5409310676732426,5.059082939485136,1.473242611222634,Iris-virginica
+86,5.69550732900225,2.383085251964029,3.439483588797555,1.0919317112330584,Iris-versicolor
+87,6.696091984006082,3.096385932210201,5.1800833181423345,2.005408523779643,Iris-virginica
+88,5.198906251770417,3.2463756117959766,1.722253530316868,0.4058979957945865,Iris-setosa
+89,4.595551858240053,3.024423328748723,1.4450459628143157,0.16724275582388654,Iris-setosa
+90,6.565764006750195,2.4954153124430865,4.553684365108221,1.3926096358218467,Iris-versicolor
+91,4.773501499642302,3.4934021396374217,1.5616484425265225,0.30476526727200137,Iris-setosa
+92,5.22967311987627,3.8865097748206305,1.586752588134993,0.18805307193560133,Iris-setosa
+93,4.543739754935978,3.142533305600346,1.3670597660146815,0.23022172886748957,Iris-setosa
+94,6.425361392180693,3.074997630835995,5.049809194983421,1.6678962780522502,Iris-versicolor
+95,7.612537548169534,3.0585911170321864,6.3199143660834025,2.413470261601629,Iris-virginica
+96,4.899771162401711,3.3984144098092126,1.5603120967054707,0.19444755444426975,Iris-setosa
+97,6.339211463139093,2.757222387553009,4.7407297353414615,1.5207894444714383,Iris-versicolor
+98,4.821735437149225,3.264631587939118,1.7180826070370476,0.15086043843695535,Iris-setosa
+99,7.034859454439563,3.3741477441111933,6.07422378638924,2.1571523717994414,Iris-virginica
+100,6.050749370893773,3.094910308278886,4.972584228677389,1.5524066127957394,Iris-versicolor
+101,5.857852783141785,2.9384887616108477,4.52393952033532,1.3221312430340075,Iris-versicolor
+102,6.09411690468934,2.703924873903491,4.98726786437916,1.875126363719612,Iris-virginica
+103,6.399062475864223,2.2533932088105333,4.979255596484772,1.4534247637479873,Iris-versicolor
+104,5.615305392384523,2.8737942063980095,4.363654083165982,1.185206779510051,Iris-versicolor
+105,5.363789433796611,2.218347306103649,4.411861067799509,1.6299469878527046,Iris-virginica
+106,5.986500303364781,2.9290865094581084,4.8020117800887725,1.3154164952827068,Iris-versicolor
+107,7.89046701415136,3.1571006842930376,6.705606900889322,2.106110205369709,Iris-virginica
+108,4.832683225887115,3.0796732166842506,1.5062344693664518,0.20746585313094978,Iris-setosa
+109,4.703104212187273,3.1358615937118666,1.4331816719529393,0.25063394276898604,Iris-setosa
+110,6.601880206567089,2.969012711319129,4.823674989870499,2.0100965705766445,Iris-virginica
+111,5.28427153570333,3.44226108052954,5.307238782785999,2.503269034250028,Iris-virginica
+112,6.968122316159304,3.0398840361099917,4.870434363685605,1.9446712961825177,Iris-virginica
+113,5.862759926303836,2.7733171906831124,3.9636700270050715,1.2389747210818465,Iris-versicolor
+114,6.481539300538605,2.714116019484709,4.438682191421977,1.6650531999031306,Iris-versicolor
+115,6.438366283918578,2.643320038651938,5.799235204303806,1.6172197816419167,Iris-virginica
+116,4.844860876556758,3.1766016128383785,1.6665316739033336,0.25317406735779696,Iris-setosa
+117,6.401215894043544,3.0907945867130313,5.534269851123628,1.9878610333967988,Iris-virginica
+118,4.842494166054314,3.107636026174092,1.546014700621112,0.2753949254949715,Iris-setosa
+119,5.571083138288084,2.4565710910101206,5.09676254470099,1.7783229341350901,Iris-virginica
diff --git a/iris/tvae/0/10/test.csv b/iris/tvae/0/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/10/train.csv b/iris/tvae/0/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/10/val.csv b/iris/tvae/0/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/11/synth.csv b/iris/tvae/0/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6308156dd5e8b7132bf1e94543074acf17187759
--- /dev/null
+++ b/iris/tvae/0/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.308601663743504,2.618348973978251,5.185025533100033,1.6979303795324474,Iris-versicolor
+1,6.6354471912022115,2.911169532919797,5.788841480190133,2.149927350562552,Iris-virginica
+2,5.333645364345815,3.118133555940925,1.3902325083430616,1.2229351273919598,Iris-setosa
+3,6.1279445795181,2.8513079542684836,5.37353870268782,2.290541840232299,Iris-virginica
+4,4.662763011740335,3.1403620204249134,1.331674538343515,0.18041225543327327,Iris-setosa
+5,6.52649334753749,2.737569293788961,4.52412243490321,1.5071613316168442,Iris-versicolor
+6,4.954620646046762,3.4304686944725074,1.4381946038217466,0.2749651279266431,Iris-setosa
+7,6.413452144540303,2.803656780592002,5.191931129642291,1.7786920569219657,Iris-virginica
+8,6.8279722775034895,2.7652363260178023,5.310535270246152,1.8108960443528475,Iris-virginica
+9,6.207451109436764,3.177878678237693,4.949126651077857,1.8123305593674406,Iris-virginica
+10,5.997454403798495,3.075179121434298,4.738215359723338,1.5103767182253762,Iris-versicolor
+11,5.0059445103589635,3.680949609670277,1.5100442376942866,0.27733048785483894,Iris-setosa
+12,6.022982859468668,3.185435063407662,1.363857764411736,1.0242670177026465,Iris-setosa
+13,4.985476158536106,2.9959875094120862,1.5811968779358696,1.4234671967699222,Iris-setosa
+14,6.848919612259859,3.521885805094836,6.599484792185993,2.6043666257613878,Iris-virginica
+15,5.278296160431578,3.246955580837715,1.2797842685474072,0.19221097783831564,Iris-setosa
+16,6.086532795952913,4.450361951584078,1.4849533310038496,0.43914525447672526,Iris-setosa
+17,6.786603205679944,2.8306968819799394,4.79232902647226,1.4816487049731295,Iris-versicolor
+18,4.924397703700617,3.8055463077882066,1.5915879567090152,0.3742644570514445,Iris-setosa
+19,5.785515930114219,2.890154218434927,4.702760149175579,1.420698257721134,Iris-versicolor
+20,5.667392861403175,2.8844059297375075,5.166660754168978,2.051815303204195,Iris-virginica
+21,6.418158931028967,2.8534359495320465,5.500133963272052,1.9094783658461874,Iris-virginica
+22,7.0559530970572135,2.911258859744107,6.0782043618813155,1.9584520924071196,Iris-virginica
+23,8.26908723940614,3.0716062759802947,6.713505522847486,2.017049431882309,Iris-virginica
+24,7.235573750232208,2.906517298338806,5.356179203788207,2.0925477527546414,Iris-virginica
+25,4.962374060292645,3.4171621707748017,1.5809989921266807,0.191444723913753,Iris-setosa
+26,5.54326479291358,3.5908516123019982,1.7320937510985848,0.3203601331424522,Iris-setosa
+27,6.162444216446933,2.751192444616056,5.004041504912222,1.583552670179518,Iris-virginica
+28,5.1253822727840515,3.3075973991304233,1.639509975743447,0.324381794790171,Iris-setosa
+29,6.344375476089818,2.952193013372175,5.048201184526198,1.4459041853205836,Iris-versicolor
+30,5.986658162145996,4.171191097926728,1.7791406984891869,0.5229268699545417,Iris-setosa
+31,5.774560219129096,2.849101203667821,4.500953533741477,1.3521696494869915,Iris-versicolor
+32,6.477031066533903,2.8584574970638785,4.763648242426478,1.5936227639505796,Iris-versicolor
+33,4.45906682335676,3.034153475630484,1.258873934173434,0.20710174133203527,Iris-setosa
+34,6.32147863412444,3.092034906739537,5.300981296106264,1.9163805221861705,Iris-virginica
+35,6.489018329283432,2.6045876366932807,4.796257469062511,1.5549618562397014,Iris-versicolor
+36,6.2869500392581035,3.202349743533291,4.51890182890782,1.8490209893007585,Iris-versicolor
+37,7.451895927086779,3.2273181575295267,5.536046323737527,2.4091426107652962,Iris-virginica
+38,6.409656330289485,3.0658122242479524,5.345674416701872,2.357431021607824,Iris-virginica
+39,6.957599259276259,2.645581131735018,4.864090742711088,1.9987933124283324,Iris-virginica
+40,6.436934345228328,2.7054277092327004,5.557557434513183,2.151039737068433,Iris-virginica
+41,6.111917653670369,2.628866084320965,4.515588607893008,1.5178723618178673,Iris-versicolor
+42,7.2309922600332905,2.8372107466633127,5.861929588802145,2.1347195263783556,Iris-virginica
+43,6.611239523893147,3.0240504039219958,4.860340695404153,1.4898491688460156,Iris-versicolor
+44,6.761298712149433,2.975270787641363,4.542100501687771,1.4803698878741416,Iris-versicolor
+45,5.035100169627371,3.3463747094189857,1.5140204530456485,0.15927167188071106,Iris-setosa
+46,4.922487378379325,3.7932338313523735,1.472922365934268,0.22961398811349942,Iris-setosa
+47,6.571875000509688,3.1150312812564587,5.008601420747253,1.830055888857968,Iris-virginica
+48,6.008464337204647,2.864715123200373,4.4437212748788975,1.4459727139161709,Iris-versicolor
+49,5.328417776481855,2.7994430679922817,4.566316366735684,1.231607133816327,Iris-versicolor
+50,4.882368162732834,3.3400640000946353,1.507133826852048,0.18190595233753803,Iris-setosa
+51,6.5407211989878835,2.8599487014538885,4.731405141118836,1.2200282334298274,Iris-versicolor
+52,5.671544897870563,3.602055879333077,1.4517630242465416,0.2967186692418517,Iris-setosa
+53,7.637661730440404,3.240307950014009,6.175709358327081,2.167634833999947,Iris-virginica
+54,5.018147731731505,3.2889270969705637,1.5595090473277191,0.2828289257641476,Iris-setosa
+55,6.383351733317671,3.38272941392445,5.120383194366315,2.044124221944383,Iris-virginica
+56,6.659807387549917,2.736131936942787,4.361023598865794,1.5743461379445791,Iris-virginica
+57,5.123553819584462,3.244995572489054,1.7843973674979423,0.17420123430993217,Iris-setosa
+58,6.254175534600733,2.6467388348425933,3.8001645841463025,1.447189744246832,Iris-versicolor
+59,5.167921564509755,3.545779663690871,1.3928070513981143,0.26669219651249204,Iris-setosa
+60,7.023959397688662,3.2810848636823122,6.225320531838645,2.3551896242591392,Iris-virginica
+61,6.685120937548256,3.182284716467377,4.48640287148388,1.2437203088783133,Iris-versicolor
+62,5.48947218984772,2.636535796277781,4.091495832941472,1.0501160606424769,Iris-versicolor
+63,4.871988879914206,3.2089728250825504,1.4628448290143936,0.2710361819058016,Iris-setosa
+64,6.857743019592601,2.9320609496394083,4.069025509771652,1.3732527865370279,Iris-versicolor
+65,7.099113776130088,3.1008492000108885,5.993197737346714,2.242976018615797,Iris-virginica
+66,6.334028894312942,2.8837047103183315,4.917975105192231,2.1337700632720895,Iris-virginica
+67,6.268503421627914,3.1016196161701175,4.615067833394485,1.6014394203898819,Iris-versicolor
+68,6.301048594585904,3.149541375356595,4.859034713315455,1.2803290055962517,Iris-versicolor
+69,6.11890850841728,3.0316539632568795,4.9434864195050565,1.4653577493214736,Iris-versicolor
+70,5.828429337602856,2.7590939914144057,5.17621514934675,1.957593075404609,Iris-virginica
+71,5.090484996287555,3.4991020490537625,1.4605324908942021,0.15192672498775123,Iris-setosa
+72,6.259488604470718,2.2943790246923355,4.125883651380368,0.9666639419133788,Iris-versicolor
+73,4.628255714893085,2.9508390230082457,1.228062999844828,-0.043551824938637684,Iris-setosa
+74,4.7879715977796895,3.188433182688462,1.4108062954246197,0.14570004834273348,Iris-setosa
+75,5.111130291090149,3.439922066749004,1.4912546969585831,0.3543012617815611,Iris-setosa
+76,6.223231682086604,3.1014277180316103,4.430208030709962,1.684423778899638,Iris-versicolor
+77,5.64630884527891,3.221876576169093,4.593021594789635,1.3839224040174787,Iris-versicolor
+78,5.080521492194235,3.1248585344792996,4.7183996787009805,1.8077487413600508,Iris-versicolor
+79,4.664094522246397,3.715567143778512,1.7709031307449123,0.15223408042841075,Iris-setosa
+80,5.0110798380856565,3.611073771019843,1.7377279215529686,0.1723232669504728,Iris-setosa
+81,6.11928973574633,2.853677933973391,4.768295444806087,1.8013636817860308,Iris-virginica
+82,5.059330875364692,3.4053622199913844,1.530073389074258,0.21454545751216728,Iris-setosa
+83,7.940401443659863,2.7378808693937478,6.169282732984592,2.0237266809744745,Iris-virginica
+84,6.325984575712302,3.2393465161976183,4.812617189965393,1.634591277758744,Iris-versicolor
+85,6.187942709708813,2.5524964515807813,4.838220640490105,1.6602959407226996,Iris-versicolor
+86,5.344875142444668,2.943954182053963,4.721680108942473,1.4868978166751057,Iris-versicolor
+87,5.68857944755728,3.5923067061679563,1.5611837640633943,0.18009368992378127,Iris-setosa
+88,4.911280359197475,3.1314909254289685,1.5981402086882757,0.2874073866612132,Iris-setosa
+89,6.4723656149452635,3.0173661121792574,4.592623138992045,1.5573162413094417,Iris-versicolor
+90,5.450377750836995,4.2274223092425345,1.3561174835754763,0.22076912003909102,Iris-setosa
+91,5.775755599110312,3.0149868755513367,4.0746940563213965,1.4952292703288292,Iris-versicolor
+92,6.770564663689147,2.8756370987652886,4.506570025037713,1.427452304156386,Iris-versicolor
+93,6.15646831063003,3.0315122741828384,4.562853466941941,1.604023461504574,Iris-versicolor
+94,5.374603427092744,3.378529706458914,1.4321793626395236,0.2809635731659328,Iris-setosa
+95,5.123547528664068,3.6191351162015435,1.8373731257571477,0.47256595407546853,Iris-setosa
+96,8.241095872982903,3.6821196217529795,6.806969423916764,2.400029047324579,Iris-virginica
+97,4.837558225993796,3.2830268273571535,1.667326231850859,0.2815648925875856,Iris-setosa
+98,6.613397489947985,2.748714588243479,5.0826344488755915,1.9479176144108306,Iris-virginica
+99,5.164725369940722,2.9531184034200386,5.129730262197504,1.297743859623831,Iris-versicolor
+100,6.649526919795749,3.087211738094172,4.233566021789158,1.405335506117225,Iris-versicolor
+101,6.414134809281501,2.6607986142831277,5.293384171204698,1.7013981174191968,Iris-virginica
+102,6.062370289135543,2.392830540602178,5.2972556943498255,1.8941471774295806,Iris-virginica
+103,5.224401361074572,3.255196937997083,1.5880730317079599,0.3651860269525033,Iris-setosa
+104,6.397314536095497,3.200180359569424,5.1319013465953525,1.4981717572656927,Iris-versicolor
+105,4.738293615844879,3.3276139878145075,1.2227201839349306,0.14679235605455654,Iris-setosa
+106,5.228150635451489,3.3795996660647405,1.3786131643039192,0.2555374889719356,Iris-setosa
+107,6.951504629573859,3.059047142887878,5.057024525738109,2.266499271290961,Iris-virginica
+108,5.282527026501492,3.864790712223695,1.5373020421085162,0.26106944235511226,Iris-setosa
+109,4.978810377818346,2.324067384981922,2.9784867086805322,1.127862918148082,Iris-versicolor
+110,5.842635715231796,2.8247565192590662,4.479382034994671,1.2217446801512153,Iris-versicolor
+111,6.304426316245813,2.59733941591613,5.236605253235836,1.919979761034273,Iris-virginica
+112,4.483288300741912,3.362916167440506,1.6942700335122143,0.21529219739224675,Iris-setosa
+113,5.462328699474355,2.8219553026967614,4.117443386123912,1.127850460271873,Iris-versicolor
+114,4.851315873992912,2.213191329276824,3.1330468361063035,1.0116099500994948,Iris-versicolor
+115,7.27263295976888,2.9474961691211865,4.6560793120288,1.8286284739158452,Iris-versicolor
+116,5.330815781567352,3.1047314481924313,1.6228058865499406,0.21434577520945805,Iris-setosa
+117,5.290686776975103,2.495413558191207,3.564162695200962,1.1880100655297308,Iris-versicolor
+118,7.128305999477401,2.988106502430813,5.195712460909906,1.9529843440817127,Iris-virginica
+119,5.326919377474236,2.440969534143844,4.352015459775552,1.3288284736860199,Iris-versicolor
diff --git a/iris/tvae/0/11/test.csv b/iris/tvae/0/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/11/train.csv b/iris/tvae/0/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/11/val.csv b/iris/tvae/0/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/12/synth.csv b/iris/tvae/0/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..536aed104e6c253a2e254f2c579fbe617bc09409
--- /dev/null
+++ b/iris/tvae/0/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.0545486811529825,3.2433193431810956,4.614674218215041,1.3727361875183066,Iris-versicolor
+1,6.642761542452827,3.2104566003310198,4.5741094553796415,1.9306241979273588,Iris-virginica
+2,6.414138593851963,3.1427992351695466,4.108807373660336,1.7728732301978103,Iris-virginica
+3,4.422233336545522,3.320549172903791,1.5104830446598725,0.11580821859847293,Iris-setosa
+4,5.663646767645402,3.0776531511855674,1.473408599905758,0.17003566168309459,Iris-setosa
+5,6.235655359313255,2.9707090757360026,5.1698010271964625,2.2194188012703733,Iris-virginica
+6,6.067866136040531,2.475235549772689,4.626792531338542,1.4186138021621688,Iris-versicolor
+7,5.91497039197064,2.9369120080996454,4.549859872078475,1.413719075539727,Iris-versicolor
+8,4.987341674980036,3.401109674691212,1.4448142121112904,0.19362019932586738,Iris-setosa
+9,8.493026963955908,2.59976570882939,6.480113693555812,2.0387048025784718,Iris-virginica
+10,5.343245448437264,3.094647021885651,5.441983721112504,2.2236388475134046,Iris-virginica
+11,7.590748735815003,2.83937784507503,6.035710174615969,2.120428865988209,Iris-virginica
+12,7.055936180123021,3.035417645179158,4.605921975860564,1.387159553068925,Iris-versicolor
+13,6.1082743612510075,2.9498891283762525,4.913486016155045,1.6544896355277654,Iris-virginica
+14,7.054506793045561,2.7556228036591683,5.414511018646428,2.093841635430151,Iris-virginica
+15,5.210426472512049,2.3007917093410364,3.068938197947009,1.014017679530351,Iris-versicolor
+16,5.361299569288066,3.7476030642051947,1.7006907423058062,0.5065968224740645,Iris-setosa
+17,6.29958758638354,2.4447443030654235,5.450735137370842,1.8705859431974394,Iris-virginica
+18,4.405524759262446,3.0138531871384986,1.5276296959750424,0.15630063093606428,Iris-setosa
+19,6.834189088081671,3.234740044933857,4.316410531863994,1.5569733809463868,Iris-versicolor
+20,5.5407593844311025,3.623737458473127,1.5067874510612618,0.20304632619481694,Iris-setosa
+21,5.365249683841235,3.390909280524163,1.6459713570486492,0.44593353796948065,Iris-setosa
+22,6.762061020077588,2.559503055467991,4.8334278936540835,1.7940830257918747,Iris-virginica
+23,5.434137381811722,2.520971039157902,4.14733767743055,1.206037368154891,Iris-versicolor
+24,4.799125323675157,3.6876557900869384,1.6266972761121918,0.4116142371510926,Iris-setosa
+25,4.400531654716403,3.1421159015713407,1.455373398491541,0.11109677638089549,Iris-setosa
+26,5.7843687537881925,2.4297566576998015,5.0841913624619846,1.4786628934701862,Iris-virginica
+27,6.471490708477439,2.9008791858291545,5.96002715428758,2.2153475480493108,Iris-virginica
+28,4.425994165934946,3.345566216217687,1.3235860652653404,0.2554788551587691,Iris-setosa
+29,5.656342722984881,2.6752691930076296,3.9998701532541387,1.1171634276174607,Iris-versicolor
+30,4.871126654536014,3.065163647604103,1.7049073583641283,0.2652785900907212,Iris-setosa
+31,6.482750830877714,2.496841769452629,4.493212911117532,1.2619834786113133,Iris-versicolor
+32,5.2140779065586935,3.559181937110289,1.4065252925295584,0.5125613338775139,Iris-setosa
+33,5.764597397075052,2.9541247266997184,4.4696758369777285,1.4735902093373907,Iris-versicolor
+34,4.833918848936449,3.038481995019314,1.617238849969126,0.15685736086868798,Iris-setosa
+35,6.738260634234793,2.881333301883484,5.389008908162401,2.111362832506187,Iris-virginica
+36,6.198929609575844,3.1629063173538534,4.967716564371226,1.9398633796740925,Iris-virginica
+37,5.767119186234457,3.0412697463995424,4.480450289716354,1.4498213074538864,Iris-versicolor
+38,6.576959584784573,2.354493669415008,5.240628415546675,1.641476309210171,Iris-virginica
+39,5.176126138913563,3.4199671550377317,5.169765589026095,2.168795560098502,Iris-virginica
+40,6.576823374586685,2.40071954555956,4.757816584181927,1.6242103755555526,Iris-virginica
+41,5.0086381052793705,3.2294206353050345,1.7712420987891004,0.44498590186698417,Iris-setosa
+42,7.436342243466543,2.801280683922498,6.018381241976005,2.1218057098692893,Iris-virginica
+43,5.9014661943237865,2.86295749455222,4.848230706899168,1.4410363665836041,Iris-versicolor
+44,5.774395342571362,2.939794764407724,4.148410395690874,1.3220051289106027,Iris-versicolor
+45,4.724358196324677,3.248660911424506,1.3630704388468253,0.12554498897031868,Iris-setosa
+46,6.535975635899867,2.9107428111384697,4.5697669207646525,1.7921702271214746,Iris-versicolor
+47,5.078770206601266,3.631429105828039,1.6196807574387528,0.258117597500537,Iris-setosa
+48,4.031818543777943,3.4298225179405595,1.2737158965657127,0.2472760696583031,Iris-setosa
+49,5.022813831574714,2.1813051116127427,2.687904334539735,0.9623649667669542,Iris-versicolor
+50,6.097627298169366,3.033825057175625,4.561612282522781,1.9969029675310592,Iris-versicolor
+51,5.3920975907619075,2.7605946011495996,3.985684779711791,1.4031637813450057,Iris-versicolor
+52,5.940637383439418,3.194930117559446,5.231445057324217,1.9284776604383245,Iris-virginica
+53,6.881115364423069,3.2506142984899036,4.476348172191354,1.4985111531210558,Iris-versicolor
+54,6.838548669611398,2.9598048104244956,4.948441439743044,1.3526987330777063,Iris-versicolor
+55,6.447570128896642,2.8273370310596557,4.336288341700254,1.3733029085057242,Iris-versicolor
+56,6.49916129467033,2.9633469205090983,4.335697639000548,1.4512249903041665,Iris-versicolor
+57,5.264246101335318,3.1389957931192125,5.137922691911822,2.006713611652441,Iris-virginica
+58,6.234210016948409,3.0013063415759156,5.046062171034565,1.4732278825816743,Iris-versicolor
+59,5.264065303937824,2.487858062552613,2.902603101786452,0.9352339537498776,Iris-versicolor
+60,7.023705022927183,3.084622022903888,5.830233033951314,2.2528973496712714,Iris-virginica
+61,5.194852061908432,3.189758048069858,5.30503573574186,1.9165164406102821,Iris-setosa
+62,6.141417257341571,3.082373188420679,4.478832057794345,1.71024292853766,Iris-versicolor
+63,6.281347699437814,3.147223381962312,4.837393229086168,1.468274512272038,Iris-versicolor
+64,5.172049480902304,3.0871271123838646,1.5894985087666995,0.26687065669508836,Iris-setosa
+65,6.836885563243651,2.823849035225685,5.85558528623268,1.8077343326750517,Iris-virginica
+66,5.581976597400983,2.7847193011671507,4.122908765501486,1.064985907905192,Iris-versicolor
+67,7.694561029549927,3.210463741861376,6.748560031386194,2.3549672243601134,Iris-virginica
+68,7.0240743546136075,2.7108163828171885,6.321599328811534,2.0297237326798205,Iris-virginica
+69,4.894240639436679,3.7629072248212507,1.5334634626426018,0.2614485831326467,Iris-setosa
+70,5.1596342139806515,2.106509502296218,4.174671077448193,1.4269761911235126,Iris-versicolor
+71,5.4725561922464765,2.6085833934292344,4.052085351962763,1.3339938533447984,Iris-versicolor
+72,5.519835310864789,3.3020767651085796,1.4252865984187961,0.1193372026842496,Iris-setosa
+73,6.020436798299388,3.012744981689263,4.801756608638826,1.8552412615450007,Iris-versicolor
+74,6.466450058940115,3.0423156950078156,4.529127075766174,1.4669562901171316,Iris-versicolor
+75,5.260350245323011,3.134764839799246,1.3548901857224527,0.24810270363425269,Iris-setosa
+76,5.213387932809324,3.609685142077444,1.660060708366161,0.343046470037337,Iris-setosa
+77,5.875713085000809,2.9043298873512224,4.368139223703166,1.3376764063629247,Iris-versicolor
+78,6.166555787840551,2.445152331959231,5.317736466941356,1.707911754338617,Iris-virginica
+79,6.190244267749349,2.9538735575733157,4.439209295088336,1.4825362826607544,Iris-versicolor
+80,6.122997880396512,3.1782936864184896,4.56885118744375,1.5627030628895031,Iris-versicolor
+81,3.7634217892122312,2.89210940846354,1.2119724918254229,0.12594331719128235,Iris-setosa
+82,6.529439775896648,2.883528855698958,4.329531768666746,1.30482486299608,Iris-versicolor
+83,4.991751674297371,3.0993594020658306,1.6759232218380262,0.2803414716634918,Iris-setosa
+84,5.164572976948644,2.4739511589935854,3.988314509453707,1.0720589450370774,Iris-versicolor
+85,4.597360939692344,3.1897791354730876,1.500061401727598,0.2855958859131741,Iris-setosa
+86,5.485393390992306,2.441655054811252,4.082468686920014,1.2826964503114118,Iris-versicolor
+87,6.226771117969233,2.960372045299739,4.275123670205325,1.2290068595816845,Iris-versicolor
+88,4.371574111336422,3.324993853986392,1.3650823013780564,0.16586858324021903,Iris-setosa
+89,5.626243324699466,3.6923663475166615,1.7468828365709612,0.25967123784066704,Iris-setosa
+90,4.944606853488071,3.842998772220392,1.5858234645866172,0.3295150608657502,Iris-setosa
+91,6.089046340018258,2.7303520101787457,4.98270184241686,1.7440623654359058,Iris-virginica
+92,4.815420965642295,3.4646574895139732,1.5443222078338683,0.19540250738555098,Iris-setosa
+93,6.5543927136532565,2.890067505845813,4.9769307790041815,1.8821239981918558,Iris-virginica
+94,6.694001424510492,2.337001455573871,4.83733742591572,1.2234728493112363,Iris-versicolor
+95,6.133685512386151,2.9879514168010277,4.740168445714492,1.668466622301959,Iris-versicolor
+96,5.096685814652295,3.263917821054041,1.6916765947918109,0.2669334941944659,Iris-setosa
+97,6.098422393745283,3.045145079701255,5.19954734550339,1.901006266252129,Iris-virginica
+98,6.058063450086688,2.372030395389488,4.888847211804391,1.342557350080637,Iris-versicolor
+99,6.032003142948433,3.036757619764305,4.6670100652557185,1.5751017808918049,Iris-versicolor
+100,4.427824582258534,3.4759191382454224,1.5004524168455387,0.06288142865954413,Iris-setosa
+101,4.800969941115173,3.263968301854205,1.5459054360322826,0.15607606468264776,Iris-setosa
+102,5.382794697432451,3.6805638048195473,1.9107380590109568,0.5825470244717161,Iris-setosa
+103,5.354179688601421,2.617710712890963,4.354891524086224,1.4539724779495296,Iris-versicolor
+104,4.93911032821504,3.4700677205080224,1.565130615469593,0.18334512999523722,Iris-setosa
+105,5.543236082624268,2.5485601177681945,5.507695879636474,1.7761194968362792,Iris-virginica
+106,6.671156112404283,2.182331645337895,5.996396716510892,2.1176639036306786,Iris-virginica
+107,5.477611385988494,3.1014790128277703,1.5208319762278864,0.1705478588284185,Iris-setosa
+108,7.166489033123448,2.6336589732048354,4.829043983105502,1.2295646533927957,Iris-versicolor
+109,4.589338195128455,3.205640410631176,1.5303825741672592,0.2452199690232532,Iris-setosa
+110,6.615893556462917,3.16706512298028,4.93061118232861,2.0325770136568417,Iris-virginica
+111,6.498645391149568,2.8731787348511797,4.570738344228679,1.5244123912483958,Iris-versicolor
+112,5.922741557811098,2.86359084721773,5.170569468879108,1.888114778865091,Iris-virginica
+113,6.959074309217785,3.065265572370634,4.930928419649409,1.6270538304860112,Iris-versicolor
+114,6.194572785348166,2.4609420243381726,4.053137434367588,1.1006507816459528,Iris-versicolor
+115,4.9238197203205845,3.5145860081850544,1.411141371389997,0.2823297389210944,Iris-setosa
+116,5.0714165358592425,3.460281174169099,1.8681703766848035,0.45916447268291183,Iris-setosa
+117,7.258599711587154,2.842505329149567,5.73833089055762,2.12448751432269,Iris-virginica
+118,5.257225693544005,2.7132980335978067,4.013789909052865,1.1244289065437516,Iris-versicolor
+119,6.372328364720386,2.975001942660632,4.873300848589949,1.977260474917471,Iris-virginica
diff --git a/iris/tvae/0/12/test.csv b/iris/tvae/0/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/12/train.csv b/iris/tvae/0/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/12/val.csv b/iris/tvae/0/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/13/synth.csv b/iris/tvae/0/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2b20620d13780409fdea8f21e7a4a230d7368867
--- /dev/null
+++ b/iris/tvae/0/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.547655539803466,3.189548962273565,4.688689636557052,1.4059154544462953,Iris-versicolor
+1,6.595917069783064,3.2850509711770517,4.96106029469032,2.1447125500086837,Iris-virginica
+2,6.6017618646191725,3.074589971571798,4.452286814869153,1.6524400350012673,Iris-versicolor
+3,6.008047414798965,2.5815858415757926,4.2155963456067,1.335385503148848,Iris-versicolor
+4,6.861199451501126,2.758096640988646,4.3821663521876495,1.1180566853649978,Iris-versicolor
+5,7.25139359493489,3.2397684550426016,5.468251567392651,2.2884373315472897,Iris-virginica
+6,7.4377651292042035,3.3975127211840435,6.218932742879732,2.4232154780905684,Iris-virginica
+7,6.6268465447749705,3.0334504539254197,4.5673989895997265,1.4098224079635853,Iris-versicolor
+8,7.173386158431081,2.941212320635295,4.13005907697073,1.3355518562134217,Iris-versicolor
+9,4.454376790851103,3.14599693882385,1.2903468465760461,0.15290593766688287,Iris-setosa
+10,6.456772867870207,2.548093551313711,5.358634816328306,1.738169910085344,Iris-virginica
+11,4.697858625573486,3.6588411060597834,1.6853640581784661,0.31039047582072943,Iris-setosa
+12,6.447389872303055,2.783481089253537,5.014869664643544,1.8346804887119834,Iris-virginica
+13,6.514944298905533,2.9417196039545765,4.509089021182117,1.417216581311308,Iris-versicolor
+14,6.755901827903932,2.460250110003421,4.5287536039293235,1.363128041874024,Iris-versicolor
+15,5.066574190945098,3.2648643552822976,1.6338656177863784,0.4038003508194271,Iris-setosa
+16,6.6573431608502345,2.5961190042365176,4.950477824710318,1.457852766172711,Iris-virginica
+17,5.896819777637648,3.073401689046367,1.6839135500889904,0.21198923898220723,Iris-setosa
+18,6.690622843261821,3.0028880840588874,5.159367068229827,2.0095345682974832,Iris-virginica
+19,7.034080996271035,2.8444995802396256,5.93105436893286,1.9848053865515443,Iris-virginica
+20,5.172106345370831,3.329537627085205,5.197485265343791,2.1558553618963012,Iris-virginica
+21,8.167478614669745,2.9611864341378893,7.058242078681998,2.1790516050635147,Iris-virginica
+22,5.082200730240421,3.100683290299664,1.5441100353926986,0.21285650881777812,Iris-setosa
+23,5.937366635345056,3.2359587101832363,4.681837901844303,1.9266180787529215,Iris-virginica
+24,4.890556824588941,3.3105473392272886,1.6961004761828913,0.26984786956350343,Iris-setosa
+25,4.7070370894700115,3.398543916232362,1.4382005173607355,0.21669244869742638,Iris-setosa
+26,5.124783244200376,3.6038111959855743,1.6470458700763095,0.40476103489955967,Iris-setosa
+27,6.248014839581333,2.466180065943052,5.147332351602664,1.6708983289307178,Iris-virginica
+28,5.1712074176323855,3.7326951878078845,1.4356786808403321,0.2663162329573047,Iris-setosa
+29,5.005782826863099,2.830022355768202,4.066382524703368,1.0450331117020384,Iris-versicolor
+30,5.118988739007916,3.0433530398477124,1.3796494943459627,0.049986231925256225,Iris-setosa
+31,7.330138747561581,2.819515838974128,4.700446062137618,2.015770875867928,Iris-virginica
+32,6.2884988506577475,2.943832491550981,5.306146870412189,1.9796765459686763,Iris-virginica
+33,4.913080177526733,3.3338682507758177,1.6834290585494167,0.25790963304384334,Iris-setosa
+34,6.651414784719073,2.743439749534247,4.801106619280241,2.1155748774227146,Iris-virginica
+35,5.812931549545955,2.6546382701802016,3.925519716181829,0.9730870386678782,Iris-versicolor
+36,4.756886614816737,3.1416992880983,1.5551992671409343,0.18770048670295114,Iris-setosa
+37,5.671192952916493,2.4606475449609704,4.057757117715317,1.4071910093167954,Iris-versicolor
+38,6.4054465035066634,2.892634338040604,4.863375448145426,1.6741939295835744,Iris-versicolor
+39,4.9416407284897845,4.031242145963667,1.5367972181464555,0.1245464355861812,Iris-setosa
+40,6.560827090644911,2.9660012715103474,4.886308697027117,1.831901592041844,Iris-virginica
+41,5.3664507044973675,3.517928219264658,1.878573773771975,0.6098054626984915,Iris-setosa
+42,6.317475372735094,2.654512736968484,5.431670348711478,2.118023485232148,Iris-virginica
+43,5.4293177615628005,3.6265025296093323,1.516426887903464,0.22015485331331625,Iris-setosa
+44,6.819829729031303,3.1106277597200727,4.397082621015334,1.7174658387280626,Iris-virginica
+45,5.178707889698355,3.6506729182066846,1.513543621452574,0.45568037656037874,Iris-setosa
+46,4.5316885301748755,3.1106224610567588,1.8108225467057002,0.05832450326487912,Iris-setosa
+47,5.176380379291451,3.177772216669644,1.5273799840433666,0.2872501646155634,Iris-setosa
+48,6.286022261699182,2.3673487531947606,5.725383771460394,1.754591310536906,Iris-virginica
+49,6.565613022419192,2.9395518859278496,4.594714199697842,1.5331796389100956,Iris-versicolor
+50,4.565855077100403,3.231371018379915,1.368849972328861,0.21960867545115098,Iris-setosa
+51,6.676465507441649,3.1974202457782765,4.929579303999449,1.3088993379286924,Iris-versicolor
+52,6.3181449376472685,2.842229515059617,5.076918005095771,1.7674566328830112,Iris-versicolor
+53,4.997863478951451,3.5418392987385108,1.5740507258535983,0.393457957423679,Iris-setosa
+54,5.506018664532629,3.1404642907328726,1.304621765016584,0.05628882464469012,Iris-setosa
+55,6.2527323602258695,2.446527910512136,4.113944260090012,1.270028781773233,Iris-versicolor
+56,6.366271276882914,3.226213452200906,4.5820489114852565,1.3578859973289377,Iris-versicolor
+57,5.999585859274204,3.1063916852359306,4.449962382112794,1.7347102562815055,Iris-versicolor
+58,6.8406714551096215,3.2402504787564226,6.065743125487058,2.49858592861063,Iris-virginica
+59,6.418157868301184,3.049564850813017,5.690064949124536,2.1649749078197185,Iris-virginica
+60,6.299866413450803,2.6420424162299128,4.835775014446313,1.4747290295013888,Iris-versicolor
+61,7.289325096371173,2.8196145315905423,6.81116513614049,2.303425045861381,Iris-virginica
+62,4.239978994001387,3.281915842180239,1.5591699774081198,0.2203117490028152,Iris-setosa
+63,4.845315738125213,3.2188389838728484,1.582213085373688,0.2545062952014084,Iris-setosa
+64,6.801162105125673,2.891193568184321,5.061674437854959,1.8112595846653963,Iris-virginica
+65,5.115479488851513,3.3050484445841817,1.6345170495900714,0.30125163374772435,Iris-setosa
+66,4.844565393050403,3.5254588289556743,1.532888848268698,0.3185961390284905,Iris-setosa
+67,5.941863166132341,2.6856962659951735,4.107176584918422,1.3416373572926434,Iris-versicolor
+68,6.406739840031399,3.0895733851769642,4.383811888201055,1.5161189057029656,Iris-versicolor
+69,6.744942464745285,2.3668808419380913,4.964815831465836,1.5372946882151668,Iris-versicolor
+70,6.387013809287271,3.008192098867297,4.510128817429797,1.3980083490214137,Iris-versicolor
+71,6.247520733044649,2.2236391932285913,5.099076702483891,1.4492466262555643,Iris-virginica
+72,4.670996194249009,3.3798263250687084,1.5732702981878264,0.09961003263371376,Iris-setosa
+73,6.920066970392564,3.0435729567286764,5.420958988576575,1.5644361569097476,Iris-versicolor
+74,6.316169249102156,2.69085424127804,5.438282228101783,1.7620280599962004,Iris-virginica
+75,6.144276569175889,2.707886154733578,3.813701528338097,1.3316364667086302,Iris-versicolor
+76,7.0293399183236325,3.0213049641721357,6.028834703790388,1.958891674366092,Iris-virginica
+77,6.048371793083063,4.317292098627828,1.6073974934336441,0.32929761764241094,Iris-setosa
+78,5.49578176330678,2.639098362915666,3.959600766597804,1.303283816601072,Iris-versicolor
+79,6.210146318680223,3.1458194180619707,4.414746609644919,1.551632853207352,Iris-versicolor
+80,6.717461102646922,3.1839601271547138,5.598018671292469,1.9581641338326652,Iris-virginica
+81,4.98107065924753,3.331986723589568,1.7729776771623125,0.5077688503507861,Iris-setosa
+82,5.100558340322696,2.5203052391563467,3.6708797199557472,1.1072052189857904,Iris-versicolor
+83,4.588834976924215,3.214625442613874,1.5436319223444201,0.11941521222650633,Iris-setosa
+84,5.7342244730923575,2.098117289479039,3.6966459884661025,0.9862065684094353,Iris-versicolor
+85,6.751151756687943,2.828855914125811,5.50982009384994,1.833198745755125,Iris-virginica
+86,6.068483406491445,3.02891119470083,4.859095485276456,1.6037200573268573,Iris-versicolor
+87,6.39058263680612,2.8122290257620355,4.316348692179466,1.2572367754403824,Iris-versicolor
+88,5.15588354807643,2.9997324800848,4.504028676386865,1.4801373812083358,Iris-versicolor
+89,5.988320753536801,3.250983663521466,4.80362713250636,1.5095383997303697,Iris-virginica
+90,5.460429704817499,3.0223414589128224,4.507477667483956,1.464866843196201,Iris-versicolor
+91,5.165209994710127,3.274489408133248,1.286973202830827,0.20417817961131107,Iris-setosa
+92,7.022774727272003,2.5527866961395027,5.470046829297533,1.929107854065006,Iris-virginica
+93,6.610741193350039,3.018774445010751,4.719839701928292,1.4927812251995223,Iris-virginica
+94,5.398555643013852,3.235571321803597,1.6721561263398463,0.3470159887895031,Iris-setosa
+95,6.372683041280333,3.0505546529815377,4.709214363626959,1.8911805649612243,Iris-virginica
+96,6.594220812230048,3.0964915414814245,5.417004405152146,2.1187754303028057,Iris-virginica
+97,6.505419443827718,3.305334430352421,5.458619330979093,2.096842486009013,Iris-virginica
+98,6.345514143039319,2.88953742248299,4.943494619807289,1.3290004093586871,Iris-versicolor
+99,7.260453420504391,2.543709962462554,6.20724367425456,2.171843367466897,Iris-virginica
+100,4.59108424287168,3.0645644947822954,1.6201043147572858,0.240026007011009,Iris-setosa
+101,6.219108947022592,2.6191080967243074,5.184052853610266,1.8223607016879748,Iris-virginica
+102,5.103396482096282,3.417148277571142,1.5985102163484401,0.4441100553947156,Iris-setosa
+103,5.603811277614253,3.130540180768025,1.5220473524363243,0.3073815580633452,Iris-setosa
+104,4.885369385624146,3.3472270518159792,1.3218132936351445,0.3293057236103057,Iris-setosa
+105,4.842031425341863,3.4710656461465663,1.7318161594016364,0.23203052686231823,Iris-setosa
+106,6.3808986427950565,2.764964315199029,4.834530801425346,1.5697642280463173,Iris-versicolor
+107,6.233593357816832,2.1457518767371466,5.346754624895142,1.5805256958618268,Iris-virginica
+108,5.913874861881205,3.129475874625409,4.561225859437451,1.841532308502766,Iris-versicolor
+109,6.442665893110975,2.93490373778275,4.89610364005116,1.4297249768031395,Iris-versicolor
+110,4.957488424123826,3.7747389500279978,1.533251589244378,0.34203115603795026,Iris-setosa
+111,6.437722676488339,2.792064135604142,5.186729468932593,1.9967332016105521,Iris-virginica
+112,6.289742970766797,2.6375338481598747,4.344580022851507,1.5252245879881325,Iris-versicolor
+113,5.622181231854636,3.530426590539852,1.5482525184480471,0.14970660007625858,Iris-setosa
+114,5.6428830150873885,4.040267104484147,1.5610185609027596,0.2574473630356006,Iris-setosa
+115,6.146136123072225,2.953308873514309,4.95857524590623,1.6603687261780833,Iris-versicolor
+116,5.758861016215247,2.8719795388666145,4.352527747342946,1.201303196439914,Iris-versicolor
+117,6.548416263784914,2.889488929804819,5.318116795270783,1.6619810682624045,Iris-virginica
+118,5.074890027528147,3.6689523676485254,1.4734977476418827,0.14351449193723764,Iris-setosa
+119,6.561396735914347,2.8953635354203513,4.326703347557845,1.6903011267999135,Iris-versicolor
diff --git a/iris/tvae/0/13/test.csv b/iris/tvae/0/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/13/train.csv b/iris/tvae/0/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/13/val.csv b/iris/tvae/0/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/14/synth.csv b/iris/tvae/0/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c2d221375b1596ee349dcf8cf4941a70e1902a9b
--- /dev/null
+++ b/iris/tvae/0/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.987786921889172,3.9350747138016766,1.5858432153341326,0.27868871844460835,Iris-setosa
+1,5.0568847694710275,3.5724845280375117,1.4212892303342757,0.28817990591811654,Iris-setosa
+2,5.077263798638433,3.668165143747296,1.4988864076343924,0.1848999477903266,Iris-setosa
+3,4.947160762122997,3.131229067626319,1.1464540799888465,1.4100777997024108,Iris-setosa
+4,4.451709815909424,3.0043571009010557,1.6301149356080114,0.15057621013925473,Iris-setosa
+5,6.58662994596706,2.7999892592487816,5.330622369012411,1.750458179383994,Iris-virginica
+6,7.212406903328987,3.3746125454363423,6.498381210630878,2.119588192377833,Iris-virginica
+7,5.137336184474825,3.8072373404186424,1.4393610352405255,0.2422749371592784,Iris-setosa
+8,4.984010345052902,3.352693203039539,1.3667583604165499,0.3930450751214847,Iris-setosa
+9,6.603783707969531,3.4961328968547782,5.150103206543282,2.3587535089136673,Iris-virginica
+10,7.223193795704599,2.680985399910572,6.102394652750214,2.259040186406603,Iris-virginica
+11,5.230493016586349,3.24870020085022,1.6747364002800762,0.3565847958092654,Iris-setosa
+12,4.994999764199964,4.003613162236183,1.5388938144130513,0.11853857814842608,Iris-setosa
+13,4.879246180696138,3.1465370911781427,1.552855181564074,0.15585810772049413,Iris-setosa
+14,6.742996162577855,2.8425152580841813,4.971853724144392,1.6342369275486919,Iris-virginica
+15,6.544350784182158,3.2852451376219323,5.097525086054866,2.186001516490544,Iris-virginica
+16,7.163713869832922,3.5438680521635537,5.919523688320423,2.7062649793958253,Iris-virginica
+17,6.4775215825362915,3.1903914265075968,4.800861792796807,1.6744428659751815,Iris-versicolor
+18,4.801282290666388,3.2438428673412236,1.5889772600630672,0.33522994940124495,Iris-setosa
+19,5.663731625972439,3.276327103268253,4.282655800474139,1.5030825403997652,Iris-versicolor
+20,6.283061128028611,3.174327841947955,4.689945587119535,1.4990006142669936,Iris-versicolor
+21,6.248442819131621,2.9815954597004697,4.154092454042695,1.035437651214878,Iris-versicolor
+22,5.595747341788391,2.9623446431236453,4.720398007880548,1.151253785154279,Iris-versicolor
+23,6.240556227665852,2.733050024890437,4.559776092807693,1.1126510829164733,Iris-versicolor
+24,5.380438972089765,2.8468153766013926,1.2081573405533133,1.4331182238889606,Iris-setosa
+25,4.99705257939406,3.061071354607176,4.5252541564114726,1.6283118922496933,Iris-versicolor
+26,7.333027875651942,1.9671759184818263,5.512104808599918,2.2237295058682074,Iris-virginica
+27,6.758662412124161,3.1837089991583927,5.084176089987637,1.6155340045537712,Iris-versicolor
+28,6.9583988093247795,3.2926364818247404,5.564192982117395,2.479836902996742,Iris-virginica
+29,6.308981153065854,3.1491396381021612,4.484008905952157,1.6538935303069917,Iris-virginica
+30,5.351917062365714,3.329219850171784,1.7889038991066095,0.25369780712304607,Iris-setosa
+31,5.564189116727999,2.880193902490545,4.238239827411969,1.3794995790557498,Iris-versicolor
+32,7.194281570219098,2.904673261768425,5.484521338766548,2.18807121352307,Iris-virginica
+33,4.816908877805396,3.2159015592532527,1.5761710500829138,0.22707726951044344,Iris-setosa
+34,6.268428711552892,3.2191729497209143,4.973978395032376,1.5942226766769205,Iris-versicolor
+35,6.238897242237809,3.0772444655080453,4.050159844097595,1.4982342614442332,Iris-versicolor
+36,6.404137174347718,2.615234566618405,4.665303366180155,1.5739125781627328,Iris-versicolor
+37,5.211040541040484,3.925131462321253,1.6272990036116346,0.222622045812148,Iris-setosa
+38,5.169479966907166,3.6505096474612344,1.510277498154413,0.1553806402543499,Iris-setosa
+39,5.231051744580309,3.2307141568582023,5.173424337615168,2.1358755567706442,Iris-virginica
+40,5.270908970630172,2.397539729594704,4.134731304533722,1.4195702499251106,Iris-versicolor
+41,7.089906278374048,2.73677571080282,5.722266508921876,2.170359082088412,Iris-virginica
+42,5.238943883717715,2.9536401236061667,3.768633727932868,1.1746262025593612,Iris-versicolor
+43,6.257165319025288,2.718894301891568,4.225099086360496,1.348411956254054,Iris-versicolor
+44,7.85006150471071,2.720074224803189,6.46999291338995,2.1964164342450245,Iris-virginica
+45,5.875521449629168,2.7156776321513942,4.234745428809031,1.437290600964856,Iris-versicolor
+46,6.06807990995136,3.111797562218271,4.443049523813808,1.6256900213332528,Iris-versicolor
+47,6.7338605599699815,2.266654650260893,5.668052208370181,1.5373848794908829,Iris-virginica
+48,4.196381628829367,3.0468824966514365,1.4828025507901395,0.1242303594550716,Iris-setosa
+49,5.210581342516798,2.3437653665482463,4.044534462798834,1.6273504982712441,Iris-versicolor
+50,6.1570298369722956,2.906011176173374,5.226695270796569,2.110258117588721,Iris-virginica
+51,5.728367489363357,2.7892026807998582,4.876499179836196,1.2044611142848605,Iris-versicolor
+52,4.841019327660416,3.8107247384324823,1.65301790542376,0.3360119110289043,Iris-setosa
+53,6.334682426519282,3.194762171023836,4.373779134607551,1.5512724169883485,Iris-versicolor
+54,4.810862895744403,3.516817989202971,1.4856659641831698,0.17705115392840842,Iris-setosa
+55,5.281062558765131,3.049057930164726,4.126680365734429,1.4053653697640403,Iris-versicolor
+56,5.198144582158555,3.149742571914149,1.5162114007554208,0.3118587474302297,Iris-setosa
+57,6.404162573511204,3.431615072785106,5.461046711487477,2.2248351168560827,Iris-virginica
+58,5.648321101896162,2.842120102694484,4.776896126594549,1.3801956334938614,Iris-versicolor
+59,6.653603607593517,3.3433057288250265,5.4236783414617005,2.468918792034679,Iris-virginica
+60,6.984411486737998,3.060061622210675,6.304769434304678,2.2434529722957652,Iris-virginica
+61,5.874141672223292,2.9754929088250672,4.448633634008346,1.5635848188686927,Iris-versicolor
+62,4.76043184234513,3.6146745524015627,1.5122197719203951,0.2177894872253633,Iris-setosa
+63,4.980920220096877,3.506864902633598,1.4145128910419729,0.14802513566696712,Iris-setosa
+64,5.851200198254536,3.2933459246405583,4.798805450981766,1.5824024275179471,Iris-versicolor
+65,5.319140240389293,3.3407886223601917,1.787734254365193,0.2090286466805569,Iris-setosa
+66,6.485730738806313,3.0865819231548977,5.095369574036535,2.1455712002310157,Iris-virginica
+67,5.0641142941299195,4.109922678679177,1.4388560428832193,0.17037131312757148,Iris-setosa
+68,6.188354598335385,3.048844004904164,4.5930172165228065,1.4873166748950204,Iris-versicolor
+69,5.708373580373896,2.359263318137964,4.699665209269838,1.6197738895562392,Iris-versicolor
+70,5.056661686106449,2.9160270582352164,1.577134410087931,0.28413036781164286,Iris-setosa
+71,5.284965596059716,3.3705421713178128,1.781941361159494,0.5457169829673778,Iris-setosa
+72,6.930147521112881,2.6583219999302576,4.769405563806336,1.2946489339675185,Iris-versicolor
+73,6.352899400592767,2.437850575551548,5.254044548549514,1.62218831202255,Iris-virginica
+74,4.890872030735027,3.293384111900776,1.6676257020117282,0.2763236011650587,Iris-setosa
+75,6.6634864526336495,3.692673740027896,6.108430760167257,2.470238710498741,Iris-virginica
+76,6.818347999251189,2.8901177381827607,5.402495786323042,2.026154846679888,Iris-virginica
+77,6.559863987830953,2.8856627738085123,5.533123164464213,1.6713762249746869,Iris-virginica
+78,4.875285503686683,2.546381718557471,3.9920060837015487,1.1928141788483209,Iris-versicolor
+79,5.8804576742140915,3.020213150188123,4.491880888419462,1.3791473918153492,Iris-versicolor
+80,5.272047189832353,2.7910162224043535,4.654525207530531,1.3839637639124707,Iris-versicolor
+81,6.543442199530066,2.7222718860153656,5.425713630891266,1.9301177634430877,Iris-virginica
+82,5.159739192224679,3.318834573895046,4.522474603738613,1.508755861510045,Iris-setosa
+83,5.267409656665278,2.5506796226171176,4.423559438117611,1.3869610600128013,Iris-versicolor
+84,6.375314561259994,3.1131561225372932,4.989367641084159,2.112482100965435,Iris-virginica
+85,6.043354229141487,3.059368212197292,5.176665286070485,2.0868374398485336,Iris-virginica
+86,5.479678046508179,2.8491199299024403,4.414417430485042,1.3896222662008333,Iris-versicolor
+87,5.696702502400057,3.1329599920936677,4.677362131046339,1.6737784081124083,Iris-virginica
+88,4.632044489953412,3.3241738400351752,1.4604088539054927,0.18665414506543204,Iris-setosa
+89,6.239788571963276,3.0745736678667623,5.247359585511111,1.8671492883690566,Iris-virginica
+90,6.778756284035282,3.1023631782507124,4.304766877610198,1.2528154714483835,Iris-versicolor
+91,5.1617019618803,3.9732925963144323,1.6173786024239598,0.28819286195608235,Iris-setosa
+92,6.587860442764244,3.112832217704694,5.059275055189376,1.4195635697227467,Iris-virginica
+93,6.706041740802874,3.07941763923427,4.78152569570682,1.619781545631127,Iris-versicolor
+94,6.348387417816834,2.812538263523555,4.600689772413322,1.7914400533586008,Iris-virginica
+95,6.245587674307829,3.039895107259437,4.727088961124292,1.582459944857097,Iris-versicolor
+96,6.548701167641866,2.444368241984817,4.124685345210237,1.2348988635646199,Iris-versicolor
+97,4.601210539121567,3.0364566187721143,1.2929639041763041,0.15759451271274308,Iris-setosa
+98,6.126773845578959,2.6039590033077773,5.14523129242916,1.9076782896507476,Iris-virginica
+99,6.407384400747994,2.673675442563391,5.947190464754166,2.0601832428749876,Iris-virginica
+100,6.15607420654199,3.1818125178078147,5.3928698300086255,2.212622681375824,Iris-virginica
+101,6.7282916690941414,2.9746785983504105,5.327463270887589,2.3033910746857176,Iris-virginica
+102,6.966085222615146,2.8502155430939977,5.449031272531434,2.323271442380417,Iris-virginica
+103,6.569166227622528,3.2655382854745807,5.561059981683432,2.5670163045898686,Iris-virginica
+104,6.2098071466175915,3.0025868291271283,4.755417145563781,1.5150826144691236,Iris-versicolor
+105,6.96840880750175,2.7270765226451616,5.944555362258276,1.784769076523694,Iris-virginica
+106,6.548877152078712,3.2607288054044403,4.566534324748856,1.381762551699274,Iris-versicolor
+107,5.023051620907371,3.833613138170736,1.926675805678192,0.43326774609457364,Iris-setosa
+108,7.255085351806297,3.0443050103289444,5.977307362727075,2.1877300789910086,Iris-virginica
+109,7.3950870300887575,2.6362548470182827,6.148693089273746,1.978664655991914,Iris-virginica
+110,6.961070090341748,2.7877109369685997,6.057305541422739,2.2751040084850835,Iris-virginica
+111,5.376613915836557,2.913285172823538,4.541817855754356,1.2361280445885,Iris-versicolor
+112,5.778277608912926,2.2762411736044466,4.453548085194008,1.4203080526731267,Iris-versicolor
+113,4.726273262268631,3.456005410898351,1.7386524065822444,0.5197492164019831,Iris-setosa
+114,6.076861331082296,3.2050285483574155,4.007397613548922,1.1968292727830312,Iris-versicolor
+115,5.036037648518681,3.0389538527390867,1.4228819363286556,0.13147575061357925,Iris-setosa
+116,5.055954117454839,2.7604158354353086,5.2067900436555155,1.8594026347425576,Iris-virginica
+117,6.302157936899421,2.693558119880381,4.794936645867203,1.2895259254809992,Iris-versicolor
+118,6.680911955339512,2.8527126918350523,5.249629143538858,2.1094950943874045,Iris-virginica
+119,7.056878256913734,2.812323569702822,4.636233502701444,1.6335266309266185,Iris-versicolor
diff --git a/iris/tvae/0/14/test.csv b/iris/tvae/0/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/14/train.csv b/iris/tvae/0/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/14/val.csv b/iris/tvae/0/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/15/synth.csv b/iris/tvae/0/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a3318bed577d5b9e22315de3c4d4334594a458a0
--- /dev/null
+++ b/iris/tvae/0/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.834083878039441,3.267353699494897,5.3235291016365744,1.8540756390990099,Iris-virginica
+1,5.993639998088264,2.516057704474519,3.8695464823062897,1.2634200399885382,Iris-versicolor
+2,6.281447918278867,3.0289465682215075,4.62304522669151,1.6063602904636072,Iris-versicolor
+3,5.646775806791367,2.502084194476779,4.004999502783395,1.1897502161018871,Iris-versicolor
+4,6.867499365223579,2.802518700567025,5.167887783353348,1.6946503649586475,Iris-virginica
+5,4.86352676267238,3.5887762983015543,1.615251171706986,0.2456853410785351,Iris-setosa
+6,5.810168370668537,2.717189393045568,4.349055305391788,1.0485128676284914,Iris-versicolor
+7,6.037294136286734,3.001481231008068,4.610206557880817,1.2565720944691057,Iris-versicolor
+8,6.37430904762821,3.1316964158278324,5.307979798175105,2.0561136333252756,Iris-virginica
+9,4.92306384680808,3.3901017299003398,1.2400446324337255,0.24262744821600835,Iris-setosa
+10,6.419570656296574,3.0101663315709657,4.49939886998203,1.900345718660082,Iris-virginica
+11,6.670553691442812,2.4617991477348875,4.807535687537506,1.4913592663159163,Iris-versicolor
+12,5.118685945480357,3.364977141850842,1.394161192548756,0.382410198350735,Iris-setosa
+13,5.5009581917531705,3.3288465931373823,5.298486720680048,2.163580025314718,Iris-virginica
+14,4.933869855122603,3.7443560870363894,1.7189761656347504,0.2631283503568472,Iris-setosa
+15,7.790303891696568,2.800626146681435,6.7044926170030354,2.358271252944288,Iris-virginica
+16,6.824974935477674,3.3419802611054963,5.891898940590689,2.659844952336318,Iris-virginica
+17,6.754966702738353,3.000983276321405,4.623969943881651,1.6820401527517717,Iris-versicolor
+18,6.124919594725657,3.3034868709911835,5.5088445851759795,1.8720481862342373,Iris-setosa
+19,5.798817962438502,2.8055006634694712,4.298045632692205,1.136080904314596,Iris-versicolor
+20,5.876019463733175,3.149090821897484,1.4734909469525588,0.3744257612689284,Iris-setosa
+21,4.921316049907708,3.100199273738761,1.2646434686332653,1.472250377250369,Iris-setosa
+22,4.912987048338914,3.503889373720578,1.4235227045108816,0.18354692467136324,Iris-setosa
+23,4.451000262978376,3.2404683075040244,1.441398071699181,0.37849474322725946,Iris-setosa
+24,6.1987310622217215,3.0769417629245073,5.121106125634526,1.1045560547526865,Iris-versicolor
+25,5.73584866434594,3.017848781705549,4.6943300541798285,1.5369109410479127,Iris-versicolor
+26,5.004712065570175,3.2368085531466626,1.5528436054310701,0.29129308247952684,Iris-setosa
+27,5.539758266343313,3.711761889999123,1.717754767445482,0.1871677067798206,Iris-setosa
+28,6.491013053026246,3.0537161924457177,4.786467107762237,1.5372092193300682,Iris-versicolor
+29,5.540911920692987,3.69546810964037,1.3059923154684048,0.1569667252618734,Iris-setosa
+30,5.7582342984747,2.4500044279821434,4.596057027547511,1.547464562839235,Iris-virginica
+31,5.365626659068062,3.764804046431993,1.9753775055831542,0.18815814621251364,Iris-setosa
+32,4.553634457630543,3.5596041089073687,1.4435444458046351,0.14779066463581114,Iris-setosa
+33,4.90630127549055,2.971253563697457,4.346586368771088,1.4596658203558293,Iris-versicolor
+34,6.348633100676096,3.1597478241015877,4.917667338248274,1.3426082195854796,Iris-versicolor
+35,6.675288401866413,3.242023404751962,5.27205037947652,2.317151812164657,Iris-virginica
+36,5.7718999900710815,3.2437727810212076,1.3749281934575168,0.15893247904726895,Iris-setosa
+37,5.189346962942705,2.3499605108287627,3.419880950035596,0.9891707309102613,Iris-versicolor
+38,4.869411089598582,3.478533035486007,1.6867339323896724,0.3668608809776,Iris-setosa
+39,5.372783568793943,3.2344360677951163,1.4901302998227441,0.34050933661203264,Iris-setosa
+40,6.445355814817569,2.879740728619906,4.1411126205615645,1.4805142138768397,Iris-versicolor
+41,6.906668467244373,3.3329203406623407,6.363613044577855,2.4522133122390444,Iris-virginica
+42,5.924979777974975,2.0709860130835818,3.262481437425146,1.2574572772954902,Iris-versicolor
+43,5.6203636135872586,2.2580059578631038,4.6346539424228865,1.0935094096475393,Iris-versicolor
+44,5.2902734162651175,2.318009244359485,4.11189552118605,1.502595024070241,Iris-versicolor
+45,7.468441193044761,3.0525181061312185,5.204061750734375,2.2288241669754805,Iris-virginica
+46,5.055336146352399,3.388428761306051,1.5840679429516362,0.24975168393880356,Iris-setosa
+47,4.989938858477732,3.6958967471975392,1.6338444825350373,0.26714990784962994,Iris-setosa
+48,5.027920285224753,3.2616308785990933,1.635779577629515,0.39969340352046967,Iris-setosa
+49,6.1751653695793465,2.697890487176259,3.80992159694939,1.4845659673247371,Iris-versicolor
+50,8.345454044505878,3.151169921059408,6.64763205244296,2.2157844264955147,Iris-virginica
+51,4.582160264087804,3.229937974465964,1.3928336521674534,0.12744389137518775,Iris-setosa
+52,7.019553681212374,2.923575909728763,4.607111471575367,1.6654209162550495,Iris-versicolor
+53,6.471344007378697,2.787329510804503,5.414067205687879,1.9961070048005403,Iris-virginica
+54,5.337670606016987,3.9773798587366245,1.6669135289581083,0.42953432383199963,Iris-setosa
+55,5.3594277113756315,3.3140760717844495,1.5377379446129293,0.15031343508461797,Iris-setosa
+56,5.3457733207883145,2.4364473420817854,4.120581113407939,1.0943191826042271,Iris-versicolor
+57,4.981175307768095,3.3575881394674467,1.3277714170389294,0.20358378540932942,Iris-setosa
+58,6.99483217583923,2.6739859931491994,4.605047679067351,1.7318692565994969,Iris-virginica
+59,6.312342879371581,2.81648272082834,4.443824154399155,1.0247760604621345,Iris-versicolor
+60,6.535508587235723,2.886240829168795,4.899493475473483,1.6206550723225248,Iris-versicolor
+61,4.758623519151641,3.740497083506048,1.688821692625722,0.2755474623561226,Iris-setosa
+62,5.335472088552779,3.387064563896287,1.3844741391071111,0.05451805311636537,Iris-setosa
+63,6.334530501562166,2.6153801223053605,5.411440248844609,1.8337179808319517,Iris-virginica
+64,5.029739634447937,3.8110043396251583,1.5594875559835994,0.3639454526710881,Iris-setosa
+65,6.260124280313374,2.9602296042774197,4.8567274441360295,1.4682663727958096,Iris-versicolor
+66,5.1956405810615065,2.6837230490704314,3.9377414931317185,1.3776216640552814,Iris-versicolor
+67,4.8113498721957635,3.4330579379497523,1.3038890225562914,0.2884591187317423,Iris-setosa
+68,6.116373364616725,2.253478367615067,4.764015588080137,1.2055104185399461,Iris-versicolor
+69,7.701257497069301,2.9558366986670004,6.065749289509899,2.33850764009326,Iris-virginica
+70,6.242590563477812,3.2392230600660947,4.493616398407487,1.7133532227915915,Iris-versicolor
+71,4.892732085334378,2.452677972920821,3.9733578879284726,1.3719643153756345,Iris-versicolor
+72,5.280270055573692,2.3749978923472734,3.9510310477237454,0.9244626415099069,Iris-versicolor
+73,5.061047927709379,3.2738172995971646,1.4127416528991101,0.31384185559097866,Iris-setosa
+74,5.114379057300291,3.0856094305402704,1.354847880034852,1.516596806715656,Iris-setosa
+75,6.3859718372275625,2.8347956685886526,5.59116938494185,2.3081299884917965,Iris-virginica
+76,5.238534794732139,2.2922008083450818,4.857700524929762,1.6017377743074321,Iris-versicolor
+77,6.199247730141589,3.3143145544305366,4.8233130822705625,1.7759894325927856,Iris-setosa
+78,6.5041506125866215,2.680873682930053,4.181801422498312,1.4068778916682954,Iris-versicolor
+79,7.153216777396895,2.890855383106418,5.756362477495947,1.9879861619126227,Iris-virginica
+80,6.149377693894192,3.1972882439938624,4.8102915979580505,1.6056945231866968,Iris-versicolor
+81,6.284484265822505,2.670454445375732,4.39375325417255,1.305321504078489,Iris-versicolor
+82,6.147718408242975,2.869157791755425,5.1335191150745025,1.7285574870506928,Iris-virginica
+83,6.818375063308124,3.106956020925828,5.773571661354312,2.3188913855035955,Iris-virginica
+84,5.222973990981944,3.24118751911633,4.767732151980599,1.4859360887509012,Iris-versicolor
+85,7.128051007963468,2.3445973389999804,5.205048375516973,1.8277958113340171,Iris-virginica
+86,5.442513430101954,2.745681941315641,3.7353722295005216,1.2145075013524298,Iris-versicolor
+87,6.120051825819297,2.8941552241436184,4.310412902881481,1.30101338383049,Iris-versicolor
+88,6.260641037220995,3.0884452205077797,4.704621662132892,1.3263778113377502,Iris-versicolor
+89,6.758446176325797,2.7702333731095137,5.32438018018566,2.1147874682420706,Iris-virginica
+90,6.524664793722135,2.698551375344513,5.24121189561541,1.9935544191882937,Iris-virginica
+91,5.762330979484463,2.8164621601589652,3.895041835321947,1.380471745592962,Iris-versicolor
+92,6.794973120979982,2.7981310412653655,5.181297163237468,1.5372357879420981,Iris-virginica
+93,6.195215907250256,3.222764367660794,5.017129733694122,2.3046065033067276,Iris-virginica
+94,6.656994605459792,2.687249587918977,4.627301623123413,1.6545026269519483,Iris-virginica
+95,6.656683743998491,3.1125677829652267,4.781620279859408,2.13045891236228,Iris-virginica
+96,6.515706639612005,3.099069357802554,5.468641235634218,2.0386384283952266,Iris-virginica
+97,6.487286968165539,3.0251444956999256,5.304797374451921,2.1239418118244124,Iris-virginica
+98,5.94891612277842,3.0922179625263584,4.751338813400898,1.4229254571275556,Iris-versicolor
+99,5.021427917912655,3.524683126870788,1.8530161646427883,0.5337178687624644,Iris-setosa
+100,5.477245131583801,3.0296891768559493,4.199749752084508,1.5630309406142113,Iris-versicolor
+101,6.227993290884092,3.149335953212409,4.899865638346535,1.8921032351896645,Iris-versicolor
+102,5.400823785839328,2.61660574143422,4.473979627501182,1.4126620963355452,Iris-versicolor
+103,5.342233375754172,3.474951966682483,1.4084310707988126,0.31131329448984113,Iris-setosa
+104,4.62178883981625,3.197964544446774,1.5593919125466287,0.18711716479473917,Iris-setosa
+105,6.928023059114015,2.7779565540132345,4.213496269167641,1.2670715148978164,Iris-versicolor
+106,5.100440207090253,3.3889480707730066,1.3600815942488256,1.146100689676187,Iris-setosa
+107,5.622430416909105,2.013486252153685,3.5714089512043814,0.9683816515673522,Iris-versicolor
+108,5.390666659640589,3.244642137359202,1.4647218950672196,0.25043236785745404,Iris-setosa
+109,6.804625389315563,2.8415081961290736,4.165698115755886,1.1025458288634264,Iris-versicolor
+110,6.577062525524533,3.0246917015776815,5.6466104250350915,2.104771296844113,Iris-virginica
+111,5.225797957308487,3.248882691920575,1.4250397125016698,0.2537916196006709,Iris-setosa
+112,7.525851285544723,3.0216974272506283,5.90859084612048,2.32070798837926,Iris-virginica
+113,5.764311147365908,3.1653846504533583,4.74905624874762,1.6409966709779389,Iris-versicolor
+114,5.414385596996801,1.9750650244209231,4.030599154773049,0.8300610992660659,Iris-versicolor
+115,4.672775147200128,3.3130014489650117,1.1247164852646985,0.18914403442426625,Iris-setosa
+116,6.474583190881046,2.4761016308330004,5.806989503196927,1.9375278867613108,Iris-virginica
+117,6.8643100518766715,3.187483067395924,5.269744884710427,1.7949854265874698,Iris-virginica
+118,5.480324587738185,3.841438654995849,1.5091714006478212,0.3106799054207925,Iris-setosa
+119,7.311563762611094,2.879473170041995,5.97349429278775,2.1556923423669283,Iris-virginica
diff --git a/iris/tvae/0/15/test.csv b/iris/tvae/0/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/15/train.csv b/iris/tvae/0/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/15/val.csv b/iris/tvae/0/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/16/synth.csv b/iris/tvae/0/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..66a9a5a7d514bcafeefccdafd6211ca34d19212d
--- /dev/null
+++ b/iris/tvae/0/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.23067323522592,3.3464158139609617,1.7248727847618062,0.5770796793993707,Iris-virginica
+1,5.7194039929650575,3.115602920248458,4.558980370853039,1.2333003206218296,Iris-versicolor
+2,6.365457868779022,2.7989741387185885,4.224369530161486,1.227027449713004,Iris-versicolor
+3,4.424232460252231,3.093302192985442,1.3401162038351349,0.06481931084720702,Iris-setosa
+4,5.882622674000314,2.5528365378142617,3.9099722421717624,1.3771500837486146,Iris-versicolor
+5,5.764651717893761,2.8400623410594137,4.461765636112257,1.329107911362369,Iris-versicolor
+6,5.9699509250039835,3.314149898475198,4.808025557811478,1.5426857224883939,Iris-versicolor
+7,6.617290391667572,3.2966594223212047,4.462142812353891,1.4461683343008667,Iris-versicolor
+8,4.872268745003343,3.381583445401478,1.4937750596991166,0.34549872943582666,Iris-setosa
+9,6.415560984982712,2.889290248507256,4.516014252157025,1.71003569338542,Iris-versicolor
+10,4.724750702885303,3.485103738207724,1.4029481132566137,0.13730244948263548,Iris-setosa
+11,5.329835652346553,2.416188064191622,4.366274594920365,1.3174656494622918,Iris-versicolor
+12,6.612900171678016,2.9422728407713734,5.690739197529833,2.248109889048364,Iris-virginica
+13,5.338071044196521,3.415251711172127,1.6582409557488715,0.3201614985877176,Iris-setosa
+14,4.806740761045374,3.3158823517470997,1.766666446252731,0.49363191565280806,Iris-setosa
+15,5.117698272874664,3.498036839982243,1.3433990510716136,0.19261302012722425,Iris-setosa
+16,4.615972239333604,3.5142576553013694,1.58782807885684,0.2864744427141362,Iris-setosa
+17,4.823756812823851,3.102238212472641,1.5155159632401465,0.36691736939066105,Iris-setosa
+18,5.372652883065619,2.6216016069121366,5.061009777399058,1.8061240149233406,Iris-virginica
+19,6.988544198208434,2.5767301884164024,4.614567567105652,1.4468040370243798,Iris-versicolor
+20,5.253635615665205,2.4922190854473723,4.0129940527091215,1.2327297596800468,Iris-versicolor
+21,6.033173341568139,3.0107758061987346,4.506142114807007,1.501940995336702,Iris-versicolor
+22,5.226073625966957,3.4364966091853497,1.377057799968107,0.3687796028495216,Iris-setosa
+23,5.768349478919576,3.293171675093274,1.2244912001802404,0.11711405566208297,Iris-setosa
+24,5.231809721537915,3.083359495259197,1.2582769476321432,1.7203737514870614,Iris-setosa
+25,5.8653356406902315,4.205052996345024,1.7389167787605326,0.17759724336026134,Iris-setosa
+26,4.835939522774637,3.2704046719115767,1.645453244249049,0.2509668039488662,Iris-setosa
+27,4.868053528477084,2.2073643958266227,3.5065342836905034,1.068788872861795,Iris-versicolor
+28,6.730543397022529,3.073310483270393,5.259134844922208,2.220458287338049,Iris-virginica
+29,7.341979508491384,3.0693030571507687,6.145096433797882,2.083293958928573,Iris-virginica
+30,4.804782832054389,3.2995846377367575,1.7781861365631135,0.40825580420605295,Iris-setosa
+31,5.38689096029297,3.2262951314398087,4.469429384503257,1.582618048937345,Iris-versicolor
+32,5.463521381156241,3.030345366543688,1.4719128175704161,1.2576746804938002,Iris-setosa
+33,6.6587798063928245,2.8564458954123744,4.910496835591732,1.752399789238279,Iris-versicolor
+34,7.3178330982644715,2.750112103798769,5.361772085977773,1.9893305451203018,Iris-virginica
+35,5.046386911903086,3.2353720320119432,1.498236957904714,0.24870714491182527,Iris-setosa
+36,6.721772745100811,3.1050965110414053,5.594855599629037,1.9956199376604187,Iris-virginica
+37,6.051451769112043,3.082785698302014,4.705533165046412,1.558398790533435,Iris-versicolor
+38,4.61458269335446,3.312341338905707,1.2805211919095416,0.20115191262099621,Iris-setosa
+39,5.193321996460708,3.09641148737239,4.5287895004029854,1.2753967917518572,Iris-versicolor
+40,6.26265063599292,2.8566814205232296,5.259807946861273,1.6358141946741136,Iris-versicolor
+41,4.950586792931173,3.399045251313275,1.417924126659182,0.23015932564859137,Iris-setosa
+42,5.552644240616143,2.360115380431896,3.464508865872313,1.0852929651002476,Iris-versicolor
+43,6.450973873050135,3.2723738943206953,4.679034628598411,1.4077444970673794,Iris-versicolor
+44,7.165758035698068,2.697780275477716,5.953077822502001,2.088816357753326,Iris-virginica
+45,5.695615959035576,3.141946180361554,4.495683014355783,1.2605539352996638,Iris-versicolor
+46,5.018815307509983,3.6633984506652215,1.4939192801426162,0.19224865052895082,Iris-setosa
+47,4.931039283493925,3.30994620123236,1.5346621958572708,0.4108802477291241,Iris-setosa
+48,5.300019191584232,3.3146837156557245,1.5555663254123986,0.38244578375828214,Iris-setosa
+49,6.483357751265497,3.1639740020993643,4.949842057787674,2.2611847889589165,Iris-virginica
+50,6.003319134484191,2.9740240015409696,4.607360372734969,1.3917149628630507,Iris-versicolor
+51,5.166600306689336,3.1929985060745016,1.3453960204466942,0.27871632618255576,Iris-setosa
+52,4.783363583452214,3.270787368479697,1.2762715999618237,0.2317679376161787,Iris-setosa
+53,5.11531159412492,3.0470885028097783,5.075034014135067,1.6183490874884991,Iris-versicolor
+54,5.261670546011123,3.4488667800214103,1.643149738399019,0.3460386966128461,Iris-setosa
+55,4.983734349050243,3.230390705127007,1.439710222505456,0.19185036236626357,Iris-setosa
+56,6.176992608376082,2.687343184286628,4.290669441709669,1.1787603113800433,Iris-versicolor
+57,6.874352050305376,2.6538226262165905,5.460023360840049,2.030231449213755,Iris-virginica
+58,6.705535728790986,3.0923291232931382,5.799394831814805,2.2988909503452466,Iris-virginica
+59,6.142715485478059,2.8669523924061466,4.326065045913948,1.3193143112338004,Iris-versicolor
+60,6.6068998461824435,2.794082879821278,5.952783279848161,1.8923372868779893,Iris-virginica
+61,5.884066407526499,3.259215754949746,4.608678331570276,1.6257301202274093,Iris-versicolor
+62,4.964476004828485,3.5163513199857728,1.5435764826905967,0.19418664374842964,Iris-setosa
+63,5.196954236050589,2.570013056714834,3.963785847669005,1.5024535953997837,Iris-versicolor
+64,6.780241625889197,2.442626923611571,5.582387916381807,1.7246397343395292,Iris-virginica
+65,5.074523176635139,3.5430404321698847,1.5048381449199442,0.3473497396013017,Iris-setosa
+66,4.690900575519137,3.578751439261092,1.7604809913085753,0.4705515339026205,Iris-setosa
+67,5.805739748861961,2.809311877817134,3.3562825202429396,0.818481259934999,Iris-versicolor
+68,6.939787194599653,2.8495008402220225,5.531264939540289,1.922540059990038,Iris-virginica
+69,6.600853591904011,2.635684582083819,4.552854899693275,1.6011848960664758,Iris-virginica
+70,5.102843000741834,3.4433505796882042,1.6869760052949963,0.34746954183549117,Iris-setosa
+71,4.81593292276507,3.5017855472047636,1.3896292088503321,0.2811241952456689,Iris-setosa
+72,4.909168374819825,3.2394746490728936,1.3018843464176435,0.17213488029353605,Iris-setosa
+73,4.803128265486106,3.1060834133448108,1.5759923997283898,0.3229568209800567,Iris-setosa
+74,4.687354854581107,3.484200113154948,1.3491028541392098,0.17179920528291465,Iris-setosa
+75,6.643358164462513,2.8616174977359288,4.978344156914735,1.482546658158434,Iris-versicolor
+76,6.58412393226853,3.0068408234110975,4.7242069377272715,1.6241036663911346,Iris-virginica
+77,5.1929409310581365,3.533715855261184,1.9753687458379947,0.5694532547290204,Iris-setosa
+78,6.203279930915012,2.9758495976767523,4.622396518593164,1.4514100560066034,Iris-versicolor
+79,5.082298358896252,3.9449758475693586,1.7152304686604611,0.21478648498645514,Iris-setosa
+80,6.032724797665642,3.1373835041237466,4.505634173627724,1.4827743629307866,Iris-versicolor
+81,6.34531459139143,2.924455449443947,4.303174452686665,1.4740774687222657,Iris-versicolor
+82,5.035792609069016,3.328500683306137,1.4847625133666138,0.38914691226739917,Iris-setosa
+83,5.168036668833409,2.9563226506220137,1.3481428445159005,0.15558313470908441,Iris-setosa
+84,4.825288217475215,3.268755459051454,1.4485198972463236,0.237329941064346,Iris-setosa
+85,6.409586471033315,3.16409684403655,5.34247084510661,2.1398045605377316,Iris-virginica
+86,5.868715777316367,3.283973537984229,4.650792466347242,1.634589326664746,Iris-versicolor
+87,6.18148614595944,3.1667583395087533,4.323843448617443,1.5665541708612247,Iris-versicolor
+88,7.393590069912255,2.6460639110241315,6.772432116124971,2.1631310168109925,Iris-virginica
+89,5.968774427420392,2.423934318337789,4.886023212356784,1.8021038799466218,Iris-virginica
+90,5.9979497736376866,2.5047116380434016,3.674170436032896,1.2369817876431806,Iris-versicolor
+91,6.09048434129661,2.6841400625628524,4.293926675862383,1.55936999934024,Iris-versicolor
+92,6.337908790811387,3.027663776330054,5.2294273769461945,2.0071983389547037,Iris-virginica
+93,6.71694211804334,3.2162235421276915,5.0563969341895705,2.030507317055109,Iris-virginica
+94,5.252686354834098,3.164787125903637,1.4377595101247238,0.1601562721806836,Iris-setosa
+95,5.194874552229371,4.045194393096575,1.4283986228370045,0.414757728492529,Iris-setosa
+96,7.392289098550575,2.851668504981997,4.740904981044024,1.5160454435786295,Iris-virginica
+97,4.852061086677208,3.013121807406876,1.6159377415584775,0.15730549646482886,Iris-setosa
+98,5.211053142019244,3.1163831517606706,1.4492116706138176,0.2421894131332802,Iris-setosa
+99,6.45827737822788,3.063306560060653,5.825304302645348,1.9314446523921402,Iris-virginica
+100,4.933836102269678,3.8920213410872586,1.7988749169410674,0.3587615705948136,Iris-setosa
+101,6.838610928076577,2.958848557581036,5.2397781767628615,1.935541696960465,Iris-virginica
+102,4.889082639961725,3.2212683048601014,1.232013896263801,0.1697254596604203,Iris-setosa
+103,7.1392872165909615,2.7572746384428526,5.910282939452435,2.124589759274872,Iris-virginica
+104,5.296727176676216,3.106212103579336,4.748339102209956,1.7953779755450405,Iris-versicolor
+105,7.0641451489044345,3.4327104115378466,5.617061954111536,2.251343770224868,Iris-virginica
+106,5.559210758304318,3.0417949360560534,1.6305081896195481,2.0521413469233263,Iris-virginica
+107,6.252256301751528,2.783403611047939,5.340479690895857,1.650494438349063,Iris-versicolor
+108,5.047908992710941,3.1029347424075957,1.2256433112867382,0.26379941158714026,Iris-setosa
+109,6.260872792330958,2.709540301277087,5.148798098946606,2.032355165554292,Iris-virginica
+110,6.597085581632348,2.939764692169371,4.337041995705361,1.6725801632748225,Iris-versicolor
+111,4.875870409826274,3.5679690397086024,1.7609290702044367,0.3351554757003623,Iris-setosa
+112,5.548701182721923,2.631068291418269,4.151206429502971,1.375003912231181,Iris-versicolor
+113,4.3745804260898,3.4170189377430056,1.5379329950584935,0.056398718431304645,Iris-setosa
+114,6.504782610183052,2.8033673142014357,4.591769337399161,1.2369989661680156,Iris-versicolor
+115,4.858807158041941,3.5398654242445855,1.295326658064735,0.1995165510415794,Iris-setosa
+116,6.557939921914699,2.5836013731019842,4.109531617475051,1.2864810317389517,Iris-versicolor
+117,6.136988572340884,3.0773394249036605,4.79424647096598,1.5461063762608918,Iris-versicolor
+118,6.264047748259294,2.8368711762838137,4.736393026226902,1.6112272344374285,Iris-versicolor
+119,6.572839688672165,2.717754868840086,4.623821968051582,1.3316785734510832,Iris-versicolor
diff --git a/iris/tvae/0/16/test.csv b/iris/tvae/0/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/16/train.csv b/iris/tvae/0/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/16/val.csv b/iris/tvae/0/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/17/synth.csv b/iris/tvae/0/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0fbb3a4e9dac7fc6c11c401e6f23faa1b4ef94e1
--- /dev/null
+++ b/iris/tvae/0/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.683455151550046,2.8122344603304428,5.982404202398375,2.2712969966311833,Iris-virginica
+1,5.154601610464966,3.137253690434645,5.111904806054789,2.1694414080099813,Iris-virginica
+2,4.822489754462625,2.352191290226411,2.9597626537856065,0.919408523907786,Iris-versicolor
+3,6.110171076871454,2.5295330677553007,3.8523477723757122,0.9051999192564256,Iris-versicolor
+4,4.837957841328612,3.0570379616682217,1.5006666631510737,0.3178646848420016,Iris-setosa
+5,4.804659289109438,3.127418429922102,1.362378214249501,0.19176411256350337,Iris-setosa
+6,6.535400884353608,2.944462899184698,4.510885124680406,1.1384019757752561,Iris-versicolor
+7,5.115578939881811,3.5480566236712057,1.5645784146178678,0.14869420517274604,Iris-setosa
+8,7.334321244639192,2.64316027237647,5.74775017644788,1.9568861410232725,Iris-virginica
+9,5.1380085632995804,3.673493523553531,1.4306745609957854,0.4395450895074833,Iris-setosa
+10,6.775894536080419,3.1359534797867474,5.193432026011968,1.8399354668022054,Iris-virginica
+11,5.0304797489369815,2.8284484620747117,4.126863092203949,1.3713323375301592,Iris-setosa
+12,6.929645376001504,3.211528747230214,6.466845495936138,2.4023242787929266,Iris-virginica
+13,4.848010646943848,3.0391499961423785,1.3612652135076213,0.15365000134623386,Iris-setosa
+14,7.50777749419238,3.0589558845868954,6.043394701305576,2.2767445058763034,Iris-virginica
+15,5.550213456465345,3.136471442083694,4.41257387293164,1.5137924308227069,Iris-versicolor
+16,5.488228560054803,3.1679207787433317,1.4868091776938681,1.6388924961195825,Iris-setosa
+17,5.118061751379941,3.2218599911159362,4.79351874747491,0.5455957941107399,Iris-virginica
+18,4.78265084142082,3.5243573330685884,1.6632953425507324,0.4155083270532324,Iris-setosa
+19,6.801982051856978,2.701275513736724,5.837832539192745,2.072937932851059,Iris-virginica
+20,6.3447118866239,2.8233097113572843,4.934822788415197,1.9536845569196477,Iris-virginica
+21,4.991182468745139,3.3657420001396074,1.4298167624277265,0.19640976175271063,Iris-setosa
+22,6.1935275179978175,2.175018947829174,4.868123736712689,1.6930180946152866,Iris-versicolor
+23,5.218610386164891,2.3695522481946827,3.6062225360903146,0.9377580867366886,Iris-versicolor
+24,5.714566988610972,3.1427219625512133,4.751891038556245,1.7834753485922925,Iris-versicolor
+25,4.765712797336314,3.2320789540921804,1.4599646391495902,0.2495671886136102,Iris-setosa
+26,5.330366768837397,4.03042491280382,1.4732710081037608,0.2067827120031802,Iris-setosa
+27,5.28782098053835,3.102918448206609,4.844208433550951,1.4669338975416653,Iris-versicolor
+28,6.231005262716676,2.767588922915209,5.107879893439294,1.5069494746515628,Iris-versicolor
+29,4.776001146910309,3.2931772521855667,1.3240936844833398,0.17390082819020192,Iris-setosa
+30,5.045418120381183,3.784646238726663,1.7112197410104975,0.3553072047143982,Iris-setosa
+31,6.478083729167552,2.5646266680494083,5.625754947550188,1.9818816238597368,Iris-virginica
+32,6.9461505087610345,3.216072630795774,5.8557169958873105,2.3205796473275155,Iris-virginica
+33,5.38488141963683,2.594196592970131,4.39419413440432,1.2825813735790936,Iris-versicolor
+34,5.396244149470659,3.00237762004805,4.7228295152684945,1.4926096698303652,Iris-versicolor
+35,5.88708098240266,2.6158537603538035,3.5452627260222895,1.2249761083551298,Iris-versicolor
+36,6.93482208941311,3.1188500119631213,5.331012681808389,2.0586843534520045,Iris-virginica
+37,4.7487304071015055,3.3301641527058017,1.4993394158900981,0.20105289164114465,Iris-setosa
+38,4.926852514659739,3.3924276121470665,1.4990684624670654,0.3142865316437302,Iris-setosa
+39,5.568365990013759,3.286682278571832,4.442374829898511,1.3141711931474307,Iris-versicolor
+40,6.0333507062700775,2.460382464807314,5.314713919046934,1.9724243927717224,Iris-virginica
+41,8.06716913650389,3.0906007022582633,5.692192404270831,2.215742453312333,Iris-virginica
+42,6.308590010115346,2.841061591024793,4.467091082120462,1.4415672147848015,Iris-virginica
+43,6.073095833768378,3.0278363215708,4.916819962808416,2.008064728714894,Iris-virginica
+44,6.339282292735716,3.17154066283761,4.695689026913595,1.7962934636714845,Iris-versicolor
+45,6.2495560979892915,2.8998259891822604,4.75295158567542,1.6595444349558062,Iris-virginica
+46,6.748170674541402,2.7084401873826867,5.521198373883376,1.7915688332412631,Iris-virginica
+47,6.33936924429901,2.4923178510323427,4.633462022526117,1.5498799714264144,Iris-versicolor
+48,6.4767590776925,2.8608352402727335,4.883415524274625,1.8886074711090175,Iris-virginica
+49,5.534748092099967,3.1551451663074843,4.301064305956258,1.4595420863642592,Iris-versicolor
+50,6.554995416258203,3.0816763533078197,4.84995062746433,2.1782417859435803,Iris-virginica
+51,6.182615679485983,2.784369204686241,5.4904338312782315,1.8054615659183881,Iris-virginica
+52,4.889373301486188,3.04630033557035,1.1665430960482228,0.15070890726429395,Iris-setosa
+53,4.891905889619265,3.876650934140114,1.6901193092192037,0.3451931882682683,Iris-setosa
+54,5.242834017439047,2.6774258991695588,4.047560376566485,1.5977463521783712,Iris-versicolor
+55,5.51135541663269,3.6365020010053892,1.6301347484330369,0.2365322032107622,Iris-setosa
+56,4.856387256759565,3.5425372615825426,1.4755716077842604,0.21330547789291177,Iris-setosa
+57,6.765584714334992,2.4695936449383216,4.4039034475803795,1.530605023174398,Iris-versicolor
+58,5.85415780284902,2.5669079689100007,3.2709658453732025,0.9931199240576356,Iris-versicolor
+59,5.307050674711199,3.1813489478027703,5.269433346358846,2.153452806245752,Iris-virginica
+60,5.19014194309305,3.0094444280448833,4.940204439220197,1.7350212788336041,Iris-versicolor
+61,7.286024962698022,2.820467121366472,5.739463331026039,2.169259571163296,Iris-virginica
+62,4.5419011952967585,3.6992780371929284,1.4575866030157578,0.22943497315806044,Iris-setosa
+63,4.724378249319407,3.9943621049894693,1.639152772983331,0.5648060516076443,Iris-setosa
+64,4.860775255729641,2.3730264909116987,3.6032599772537415,1.0760785133367785,Iris-versicolor
+65,6.444125746096315,2.88161415328903,4.701261217372945,1.401311587827283,Iris-versicolor
+66,5.05706386655534,3.418393793528473,1.5442388445422666,0.36836013970533654,Iris-setosa
+67,4.741041145052334,3.3703741845178685,1.4986437617061839,0.24923017472397094,Iris-setosa
+68,5.5365151313710665,3.838275270863503,1.5567274724280569,0.444809354101932,Iris-setosa
+69,4.78572529273354,3.501558315155788,1.5404921072302595,0.1211427491910115,Iris-setosa
+70,6.189548894238121,2.7682093111914368,5.5081442364147115,1.8410175869326468,Iris-virginica
+71,6.094710264766719,3.2895143568880814,1.7343366415598056,1.8019852461781194,Iris-setosa
+72,7.150835387152533,3.066707897555794,5.920343187639828,2.1695645447507315,Iris-virginica
+73,5.785210204357513,3.3989200281863394,1.7612769005937143,0.38075729105741263,Iris-setosa
+74,6.527798764695538,3.107729365829289,4.926407713505714,1.7380748330333777,Iris-versicolor
+75,6.736417729513266,3.220865024340328,5.303442610069427,2.1022640564571495,Iris-virginica
+76,6.379814471408834,2.831388729067154,5.112263105816942,1.8448226902295155,Iris-virginica
+77,6.440066744196001,2.4254406994262663,4.268636781113924,1.3682106231820867,Iris-versicolor
+78,5.431658301324746,3.2652649406581538,5.311867109943433,2.394794179491461,Iris-virginica
+79,6.368202443346284,2.79077574027617,4.724154548152711,1.4213787496106194,Iris-virginica
+80,4.96752616861477,3.2789739272445235,4.747766028345328,1.2883145201327952,Iris-versicolor
+81,4.533061727037123,3.5478609795149967,1.2934187362194236,0.33268744045072207,Iris-setosa
+82,4.911375172765351,3.0869203613551823,1.3649340072686036,0.3552490065752398,Iris-setosa
+83,4.905599931707233,2.51580470254195,3.9778900210324926,1.0926528122246983,Iris-versicolor
+84,6.47482695687987,3.2100954216858533,5.085462654861525,2.101971002090315,Iris-versicolor
+85,5.007310855935644,3.3405695183302346,1.5864003435436158,0.18902444130262983,Iris-setosa
+86,6.58870085042826,2.975717708969872,4.745242182950639,1.408268169154128,Iris-versicolor
+87,5.280579182199212,3.1484962483292986,4.6667662490912125,1.4974455469254053,Iris-versicolor
+88,6.617766986308186,2.3417214749596615,4.491240992929002,1.3837745881016783,Iris-versicolor
+89,5.0651021791635555,3.842429685929377,1.5103525377013396,0.3928170886464753,Iris-setosa
+90,5.615361985893724,2.5402825943923624,4.1097475458465835,1.404776073108398,Iris-versicolor
+91,4.841156445512852,3.1024334368419844,1.3601145167852087,0.31403003651311395,Iris-setosa
+92,7.541282952203621,3.1660478765004862,5.476648830841074,2.181112772035404,Iris-virginica
+93,5.7549180258623664,2.4956850541060587,3.8362500992247197,1.2624060089016769,Iris-versicolor
+94,4.632110491822759,3.135876279841796,1.600961705718131,0.15070288295417822,Iris-setosa
+95,6.70031614137043,3.023328185428286,4.606683974906103,1.829230752421,Iris-virginica
+96,4.825422574029504,3.6319818591933215,1.4201934128851597,0.3312028057129207,Iris-setosa
+97,5.410825852226361,3.7927030380912807,1.520276777154838,0.16062290381323113,Iris-setosa
+98,6.344299598290576,3.0868448889761506,4.816132099269435,1.3088698689235168,Iris-versicolor
+99,5.728719611672309,3.4913886489856316,1.8213758509503633,0.6137131935596261,Iris-setosa
+100,4.526294779153223,3.103221329998246,1.411614074714121,0.15138361596238475,Iris-setosa
+101,4.730073074473381,3.0527541863446994,1.4137370223011396,0.18222951424596467,Iris-setosa
+102,6.511514347906904,2.9018151156976533,4.708194609273631,1.4626555913365806,Iris-versicolor
+103,5.432731388215549,3.2474649292217537,1.610360386714221,0.3596327337018715,Iris-virginica
+104,6.5722179940745145,3.254238519600169,4.835305042195939,1.4503336782256286,Iris-versicolor
+105,7.3648222842017255,3.2298510807846688,5.121063865958614,2.1341686295093956,Iris-virginica
+106,7.892008646462427,2.8676039545726364,6.9483191890744465,2.0792168738818564,Iris-virginica
+107,6.185150699880503,2.8204381546933788,4.616951849311336,1.4796510626805999,Iris-versicolor
+108,5.894974140380699,2.953986192090496,4.262213541156897,1.3159250186357,Iris-versicolor
+109,5.213900180135741,2.387197311531631,4.4112673746377435,1.4105684190319798,Iris-versicolor
+110,6.134748969831878,2.9259153750198026,4.876972089938914,1.9048343633269316,Iris-virginica
+111,4.338124126771777,3.2196137236586613,1.4241105711416184,0.1974410807665518,Iris-setosa
+112,4.6529618598581255,3.3469023365244994,1.3851757522713044,0.182063386660877,Iris-setosa
+113,5.635034604385616,2.7998419242572137,3.96845440119327,0.9905332896013916,Iris-versicolor
+114,4.704773774318527,3.256449092503264,1.1781942665222354,0.2699585790948013,Iris-setosa
+115,6.483192483476547,2.845042108133757,4.489278885556522,1.3006699918548523,Iris-versicolor
+116,5.4207775525968245,2.4402027632458965,3.9751356238434656,1.2951494858370776,Iris-versicolor
+117,4.896780786813496,3.1765804367484125,1.5243430663908235,0.15505375410942912,Iris-setosa
+118,6.847955585344356,3.10237421107937,4.747820059702283,2.0422665421572592,Iris-virginica
+119,6.339717969283915,2.612249432083821,3.8508347029889087,1.2006900705324168,Iris-versicolor
diff --git a/iris/tvae/0/17/test.csv b/iris/tvae/0/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/17/train.csv b/iris/tvae/0/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/17/val.csv b/iris/tvae/0/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/18/synth.csv b/iris/tvae/0/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..17498421a609fa26a3ff43c11200601a34d02445
--- /dev/null
+++ b/iris/tvae/0/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.738687925526151,2.877112762547612,4.8312154022093265,1.052198310055633,Iris-versicolor
+1,6.204787400161554,3.3845222500576995,1.3458964419638204,0.2878118056934088,Iris-setosa
+2,6.354700428796161,3.2130095234727905,5.052872552552857,1.5522001361527924,Iris-versicolor
+3,4.887830214737386,3.0380640767678724,1.5056612403378675,0.1699833601711765,Iris-setosa
+4,5.0608003449960695,3.2595696557137477,1.6456558882033023,0.1606018822480226,Iris-setosa
+5,6.498912928559808,3.161674874671827,4.313553761112248,1.6389335051244718,Iris-versicolor
+6,5.044322738625647,3.249265623273449,1.256123854130839,0.13258230635659293,Iris-setosa
+7,6.576790451330351,3.0216179100092657,4.404179673871686,1.5661263885270866,Iris-versicolor
+8,5.43121944894856,2.9351979691523993,4.262907027961802,1.394088172440662,Iris-versicolor
+9,4.915347315567131,2.893157922055936,1.5086280156397862,0.2354072814872551,Iris-setosa
+10,5.426889151305545,3.234307333653286,4.810004658968512,1.39680523018525,Iris-versicolor
+11,6.849360507243622,2.710967431417878,5.490409811026715,2.0861684127763174,Iris-virginica
+12,6.282424519688693,2.8234361686732536,4.502551053986594,1.4023001463332212,Iris-versicolor
+13,5.960337691000228,3.134142900406667,4.804057913943133,1.707883304731681,Iris-versicolor
+14,6.17614633429376,2.9829845446094514,4.625625762711027,1.6217404400938993,Iris-versicolor
+15,6.778128720171904,3.019450329759472,4.682387574579778,1.4840175594842075,Iris-versicolor
+16,5.3112046349678055,3.2247975961679347,4.994135510424578,1.9775694993385398,Iris-virginica
+17,7.335257147315787,2.9419832748720007,5.9251239547358665,1.9899128366292986,Iris-virginica
+18,5.928144443778078,2.894591194117246,5.524284459275463,1.930704560202099,Iris-virginica
+19,5.972459402416402,2.738880485122165,3.7424509924650393,1.171457830882734,Iris-versicolor
+20,7.150025214941716,2.9300020336126433,5.811362900724877,2.239023629083908,Iris-virginica
+21,4.854397593059703,3.1170313049499176,1.5212931990342393,0.31493511323325923,Iris-setosa
+22,6.8013956111837786,2.8351294521614347,6.00222336338838,2.023873880869606,Iris-virginica
+23,4.746919037469295,3.4440929892847705,1.4194621624184949,0.1460629285038345,Iris-setosa
+24,5.008643645029772,3.631387560977504,1.3871356140402635,0.22619601954376362,Iris-setosa
+25,6.87460026824481,2.746324028580996,5.7584704902793264,2.078833439596002,Iris-virginica
+26,5.890293091021531,2.733104895832967,4.675926159492458,1.2370478950648125,Iris-versicolor
+27,6.588796908709298,2.736203426325042,5.245335566472105,1.8468668708002403,Iris-versicolor
+28,6.416746985747373,3.3264582818897432,5.27769567828935,2.24751084095666,Iris-virginica
+29,5.356259402480122,1.9923530242354388,3.0146175973292055,0.9386458929562072,Iris-versicolor
+30,6.826721407637496,3.2401176716221203,5.032007896271901,1.9045326862337049,Iris-virginica
+31,5.350933840896318,3.473352236908348,1.5605976381952502,0.48624514574191713,Iris-setosa
+32,4.873621196758935,3.0940344290583135,1.195614183140746,0.18980952985161811,Iris-setosa
+33,4.984046580343344,3.419031754608541,1.3188122170198535,0.2728714079469291,Iris-setosa
+34,6.352240723796615,2.7506934708609077,4.501667989280173,1.240891704445696,Iris-versicolor
+35,6.057128395959174,2.5196575024603485,5.0530270500336405,1.7616559134761085,Iris-virginica
+36,4.914978054946031,3.5348673105179342,1.3591912513850577,0.18513191019026423,Iris-setosa
+37,8.04999172057486,3.6409666202529607,6.762930006117909,1.9964724265446585,Iris-virginica
+38,4.789558578599359,3.064450126470893,1.163684291764648,0.12148570171592396,Iris-setosa
+39,6.365248128031336,2.8078989435214754,4.835913013846902,1.768635562765,Iris-virginica
+40,6.898302692356181,2.6918830079306195,5.382549055408151,1.72845715173426,Iris-virginica
+41,5.336474130914523,3.5873342140334086,1.6411826586728364,0.46771400843669964,Iris-setosa
+42,5.554649528239214,3.0349222290939233,3.994396612951114,1.5475476238044827,Iris-versicolor
+43,5.941353916901678,2.986665475534023,4.642372194140223,1.3594961459948323,Iris-versicolor
+44,7.5820654012506505,2.7219406902462073,5.014999433050915,1.8424301466044706,Iris-virginica
+45,6.413762515813184,2.953230850775231,4.503426396803014,1.5643271626358697,Iris-versicolor
+46,5.053976546103511,3.2502010840064943,1.4228215240782698,0.28663281720651346,Iris-setosa
+47,4.43958019683259,2.906460488838247,1.3136924848075069,0.07339925088208402,Iris-setosa
+48,7.0089660219241114,3.0437133192005175,5.260683657231637,2.1104587107826975,Iris-virginica
+49,6.533855140982812,3.1260241452152786,5.167560210593821,1.908371774300412,Iris-virginica
+50,6.5202621154900875,3.072811258456434,5.161856154536411,1.9265743058795033,Iris-virginica
+51,5.056543955516909,2.3176606018482184,3.008290916694494,1.11814545851888,Iris-versicolor
+52,4.920223286546039,3.0532260321022298,1.4698007468830356,0.17311793504092174,Iris-setosa
+53,4.767706730861606,3.026090633682068,1.39708422373903,0.1216367843208297,Iris-setosa
+54,4.348435460894109,3.0105267957290542,1.364863392378181,0.1726138141169533,Iris-setosa
+55,6.1620671900353825,2.63294800364645,4.414677269525545,1.3100253305746434,Iris-versicolor
+56,4.293954278875406,3.3467909843206445,1.1877246948952418,0.15078899615092775,Iris-setosa
+57,4.8480954106886935,4.004160497535869,1.78115028458023,0.4803272794910932,Iris-setosa
+58,6.53785431592968,2.35224701445768,5.000655615709694,1.484298437587812,Iris-virginica
+59,5.777463408861414,3.2163399427720716,4.299659058233034,1.5082177698399237,Iris-versicolor
+60,6.294479456246339,2.8319166036925143,3.912727631050112,1.2773087168435797,Iris-versicolor
+61,6.461251310423971,3.6045641319573747,5.321446046513467,2.2799604204730253,Iris-virginica
+62,5.300454859483226,3.6157964083247087,1.5672531041057562,0.35182349572402816,Iris-setosa
+63,6.859861231882176,3.0936141225536407,4.508894463590836,1.4590547303316448,Iris-versicolor
+64,5.74185581696646,3.2151702536512885,1.4542341449549976,0.24083623724625802,Iris-setosa
+65,6.0245620385568674,2.9040358834656295,4.512369184936651,1.840852043818221,Iris-virginica
+66,5.204796643162803,3.70839204857418,1.6899796197791006,0.4140265317800853,Iris-setosa
+67,6.438537642899649,2.8336765115968587,4.751691864142823,1.7733564251086682,Iris-virginica
+68,5.069920310190303,3.5576527267874476,1.5836322021083418,0.54557003305528,Iris-setosa
+69,5.989818860695595,2.932579303595875,4.169985149797906,1.2603985440908145,Iris-versicolor
+70,5.476323795185949,3.9712351529218184,1.6547940710799904,0.42544889912279976,Iris-setosa
+71,7.089319805297956,3.056731286509896,4.992406854169577,1.6451933707477229,Iris-virginica
+72,5.979766915264497,2.5586895242982086,4.103747011640094,1.3692311450692132,Iris-versicolor
+73,5.725186994889377,3.0420948747923315,4.536756439265368,1.3895991313374263,Iris-versicolor
+74,5.572841394632108,3.145383202434049,4.754706717777044,1.690612758192477,Iris-versicolor
+75,7.079389807907111,2.9456612242320515,4.747235490180577,1.696136922835472,Iris-virginica
+76,7.2499436469367975,2.968781023912573,4.617824144816474,1.599841301242611,Iris-versicolor
+77,5.936397510800454,3.2186271931019945,4.694892663509199,1.6119005652608969,Iris-versicolor
+78,7.27907764104947,2.390350216515174,5.5251675458288965,1.8970816807338475,Iris-virginica
+79,6.02725089509031,2.874574046026155,4.3021489251103775,1.2772478683584434,Iris-versicolor
+80,6.278665829441363,2.663651343604692,4.646608964978273,1.7657783037150785,Iris-versicolor
+81,5.073946338804121,3.384930847525095,1.5625036035390043,0.34101683052928794,Iris-setosa
+82,5.925575983094619,3.55470568390174,1.711422655878045,0.1846538644901864,Iris-setosa
+83,5.362087731807557,3.8937011713304943,1.555079981724774,0.49408002253942374,Iris-setosa
+84,6.701558582004504,2.869472988191734,5.216909889317363,1.819950122277872,Iris-virginica
+85,4.897185820094417,3.324926568723453,1.43303370554333,0.2282832132210919,Iris-setosa
+86,5.653758820325477,3.305196424606669,5.216099592808246,1.8138854285558046,Iris-setosa
+87,6.194094238349234,2.94555356844088,4.339233950221291,1.5653140710347364,Iris-versicolor
+88,5.795048605641451,4.419079866849061,1.3108076878791177,0.3835525665702945,Iris-setosa
+89,5.055231589660666,3.1667476820093334,4.389208503415096,1.5663067235790518,Iris-versicolor
+90,6.780561679558424,2.788349001273518,5.559815790708947,2.1644594950381375,Iris-virginica
+91,4.855883943115847,3.3060635938331853,1.6554326713159195,0.3216315709863754,Iris-setosa
+92,6.859546958057997,3.046482179819013,4.909784720023713,2.2678442524076163,Iris-virginica
+93,5.918483426158473,2.7864975008964668,4.706232836933484,1.598178854171655,Iris-versicolor
+94,7.391521226321392,3.548242411514376,6.268995200575073,2.5585721977421803,Iris-virginica
+95,6.341565695226723,2.6966966035058553,5.281443445873952,1.596493366574076,Iris-virginica
+96,5.251136729221561,3.555447845013371,1.3609171384841432,0.5027764391385715,Iris-setosa
+97,6.5745062683715325,3.1866573804057405,4.562238686805754,1.3470944378619116,Iris-versicolor
+98,5.776781717894856,2.3285695564028535,4.041191592490279,1.3653596454045014,Iris-versicolor
+99,4.971588967794089,3.893285696822582,1.3681535335786483,0.41096049381287064,Iris-setosa
+100,4.939654602056995,3.2955511895545495,1.9641972961049423,0.132940483326301,Iris-setosa
+101,5.236703988802271,2.1103467686426085,3.448882321015915,1.3761643762884068,Iris-versicolor
+102,4.675002483695924,3.164713484625598,1.5346276855602794,0.16223852390636234,Iris-setosa
+103,6.611270549225012,2.7919765638704344,4.416178703708483,1.3552742912162263,Iris-versicolor
+104,5.015578362554866,3.4205568432716293,1.522763357071957,0.1547009006814578,Iris-setosa
+105,5.1281141267876595,3.382707555443748,1.8348221287327087,0.3498378330077446,Iris-setosa
+106,5.06109397631489,3.447599565657348,1.6005099338181579,0.42996056774206615,Iris-setosa
+107,6.164563930042095,3.0324771878978383,4.914516536477396,1.770234377853483,Iris-virginica
+108,6.052345504835824,3.0135949475439405,4.826290804708583,1.5491819684346215,Iris-versicolor
+109,6.734702384789177,3.2673878026895355,5.4087840436144825,2.061468192415605,Iris-virginica
+110,4.862068163035671,3.5582702996117774,1.6426001141229951,0.2349690990149601,Iris-setosa
+111,5.644542076708834,2.908301020008094,5.332548838177398,1.8141220319259785,Iris-virginica
+112,5.732551892022313,2.557262132310715,4.542864430786187,1.4666570582187106,Iris-versicolor
+113,5.513900700549499,3.4259704377433957,1.4885039638337205,0.27887590074192375,Iris-setosa
+114,6.975096115353789,3.567239226103053,5.2346585052628445,2.345275020048457,Iris-virginica
+115,6.754543230740375,3.0668840307675067,6.084371567444472,2.18060988657486,Iris-virginica
+116,6.202463049236187,3.011725020315194,4.532646667833319,1.4580683049805025,Iris-versicolor
+117,6.293217360546887,2.6993782214156212,4.5593908118680915,1.413291156718024,Iris-versicolor
+118,6.131080158897832,2.760567323857617,4.74458839272209,1.3686564368706977,Iris-versicolor
+119,4.60323049512378,3.509334798442552,1.640267845106164,0.0073056620870279865,Iris-setosa
diff --git a/iris/tvae/0/18/test.csv b/iris/tvae/0/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/18/train.csv b/iris/tvae/0/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/18/val.csv b/iris/tvae/0/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/19/synth.csv b/iris/tvae/0/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..39b1e00bd45b38ea3b8fa29c713310b00c02ff01
--- /dev/null
+++ b/iris/tvae/0/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.470754536771963,2.7652167138422246,4.410454867025027,1.3162529251596244,Iris-versicolor
+1,6.297461125657373,3.1368627564190597,4.5933307690402145,1.3087206785480971,Iris-versicolor
+2,5.571097124868974,3.756699911961374,1.747853166976738,0.2452582607385559,Iris-setosa
+3,5.0337325686600245,3.7034150399255337,1.6842590896998464,0.2680723171623351,Iris-setosa
+4,4.781236566247114,3.3673434269863316,1.5119992329972336,0.35616836673001856,Iris-setosa
+5,6.9469328237166135,2.665515558728997,6.185142150646112,2.1393969162886712,Iris-virginica
+6,5.659942672093875,3.7289876472199417,1.3999453375579558,0.23498848936236227,Iris-setosa
+7,5.884214034042037,2.6056786617459697,4.445011207336417,1.5087781179531834,Iris-versicolor
+8,4.415009374163655,3.229266525925138,1.559316189386217,0.19520201415223265,Iris-setosa
+9,5.222687029724206,3.209452133753947,4.572929626036312,0.2811354491976648,Iris-versicolor
+10,5.893799046379733,2.5029420362275228,5.2669814002993265,1.5687237903966134,Iris-versicolor
+11,6.73354612447475,2.960943770246471,4.856991183772175,1.4977107138822758,Iris-virginica
+12,5.677698952799192,3.092163427592198,4.478085501852869,1.4618341233089829,Iris-versicolor
+13,5.650107851090624,2.423210671284759,4.014828249189807,1.1604108212178432,Iris-versicolor
+14,6.744390854898636,3.095362831333997,5.593876194798393,2.0019106722903954,Iris-virginica
+15,6.517496250375136,3.16694650927746,5.272628665893597,2.232520084819112,Iris-virginica
+16,5.181585751019093,3.397391292040268,1.5449029350619439,0.17591979556223566,Iris-setosa
+17,6.327167795999744,3.0092249673189686,5.061455580277712,1.4586629054589864,Iris-versicolor
+18,6.742194295817932,2.6668256573460427,4.54640520929738,1.3478279223722471,Iris-versicolor
+19,5.290851288690475,3.0893250286867087,1.3973238559105363,1.5304666548894685,Iris-setosa
+20,5.013320859557366,3.0878900762270085,1.440188071637836,0.23206779543963946,Iris-setosa
+21,5.341631726578068,3.0716852429620136,1.525278674100991,1.8796296958939882,Iris-setosa
+22,6.823154629877849,3.2509357081008514,5.065712511153401,1.714412654431519,Iris-virginica
+23,6.184210937693497,3.0722898179273477,4.943828445683129,1.5119818264727525,Iris-versicolor
+24,4.583696691449045,3.197741720538171,1.4597897718785589,0.1725950601836077,Iris-setosa
+25,5.505641989187948,2.9577212480829744,4.577472347345136,1.385175344077358,Iris-versicolor
+26,6.124195788048667,2.880081468587357,4.391312310091982,1.0644443378689976,Iris-versicolor
+27,5.044983504763095,3.2101249787710096,1.4542666349553595,0.14575740835058118,Iris-setosa
+28,5.446785319491119,3.0829466908905383,4.907959417070949,1.994736090766883,Iris-virginica
+29,6.463750107403254,3.037786207202285,4.033084543604757,1.9307933430202562,Iris-versicolor
+30,6.22287276116363,2.8808906270687356,4.275016136623705,1.4089625536674808,Iris-versicolor
+31,7.080161400207307,2.993084738829348,4.648001585838834,1.5197012608967801,Iris-versicolor
+32,5.035902953589854,3.529323100316062,1.6942404091386631,0.5807431229793047,Iris-setosa
+33,6.198847371174396,2.5957304190546107,4.588675323072713,1.610934784467672,Iris-virginica
+34,4.622505391222743,3.1773338047975157,1.4208701311365426,0.2432880266543822,Iris-setosa
+35,5.495876425269557,3.2290864277975655,5.055452122663011,2.0372154136846246,Iris-virginica
+36,6.063804367191834,3.220952925271643,4.995392837421122,1.5858408344575128,Iris-versicolor
+37,6.875871609449751,3.0375830450864214,5.518745844604394,2.033942045281578,Iris-virginica
+38,6.273688611334832,2.9168429059889833,4.705011516257313,1.6730000811764347,Iris-virginica
+39,6.460190225437252,3.1755714897828597,5.520896724268547,2.414437214968393,Iris-virginica
+40,5.382235442057138,2.4012791974376766,4.014099844324374,1.4341694897254094,Iris-versicolor
+41,6.794033509522544,2.865585161427828,4.306517890553708,1.4485547677567716,Iris-versicolor
+42,4.806648223395592,3.005944541500308,1.4405721633795296,0.020352764670999057,Iris-setosa
+43,6.421089480562179,4.4499184467134425,1.4151093638279704,0.47539591185579577,Iris-setosa
+44,5.243630667408988,3.426686237462725,1.6884794587343794,0.5627220516270174,Iris-setosa
+45,6.33095041514219,3.2708652118923918,5.45926132728336,1.5270388093888432,Iris-virginica
+46,6.324141358526224,3.0423159623017386,5.309398541777887,1.5490100102530562,Iris-virginica
+47,5.907212405437623,3.0654065705954623,4.406544834472929,1.3517862299398757,Iris-versicolor
+48,5.695427574786724,3.9678383501980274,1.8711749025812427,0.29574926353617614,Iris-setosa
+49,4.977055994564073,3.35097368245815,1.5091611678429424,0.24733218006200056,Iris-setosa
+50,4.734508456132936,3.5986439545892037,1.726311330979074,0.3766087985680172,Iris-setosa
+51,6.877995082883091,3.184515936909725,6.295761423687443,2.486224763469371,Iris-virginica
+52,4.664686781224355,3.009750283394354,1.2445449160510225,0.17281344241402435,Iris-setosa
+53,5.962417665460984,2.7947070776628853,4.371714261621344,1.2871816693757736,Iris-versicolor
+54,5.345832287269931,3.2740553750028565,4.826528681761201,1.6458043426662354,Iris-virginica
+55,6.564207601961031,3.1621626590150806,5.074542076664863,1.6425698506358262,Iris-versicolor
+56,6.77155243264413,2.9491968000338455,5.415397276838516,2.05195871441051,Iris-virginica
+57,5.737748864192712,2.727250612117057,4.635224501992991,1.516113350693977,Iris-versicolor
+58,5.795426444690597,2.573221075752957,3.9592093596624696,1.2019388560965816,Iris-versicolor
+59,5.445501052176334,3.013229191995145,1.329407561346231,0.20757847190885964,Iris-setosa
+60,6.401728385277888,2.6997680570915517,5.098228423305213,1.7527041956293021,Iris-virginica
+61,5.746580744538274,2.63643893614614,4.052768879824888,1.108278646564103,Iris-versicolor
+62,5.458363520877667,3.2573869929351305,4.920739300369263,1.5750190423813646,Iris-virginica
+63,6.782016809035193,2.9315350296010467,4.581542601377021,1.5677340233197903,Iris-versicolor
+64,7.396814347838784,2.8303901237408042,6.021186739543229,2.1799588013025692,Iris-virginica
+65,6.7737933252018205,2.7096306579162874,4.724720110169758,1.6978811447959294,Iris-virginica
+66,6.573233616748978,2.939485233433664,5.026703748865118,1.667989489494588,Iris-virginica
+67,4.893124055549242,4.013147370280322,1.6175502346797803,0.39758024098574296,Iris-setosa
+68,7.25479727796987,3.096951921957272,5.530684086599639,2.313533282463933,Iris-virginica
+69,6.878365348434332,3.1262083500104705,6.212127048285025,2.347686818274622,Iris-virginica
+70,5.778221990287634,2.9120039079621747,4.708237682457636,1.1380820028629164,Iris-versicolor
+71,5.571418626660539,2.9445302139303706,4.245056658977756,1.2181349491858489,Iris-versicolor
+72,6.2706330091773514,2.9545589420920146,4.992784348120265,1.7137750880920364,Iris-virginica
+73,6.099504157447604,3.2874431373781765,1.3886491580262004,0.27554087117372433,Iris-setosa
+74,4.921920078625871,3.1865086644918694,1.558295746784462,0.20457233781029183,Iris-setosa
+75,6.548943481930268,2.9962248192243734,4.328652379369311,1.3578659327022944,Iris-versicolor
+76,4.863143742447529,3.3191680137952653,1.2486940073278279,0.2782346511591143,Iris-setosa
+77,7.209112712569043,2.8779790924919193,5.602707732990612,2.175988501048102,Iris-virginica
+78,5.381667546705173,2.7594755832575553,4.703334555650369,1.314974907989431,Iris-versicolor
+79,4.879008724783138,3.37170184412362,1.5783202847015116,0.25498940630482547,Iris-setosa
+80,6.565883261121869,2.904892194953934,5.122689268162915,1.6394199107430922,Iris-versicolor
+81,6.834748367658355,3.5178305626515796,5.533811738125201,2.1609581870885703,Iris-virginica
+82,5.541867441548119,2.6632622511582467,4.033671097288287,1.2254387936835103,Iris-versicolor
+83,5.232171609678205,3.1649062623047137,4.977881026223751,1.5132116519722438,Iris-versicolor
+84,6.509947085388344,2.742897269131988,4.984195848838105,1.739652091663448,Iris-virginica
+85,6.599921832347001,3.176467609727745,4.710412273667284,1.6389035403935586,Iris-versicolor
+86,6.532949696937912,2.429703172421247,4.910170366651938,1.738407318711126,Iris-versicolor
+87,6.056506271808475,2.9872115408603177,5.008064246188448,2.025017778077138,Iris-virginica
+88,6.602754630543546,2.77671020354139,5.155705003561886,1.562850071393113,Iris-versicolor
+89,6.054510112351064,2.7424696837088143,4.121311134757546,1.4566311932000495,Iris-versicolor
+90,6.532171158011473,2.792002919791681,4.621662943885046,1.223249233292929,Iris-versicolor
+91,4.0689806905965735,3.019816833112662,1.283924467956406,0.22215476475271506,Iris-setosa
+92,6.167618947947089,2.8584476170469,4.187483158334205,1.0340008769885873,Iris-versicolor
+93,6.656303731673134,3.0141508174270317,5.308267446099231,2.013746204227078,Iris-virginica
+94,5.28683630731933,3.2177759378852806,4.3702883939922685,1.585721354306338,Iris-virginica
+95,5.261880967895765,3.638757340454711,1.585117215903466,0.5365821450653447,Iris-setosa
+96,5.277926394450426,3.0876895267840876,5.486832266079185,2.1926231120582256,Iris-virginica
+97,5.808622165418347,2.775499558900748,4.475085408940975,1.3085700693831206,Iris-versicolor
+98,4.704807046008882,3.361655584836943,1.3499800528362442,0.2157672827396464,Iris-setosa
+99,5.210450715410528,2.780157700653838,3.9361190603902854,1.4977505729707379,Iris-versicolor
+100,5.9970852957684,2.605961255348352,5.47639653714708,1.8352175992635407,Iris-virginica
+101,5.198605340327169,2.6860002254520188,3.696198290768086,1.1735508724316126,Iris-versicolor
+102,5.233281741055901,2.424597575078685,3.5604908177891694,0.9696907473576858,Iris-versicolor
+103,4.746480845438937,3.265876676982793,1.5509958348071362,0.2555454217714407,Iris-setosa
+104,5.297082067644904,3.385117699881437,1.6202295144033134,0.4339157015693366,Iris-setosa
+105,4.992169170955482,3.7089837545868876,1.4926097874835034,0.31060432787474546,Iris-setosa
+106,6.830340228005199,2.538837271399366,5.338342407977107,1.6796335819017325,Iris-virginica
+107,4.499346761701817,2.9576910535778587,1.4965238818869977,0.19570643202927474,Iris-setosa
+108,5.111171148089345,3.303529073465145,1.350113968234493,0.30264240903708806,Iris-setosa
+109,6.341804553554189,3.265581647895331,5.764217263304821,2.089150966260389,Iris-virginica
+110,5.107044911122543,3.770718289754247,1.661638385373124,0.21926824150419988,Iris-setosa
+111,5.479952247348932,2.288372333536871,4.349297080151912,1.4515616226982098,Iris-versicolor
+112,6.249471721116579,2.8664385681090314,4.786262287161964,1.9643151315072667,Iris-virginica
+113,6.560612586993419,2.5107278798453936,4.261648543678495,1.0644558160313429,Iris-versicolor
+114,5.441582894583598,3.031025645307588,4.651436324462604,1.3622938446706054,Iris-versicolor
+115,5.886796408920311,2.7658890516034464,4.016969972914717,1.4136373273164866,Iris-versicolor
+116,4.72363827624107,3.218991404660886,1.1991933262320678,0.1780064084457803,Iris-setosa
+117,6.605666475407933,2.1644526307646323,4.785504627512351,1.679402456536754,Iris-virginica
+118,6.122742204662627,2.3105864978763746,5.051961598165439,1.4303415189554956,Iris-virginica
+119,4.7740894123855755,3.4181915799762788,1.487199717176726,0.18578103171403232,Iris-setosa
diff --git a/iris/tvae/0/19/test.csv b/iris/tvae/0/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/19/train.csv b/iris/tvae/0/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/19/val.csv b/iris/tvae/0/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/2/synth.csv b/iris/tvae/0/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d7aa405c03410f736809efb6b86e99b7f0933c68
--- /dev/null
+++ b/iris/tvae/0/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.5813928464913465,2.6375345444395544,6.386196361995035,2.372300716136141,Iris-virginica
+1,6.466112663415181,2.815003381487224,4.577629380537197,1.5559613482072006,Iris-virginica
+2,4.827371881918682,3.2554097187570665,1.5635986204621515,0.36174825502227864,Iris-setosa
+3,6.726264867787773,2.6900614450560747,4.799759384145715,1.4557254556558725,Iris-versicolor
+4,7.418810044445639,3.0618349650451697,6.658624549895051,2.217964860815264,Iris-virginica
+5,4.503928084382059,3.6936025283982277,1.4233095297002794,0.15286716214051338,Iris-setosa
+6,7.848661595561983,3.2480548878220037,6.26116110654234,2.2523062997104324,Iris-virginica
+7,6.689482771137015,2.838625644614468,5.451682661797458,2.305458247333472,Iris-virginica
+8,6.33770901955111,2.863283140028301,4.846662394360735,1.4739420364781142,Iris-versicolor
+9,4.396282558483756,2.8391262478430193,1.3372037529287253,0.09595436559620396,Iris-setosa
+10,6.7264649598834625,3.047853815349608,5.240710230244158,2.15240915833576,Iris-virginica
+11,7.395918189897547,2.9117999721213406,5.749297806842269,2.22727457187684,Iris-virginica
+12,4.916772331765769,3.250179410077094,1.4487110404610404,0.2540263245775836,Iris-setosa
+13,6.048097017960071,2.617403572127098,4.767370692818984,1.5220539799131743,Iris-versicolor
+14,5.332881236073416,3.355721310532956,1.3399680997767898,0.5371321103530189,Iris-setosa
+15,5.235323815175231,2.723794985936842,4.2447550143070165,1.4472211645488902,Iris-versicolor
+16,5.674581431523248,4.029053743747926,1.5796009988589281,0.221513912618589,Iris-setosa
+17,6.083626518812935,2.8041053591840153,4.10171988800724,1.2199104402550813,Iris-versicolor
+18,6.066895333613529,3.1635478573930325,4.678550139462452,1.5723884460088924,Iris-versicolor
+19,6.189919151816177,2.5329245757443797,5.566203703362244,1.939059862688033,Iris-virginica
+20,4.678578400886166,3.1845409918846532,1.4938433091979006,0.2650996976549999,Iris-setosa
+21,7.028009885421263,2.960984251702669,5.02990016012576,1.6483200612124005,Iris-virginica
+22,5.452461382932149,2.311771681187499,3.6434543487169195,1.034831286541376,Iris-versicolor
+23,6.206248499904271,2.809107311861291,4.2417931518748455,1.3669232310851684,Iris-versicolor
+24,4.6862458966312746,3.5041786298170603,1.4175962283462398,0.13626736518055893,Iris-setosa
+25,4.805195138081547,3.711970280925346,1.5395127923763439,0.3187503660783874,Iris-setosa
+26,6.044727420593663,3.3056676374291,4.893090008552591,2.0205584526642775,Iris-virginica
+27,6.550642012719597,3.310158580926964,5.554489544873551,2.3121267305695734,Iris-virginica
+28,4.75689735649441,3.3558502614016263,1.5128061034224314,0.21540140583244438,Iris-setosa
+29,4.876032724190787,2.457532931240494,3.0927491656902406,1.1957752632433916,Iris-versicolor
+30,4.98761855756597,3.420499504559799,1.3721021020290738,0.46484171056268486,Iris-setosa
+31,6.428851875088809,2.9988440369492304,4.324531874841127,1.5565911713555487,Iris-versicolor
+32,5.881344507389998,3.004548072839173,4.560501203647211,1.8014075026030216,Iris-versicolor
+33,6.297728427209739,2.6090571420595197,4.895168849998355,2.021552750712354,Iris-virginica
+34,6.360977385205905,3.219062925528923,4.539053276525072,1.8568396340507987,Iris-versicolor
+35,5.178303046671426,3.400819636562351,1.5414877310253163,0.41480214525352077,Iris-setosa
+36,5.176182082585732,3.718520601247369,1.6363747444367092,0.2158358330810726,Iris-setosa
+37,4.654320041880616,3.4845232709593743,1.7317529238679432,0.24807605100887684,Iris-setosa
+38,4.809440796667815,3.609143106368756,1.5427368174907683,0.17827327106841945,Iris-setosa
+39,6.531656057503002,2.4909794486595236,4.425147416108964,1.5085570935510944,Iris-versicolor
+40,5.213966404495967,3.1922337840680735,1.8758923762635318,0.43723084333866435,Iris-setosa
+41,6.085164123953809,3.21973124527391,4.133579063137655,1.7420450933724434,Iris-versicolor
+42,4.975604064735529,2.991544030850825,4.13360471133058,1.3967345825348096,Iris-versicolor
+43,6.573692858229245,2.4116379408666875,4.279834679456343,1.1996082166579176,Iris-versicolor
+44,4.9366688083170995,3.1809686888875714,1.4775793407189748,0.251658397742657,Iris-setosa
+45,6.280982539711658,3.0519019116407473,4.797364574901639,1.324603675525383,Iris-versicolor
+46,6.584984525263469,3.0657623822057043,4.893302056105844,1.647751563381758,Iris-virginica
+47,6.650846202508702,3.0443017915722033,4.466528498836457,1.5744437412434524,Iris-virginica
+48,5.809207261790673,3.4356568205224276,4.183201142559469,1.4647310440347017,Iris-versicolor
+49,6.401289645854674,2.820951395863744,5.470056002855327,1.7194959707019914,Iris-virginica
+50,7.041339438276739,3.382347673180597,5.909274005168352,2.5374367467123338,Iris-virginica
+51,5.314868687433486,2.5132587552393018,4.547421311257155,1.446433835304295,Iris-versicolor
+52,6.621779154033713,3.3257485462938514,6.063038854850985,2.4370695166192484,Iris-virginica
+53,6.443668265374928,3.3213224411636624,5.029869627837593,2.116546769539694,Iris-virginica
+54,4.849236446488789,3.532869423137684,1.5313452348524206,0.3126606384053327,Iris-setosa
+55,6.555633139844828,2.644412210686763,5.047381491491398,1.5797427427820963,Iris-versicolor
+56,5.022595681939605,3.2861688860429155,1.3565974556497151,0.33725130447121093,Iris-setosa
+57,4.89105194477587,3.396071280659549,1.4573078014760745,0.20090280693587018,Iris-setosa
+58,6.335900380103995,3.0206345136675217,4.673144172564185,1.5063872220548367,Iris-versicolor
+59,4.047201116582592,3.1039963329520615,1.290489993707034,0.15915022561704073,Iris-setosa
+60,6.508691288536992,3.2550206454400703,5.324888597060976,2.1797808144719766,Iris-virginica
+61,6.793322017056913,3.2765767673556034,6.074727530111218,2.3152332755505705,Iris-virginica
+62,6.61575881472973,3.0463070373029777,4.815885833046471,1.7513196931305728,Iris-virginica
+63,5.630293833764439,3.1167479948469277,1.2724786040897549,1.2879091881703746,Iris-setosa
+64,4.79429016383257,3.669990063180199,1.536080890326714,0.31141120858308763,Iris-setosa
+65,4.956774538076106,3.2403080184171014,1.4592231666091207,0.18370993849477277,Iris-setosa
+66,4.916918488087719,2.994108977108796,1.323834914661129,1.41055716459398,Iris-setosa
+67,5.016605838214305,3.1056105478332663,4.878909828054061,1.7110986209251469,Iris-setosa
+68,5.0757069883449875,3.1919312836697626,1.5714974281836172,0.21162838467909406,Iris-setosa
+69,6.680617834125274,3.053159719293194,4.294390933222273,1.4471970602032864,Iris-versicolor
+70,6.346294425585235,3.021073918567255,4.763036965801055,1.6239515634885104,Iris-versicolor
+71,5.086565366478711,3.1782386983724087,1.196153572320279,1.3836992814231448,Iris-setosa
+72,5.091493248367232,3.335156468171034,1.5338347103183243,0.5465920061723197,Iris-setosa
+73,5.001340883879055,3.6416781398799936,1.692520281675055,0.4607038721827854,Iris-setosa
+74,4.925645689129584,3.1126872644077355,1.4386408668889803,0.33733909181229854,Iris-setosa
+75,6.79119356757958,2.5956593366780694,3.999744772327919,1.2109169549008145,Iris-versicolor
+76,5.721828374580205,3.031039836816157,4.853336802781393,1.6391694708429696,Iris-virginica
+77,6.556319380717766,2.834754322174841,4.325253926984533,1.2993689410168434,Iris-versicolor
+78,5.017358853866007,3.507278174982678,1.5166244600217251,0.31200902722959717,Iris-setosa
+79,4.965479378426124,2.5430572447574895,3.586133939171628,1.30245306483033,Iris-versicolor
+80,6.5035626465952685,2.5565001469594484,4.2694273167336725,1.465891309450344,Iris-versicolor
+81,6.283792027617824,3.071463023598476,5.350402839493302,1.5232590948702203,Iris-versicolor
+82,6.62949859777534,3.1238174710934885,4.682429957758808,1.415213162649483,Iris-versicolor
+83,6.715769385037246,3.259379576743499,4.1223574161275875,1.5503885340016723,Iris-versicolor
+84,6.573187932247538,3.0218171484802214,4.54808102615045,1.282770765876101,Iris-versicolor
+85,4.882131095363926,3.143269381126636,1.5925629174898552,0.1618455749300995,Iris-setosa
+86,6.720373776052775,2.9250064576539314,4.647815872482356,1.3158186786208077,Iris-versicolor
+87,6.860859737367804,2.6267419418856024,4.760853497106379,1.325303270923431,Iris-versicolor
+88,5.0052275495180165,3.00879655674422,4.569964444370355,1.4116589561789332,Iris-versicolor
+89,5.621361686527996,3.0265522127591753,4.902349525007441,1.4088532992094158,Iris-versicolor
+90,4.811960975495592,3.133895820893691,1.5451412243811877,0.32986349755980704,Iris-setosa
+91,5.626692073699359,2.7742106748052136,4.558864176441229,1.6827012288458612,Iris-virginica
+92,6.851279302906078,3.183115930241499,5.799900122538171,2.318495416222693,Iris-virginica
+93,4.874556832414761,2.845888626268951,1.261606856083166,0.2042973145727833,Iris-setosa
+94,5.2281936440377175,3.4195700979295,1.849839716814918,0.4715811989816557,Iris-setosa
+95,5.449193559807845,3.181754444534492,1.4105647814355446,1.6773983248471571,Iris-setosa
+96,6.1259649331678405,2.776947220052053,4.4203683308293416,1.1320660307746797,Iris-versicolor
+97,6.31169446354264,3.1082380674866634,4.877717480329451,1.6006072529772406,Iris-versicolor
+98,6.677448704610963,2.700456204728193,4.54384693637247,1.3043555315143258,Iris-versicolor
+99,6.855293009832886,2.4440265780897588,5.600058405347867,2.084189006574583,Iris-virginica
+100,6.8705613962211265,3.067201891929345,4.547431652657259,1.44294333010042,Iris-versicolor
+101,4.577370841233325,3.580601333431482,1.4195696592748643,0.12212968899756813,Iris-setosa
+102,5.852184718865087,3.0728583650657812,4.6487438126464475,1.6286804257007341,Iris-versicolor
+103,5.02312170100923,4.0808648856284275,1.7051319321716145,0.0665798744080808,Iris-setosa
+104,6.589208692172146,3.1236839353738795,5.562988286811185,2.3563734899117064,Iris-virginica
+105,6.904553945926543,2.8644596004462897,5.089291582016021,1.7324851035806013,Iris-virginica
+106,7.0864090999136335,3.3782305948842906,5.554295654867697,2.143037042995846,Iris-virginica
+107,4.361735068093446,2.998894400554579,1.5830330568626636,0.11156788607541598,Iris-setosa
+108,5.746578301655839,2.7474400399112042,3.8902113715564206,1.2605582182826738,Iris-versicolor
+109,5.916829226890547,3.1905716703074725,4.705931376146877,1.5332513894647595,Iris-versicolor
+110,5.323481992138258,2.6442715475817717,4.4358084057690945,1.4277172753213514,Iris-versicolor
+111,5.84385948067858,2.727999314429728,4.005214369011332,1.2345913627742247,Iris-versicolor
+112,4.991174577940687,3.344650046347153,1.8156830585594226,0.4040882528011426,Iris-setosa
+113,6.410136923385421,3.0622051861492294,5.33036736725562,2.0591358116864615,Iris-virginica
+114,6.114092341404234,2.2154823289001566,5.010278354568564,1.4692116405928806,Iris-versicolor
+115,6.7571334303113755,3.0310890668359165,5.03528274465019,2.22421465955893,Iris-virginica
+116,4.532618474237993,3.174438257960778,1.2606838601773875,0.057832291792579316,Iris-setosa
+117,5.140590063736363,3.439589329852706,1.5591036062228831,0.19666546256055933,Iris-setosa
+118,7.22015867048305,3.155961555835877,5.219024010336838,2.3799907584417577,Iris-virginica
+119,6.053004452853312,3.059709209366184,5.549445342509772,1.7817429566279643,Iris-virginica
diff --git a/iris/tvae/0/2/test.csv b/iris/tvae/0/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/2/train.csv b/iris/tvae/0/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/2/val.csv b/iris/tvae/0/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/20/synth.csv b/iris/tvae/0/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2269010fe0c14989b738d69d42385811016cf6a7
--- /dev/null
+++ b/iris/tvae/0/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.2304168793981365,3.185373001475919,4.588167877892646,1.5343786526991334,Iris-setosa
+1,6.649654317620856,2.627020440128087,4.678392043146338,1.5183451292287808,Iris-virginica
+2,6.85718113612681,3.0502422915337557,4.430276240203902,1.5030776875420828,Iris-versicolor
+3,4.970249409549871,3.900745134548039,1.4187884030384221,0.09731979276147049,Iris-setosa
+4,6.122590823248103,2.329977886712633,5.773459304801559,1.8670776150349087,Iris-virginica
+5,4.824296788306345,3.3744794978709587,1.481922682657988,0.2670648316714958,Iris-setosa
+6,7.306084866566766,3.120949071647056,5.530027164394832,2.0855664471803763,Iris-virginica
+7,4.2435689354049835,3.2897035191875066,1.2728374609045223,0.1148900761909317,Iris-setosa
+8,5.434876741767208,3.1062368387764905,4.7970965870055915,1.3108433614374024,Iris-versicolor
+9,5.112831153447918,3.513122267703985,1.6952212913805385,0.37675522141292245,Iris-setosa
+10,4.83939644528275,3.511188143742962,1.6049560199017439,0.21900651848329136,Iris-setosa
+11,4.485663416856388,2.9053984144222307,1.4928752766725981,0.13898446982203372,Iris-setosa
+12,6.371806597771617,2.8130472277315093,4.988954985588332,1.613364466491878,Iris-versicolor
+13,4.683241341299614,3.3733636358228063,1.3393760859766586,0.24204031673582505,Iris-setosa
+14,6.1811558457443905,2.595741036486313,4.654878544734278,1.698987154110509,Iris-versicolor
+15,5.305505533875445,2.561796165107136,4.037779890048877,1.5425559492558494,Iris-versicolor
+16,5.4567332683601695,3.189141727357888,1.330675309185219,0.1790767602814678,Iris-setosa
+17,6.784146069668141,3.4043763554884436,5.087961959961529,2.0016383945384066,Iris-virginica
+18,6.708141487919656,2.853742808706934,4.587626240951208,1.2524492904427447,Iris-versicolor
+19,6.529770859050876,2.5168634801957963,4.191804440865706,1.5316866291312756,Iris-versicolor
+20,7.9778075246704665,2.7828826523731327,6.913429493306133,2.1817527842007953,Iris-virginica
+21,5.808977491115675,2.8306379316317822,4.751066632586986,1.4345808732850585,Iris-virginica
+22,6.8667244902436675,2.7985353829459902,4.741231126715342,1.6977449966769338,Iris-virginica
+23,5.514136635068063,3.2431925110065327,1.7040612277134233,0.3727183637133078,Iris-setosa
+24,5.253275147065308,3.334689251213565,1.7418420934836063,0.4329271109819377,Iris-setosa
+25,5.235075689255673,3.5498214976397557,1.5151267385826257,0.6087713443687494,Iris-setosa
+26,6.064929667845409,3.3689360463208162,4.843061003161812,1.5527964361656845,Iris-virginica
+27,5.5249347348878874,3.582982262399554,1.7381335219532947,0.5306446335760273,Iris-setosa
+28,5.129434759425839,3.9874977794347295,1.5178856731364463,0.3503798777717358,Iris-setosa
+29,5.342034803587266,3.160250160378146,4.738802457250735,1.6730914534312746,Iris-versicolor
+30,4.290913244966056,3.174758307853337,1.3644388065600972,0.18948496183705388,Iris-setosa
+31,6.142070039514061,2.9515941739033877,5.417136801451342,1.7802331912278446,Iris-virginica
+32,7.338496026750407,2.641836395846593,4.755843521061743,1.7430179526340994,Iris-virginica
+33,5.273723279713604,3.40554820302884,1.5751217050977684,0.284911087667948,Iris-setosa
+34,6.109903943339361,2.884884264383072,5.028288717680602,1.6176318156882514,Iris-virginica
+35,6.0466367280046525,2.9202449151255907,4.1415294924842145,1.240235118295064,Iris-versicolor
+36,5.072397597572691,3.734336978880889,1.531840095451988,0.25763211667639857,Iris-setosa
+37,6.0573632209627,2.826666092461072,4.714433729391913,1.6288119270875785,Iris-versicolor
+38,4.904281683305373,3.5864267713665017,1.5500452828455002,0.21907234542931908,Iris-setosa
+39,5.081269646648916,2.485665882514957,3.2555645093743086,1.0339936519452895,Iris-versicolor
+40,6.4791255891411526,2.9165397310481156,4.895685190722587,1.57922400873359,Iris-virginica
+41,5.41179149036631,2.554215455445321,4.032420619901432,1.1578033464311162,Iris-versicolor
+42,5.229348821063541,2.56008831174524,4.6319706848363325,1.5753788375000537,Iris-versicolor
+43,5.2489862618663174,3.8156148036276196,1.3973388290580815,0.1329623730640175,Iris-setosa
+44,5.879273773899317,2.9588164176853273,4.213355283960158,1.2684543090643008,Iris-versicolor
+45,5.0309477965369,3.1308216895558174,1.464188477613859,0.2817389137618955,Iris-setosa
+46,6.484047014789249,3.123914942601667,4.397276789679388,1.5868531004732205,Iris-versicolor
+47,6.267581662850153,3.844608402968074,1.6737845906098228,0.48331198921457663,Iris-setosa
+48,6.44695623931371,3.188405538716412,4.143111569507965,1.4060043635051438,Iris-versicolor
+49,7.185783897019429,3.2264006259490863,5.579204756368062,2.446784728368807,Iris-virginica
+50,6.157732217503306,3.259199468567165,4.3215694526287045,1.411875717986287,Iris-versicolor
+51,4.837417779067255,3.294755980236543,1.7641671439457476,0.4657651380726846,Iris-setosa
+52,5.32739104441232,3.204854551364351,4.842961185248237,1.1505772156232004,Iris-versicolor
+53,4.923588073887233,3.1513990216258487,1.6384491186631034,0.18886791634259686,Iris-setosa
+54,5.503555676273213,2.608402472821359,4.497644831931135,1.5861110205262854,Iris-versicolor
+55,6.847956215644516,2.531627840288577,4.493354716184159,1.1985994541929492,Iris-versicolor
+56,6.380981441847344,2.937513877084393,4.34894304887064,1.1949482435450194,Iris-versicolor
+57,7.0612820921682316,3.066018874665426,4.604462324612454,1.561110288627566,Iris-versicolor
+58,6.6215373048942245,2.6246497162330025,5.486207209087151,1.730747372262242,Iris-virginica
+59,5.179890012745276,3.206378857463461,5.139356592314425,2.0827893747310213,Iris-virginica
+60,4.9140191191432026,3.560505944266353,1.6522141512143935,0.20714608477586907,Iris-setosa
+61,5.218781101005766,3.7541088959991793,1.84684173148027,0.3687125009756546,Iris-setosa
+62,6.592725039215717,3.072313044996934,5.223417210484138,1.7185211134587688,Iris-virginica
+63,6.81343687077962,2.80560020380447,4.812171655837165,1.4969735360711802,Iris-versicolor
+64,7.811086876324431,2.5829835394739202,6.994787111217079,2.0625835908420944,Iris-virginica
+65,6.016315192620169,3.1821335235659656,4.658252256001529,1.4145327326339103,Iris-versicolor
+66,8.0820824891979,3.1548468878164715,6.5322247346956575,2.1069545100757567,Iris-virginica
+67,5.042648792043551,3.329768307315913,1.688162157681349,0.35517122479351837,Iris-setosa
+68,5.449836127216024,2.3686514033155275,4.30053291817681,1.1379893215347159,Iris-versicolor
+69,4.945608364356616,3.427032973263497,1.5481153481245198,0.47428255506581507,Iris-setosa
+70,5.420426422718022,2.9417019685256705,4.647587638926781,1.9394111330998227,Iris-virginica
+71,4.816672591548802,2.9524252567833082,1.383182732179735,0.15866404670638637,Iris-setosa
+72,6.073633847255243,2.9917291503224406,4.841337169643413,1.8656371245156156,Iris-virginica
+73,6.337165050420556,2.8900677235383028,4.3884744486752965,1.323088008029526,Iris-versicolor
+74,4.21867359340067,3.665708498036219,1.390983173384337,0.14123746177609048,Iris-setosa
+75,5.628784308823878,2.988577631431565,4.915209969478579,1.4356516871661946,Iris-versicolor
+76,6.392222099019546,2.8177081228105774,5.1399002262710685,1.4641976021206273,Iris-virginica
+77,5.336783647726123,2.4500473836755505,3.9655979947058317,1.2665026258554755,Iris-versicolor
+78,6.633180554154277,2.576730121294138,4.865056130420407,1.4537373108319391,Iris-versicolor
+79,6.845868928772415,2.873900358954196,5.149971077259585,2.0153398680702956,Iris-virginica
+80,4.666553351073491,3.0580697280316507,1.5540568778415125,0.1991330316473138,Iris-setosa
+81,7.071798673885722,3.4790753834157777,5.837319494674509,2.3129043939307725,Iris-virginica
+82,6.832054078318252,2.9910460573020066,5.345661789445832,2.0171460342974488,Iris-virginica
+83,6.558041494985792,3.2561906771292537,4.812099609852598,1.8842321378358282,Iris-virginica
+84,4.863082062943017,3.7378193629518695,1.5921672521418564,0.2103119348269288,Iris-setosa
+85,6.765971780247958,2.992713969260498,4.929826834924708,1.4785861944852898,Iris-versicolor
+86,6.439197714154228,2.853257362677135,4.689172886119873,1.2981754351725827,Iris-versicolor
+87,5.27270748533601,3.552297966854494,1.7606446834184837,0.36506430995241423,Iris-setosa
+88,4.649438262279584,3.3986467142891583,1.4247978341423988,0.22814741247930204,Iris-setosa
+89,5.938139854207238,3.0217297802538736,4.970102875798157,1.817164523133223,Iris-virginica
+90,5.892202452665978,2.684150302301924,4.198589868575288,1.3614641965516243,Iris-versicolor
+91,6.423778997167596,2.5600131190351565,4.303690839961215,1.6729512863643512,Iris-versicolor
+92,4.932185502996269,3.343359965003746,1.4368128905023174,0.33227554326777714,Iris-setosa
+93,6.279491811667759,3.104534494671109,4.622742705148898,1.3582346401560295,Iris-versicolor
+94,5.998204853294561,3.024310723294252,4.475168815434548,1.5846424242272321,Iris-versicolor
+95,5.148882457356008,2.720786176417563,4.113633463391662,1.3808002471573246,Iris-versicolor
+96,6.211792446878021,3.018697119010103,4.403961522005031,1.2917875645686507,Iris-versicolor
+97,7.374423803373381,2.760503646948643,5.932942994703941,2.1197046339444556,Iris-virginica
+98,6.152510103013762,2.609052526023456,5.53908595452482,1.7764855240239537,Iris-virginica
+99,6.258354056100547,3.1615178506119683,4.109600051348137,1.4688057692246972,Iris-versicolor
+100,4.553384569810097,3.4453789073448817,1.5514167640142562,0.11323075903319776,Iris-setosa
+101,6.173501008528995,2.6356237369661306,4.0225303249697655,1.073596566766095,Iris-versicolor
+102,5.011774004305024,3.278060635039031,1.4378698733812822,0.16146717959011203,Iris-setosa
+103,5.879622486022859,3.0505744021560393,4.911779272124448,1.3350224847401087,Iris-versicolor
+104,4.897600299683073,3.038122669762945,4.678116234011275,1.224358609454439,Iris-versicolor
+105,6.485363459918203,2.5927272458963135,4.797690303457297,1.2825440140225774,Iris-versicolor
+106,5.905061767684425,3.2740457150781324,4.220626598363679,1.6214198917459413,Iris-versicolor
+107,5.226803234884296,3.5604457126300284,1.4803018171514941,0.2373518462884562,Iris-setosa
+108,5.567378924898306,2.9023720583392327,4.446280184675534,1.2984607188322215,Iris-versicolor
+109,6.136588603965759,3.0366657478261256,5.377104547776558,2.1433527162623585,Iris-virginica
+110,6.73979967339543,2.667519697111721,5.05722277602021,1.440414615394803,Iris-virginica
+111,6.622708064351877,3.178437018104237,5.122796855145392,1.7259166506295474,Iris-versicolor
+112,5.151970240793312,2.9519287894965722,4.223491721360835,1.362603500855681,Iris-versicolor
+113,6.878776226911777,2.8453741083330093,4.939064835150756,1.7654948253014568,Iris-versicolor
+114,5.801290993096455,2.657104905660822,3.9519611516640407,1.2789135000716423,Iris-versicolor
+115,5.223087587655335,3.7933854704949197,1.3957971179138873,0.18624230292736887,Iris-setosa
+116,6.778510664062012,2.677907082567528,5.740071695205864,2.0117775792859764,Iris-virginica
+117,5.095940084292803,3.6680713261355478,1.4711047859503663,0.20741852312506534,Iris-setosa
+118,4.878472602033878,3.7682270155558846,1.7021910055960392,0.33492770954183726,Iris-setosa
+119,6.549377918857138,2.367350500804977,5.257470790575605,1.6689825102065015,Iris-virginica
diff --git a/iris/tvae/0/20/test.csv b/iris/tvae/0/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/20/train.csv b/iris/tvae/0/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/20/val.csv b/iris/tvae/0/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/21/synth.csv b/iris/tvae/0/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..caf448611b35a1433d5b288fd3ade4d644897da1
--- /dev/null
+++ b/iris/tvae/0/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.143485384153868,3.280313329808044,1.9554894605727944,0.4512652771628598,Iris-setosa
+1,4.767916494724947,3.2518123778580117,1.4762432118279354,0.2384906617251918,Iris-setosa
+2,7.207717895597391,2.932123500512579,5.395267198482239,2.0519250452403965,Iris-virginica
+3,5.868276672828481,2.781665437246972,4.238166077908912,1.2009068706881842,Iris-versicolor
+4,6.130125823862108,2.61210399792842,4.069019468624658,1.2231311426003482,Iris-versicolor
+5,5.831372959042608,3.048314847670085,4.511246666883024,1.5344962783063099,Iris-versicolor
+6,4.895394582349946,2.99999988905541,1.5374450951656111,0.13923270981563268,Iris-setosa
+7,5.03407810471858,4.055911799099928,1.7171784752339958,0.14843996041840485,Iris-setosa
+8,6.61446775409916,2.954110549996624,5.008325786161361,1.6970788678818367,Iris-virginica
+9,6.45985256091854,3.0065267207801503,5.458263598432429,1.901205458401385,Iris-virginica
+10,5.429345008182272,2.4128148983663644,5.120220158374082,1.509689187029632,Iris-virginica
+11,6.8610833149646036,2.6753294616147176,4.683794139879237,1.668712470788683,Iris-virginica
+12,5.363503067054406,3.232069533468582,1.7356454310146425,0.41030650718400974,Iris-setosa
+13,6.198759966231235,2.8598182450317107,4.187962002570195,1.2629539463411152,Iris-versicolor
+14,7.084551029578743,3.3105291060631137,5.138239105116142,2.3083753006857837,Iris-virginica
+15,5.986431232876087,2.4400560661611475,4.792148759056937,1.5240635895793992,Iris-versicolor
+16,4.713760486163219,3.421326924271963,1.5667268196415736,0.22829988972918908,Iris-setosa
+17,6.952472679446402,3.171317202402556,5.314771524902831,2.3427194045244724,Iris-virginica
+18,4.678092893485083,3.0805468378503447,1.4295639666770874,0.09477321911591702,Iris-setosa
+19,6.340265195245499,3.1826451996562812,4.542313997783923,1.354272381233338,Iris-versicolor
+20,5.173885040271832,3.402331808231179,1.5971922640011396,0.34907884626640384,Iris-setosa
+21,5.243232773950043,2.9510647557890572,4.390558412069085,1.29445575916102,Iris-versicolor
+22,6.388122493490936,2.9879199045828164,4.570300811675603,1.6044357017195465,Iris-versicolor
+23,4.520100230651594,3.590281451340455,1.445979625877483,0.18873324613347092,Iris-setosa
+24,4.635907879995233,3.2029231588509144,1.4627638528564868,0.18138249073744572,Iris-setosa
+25,5.474852423429486,3.1550591479354004,4.570564857260897,1.7232831779887017,Iris-setosa
+26,6.716081580815656,3.2426143216179617,5.3292845693623185,2.4497422930012855,Iris-virginica
+27,5.976887765458251,2.960006414342783,4.400914807948534,1.4393138688491147,Iris-versicolor
+28,7.892763618669471,3.4027707729060186,6.958373935938647,2.152686340267915,Iris-virginica
+29,6.835913808753396,3.0867074784705246,4.365587975920492,1.5159168448915799,Iris-versicolor
+30,5.817445312839851,2.9371661317601703,1.4925782491061959,1.4689990894336473,Iris-versicolor
+31,5.532926264307223,3.2468219533794103,4.689806107732494,1.793308925602676,Iris-virginica
+32,5.079355061089456,4.40962108290072,1.7686545424620277,0.31466421719400955,Iris-setosa
+33,5.546327406700093,3.301879328644298,4.342906183947711,1.3563958134377256,Iris-versicolor
+34,6.74995113881281,2.968678976364961,4.805124703418622,1.6036744968550252,Iris-virginica
+35,5.691198022459814,2.979842492501058,4.297444863991545,1.4659548405181946,Iris-versicolor
+36,4.529763680548617,3.3240268743305847,1.5230782878880955,0.2370773282446048,Iris-setosa
+37,6.215328648955189,2.471397690129953,3.9919768680802017,1.1485227252013352,Iris-versicolor
+38,5.192003227477331,3.36083752120854,1.3295835103170246,0.27118019326776815,Iris-setosa
+39,5.380994624852795,3.8178683181431476,1.4099781568149468,0.17084539278518768,Iris-setosa
+40,6.751730257551894,2.6795268694056666,5.68948274607881,2.3398034791727813,Iris-virginica
+41,6.274163017799886,2.88695925934063,4.378012474946954,1.4066316275660244,Iris-versicolor
+42,6.210349610577995,2.9110539487383127,4.721621970733462,1.6624839482798919,Iris-versicolor
+43,5.921105535702604,2.793266249304143,4.714059161594901,2.26149080121085,Iris-virginica
+44,6.475816277492718,2.564242330476862,5.099992594752419,1.482835794350168,Iris-virginica
+45,6.3108701731287695,3.0019547505020974,4.363664319097301,1.4478316033573768,Iris-versicolor
+46,6.264804845554419,2.6601326133869136,5.043656221378406,1.6863671818527086,Iris-versicolor
+47,4.775892876967552,3.2721642597578118,1.7545115509649827,0.25647925311216885,Iris-setosa
+48,4.9558007861026345,3.163272531330637,1.2635426274062453,0.21320136803625778,Iris-setosa
+49,4.745279165186079,2.308341585877388,3.118919659062131,1.080902107789806,Iris-versicolor
+50,5.1257898069836845,3.6708837823179534,1.4659767373626469,0.28290405586589634,Iris-setosa
+51,6.741894520229835,2.906192323250078,5.31847994216524,1.871379804482744,Iris-virginica
+52,6.504790874092872,3.1814855116804193,5.324740690320851,1.7907742732728837,Iris-virginica
+53,5.247304310746572,3.082268352927959,1.3945512160688065,0.31250711189651664,Iris-setosa
+54,6.112444710927279,2.950028434265317,4.8562031927388585,1.4123683384736703,Iris-versicolor
+55,5.555251089349478,3.174230342119569,5.151435195128616,2.237109342310305,Iris-virginica
+56,5.704517153989608,2.6055629916542618,4.3848186749121005,1.3064962979902106,Iris-versicolor
+57,6.636530754907574,2.9591682906548287,4.9702413995297725,2.1607641644001316,Iris-virginica
+58,5.123004421844206,3.831974162095328,1.579757151681078,0.22299434612366806,Iris-setosa
+59,7.290164010288082,2.679193028854745,4.649354130315767,1.238213206813264,Iris-versicolor
+60,6.780817554320927,2.5115161721404995,5.374678123432617,2.3175576048525373,Iris-virginica
+61,5.261161671409954,3.3653279374785874,1.467618368460582,0.3991427523519107,Iris-setosa
+62,6.334739012274184,2.884649756086454,4.687460470155707,1.5845910995770338,Iris-versicolor
+63,5.383555623211438,2.8323826107854146,4.908660119219222,2.0290342652140825,Iris-virginica
+64,4.424483058058817,2.8837318165296644,1.2478192755179465,0.12241814287229857,Iris-setosa
+65,7.187458273880823,2.496876269770786,5.954442143056703,1.8365704966353664,Iris-virginica
+66,5.151455503740433,3.4260763506634047,1.6734504686701528,0.4652030373665494,Iris-setosa
+67,4.7731045704837065,3.3701512356216505,1.6926538124912618,0.23202572341346536,Iris-setosa
+68,5.478808917785261,2.3055629680578162,3.458758252429581,0.9423478308681768,Iris-versicolor
+69,6.636715874940349,2.8921931245424455,4.781191110049627,1.4781139170000892,Iris-versicolor
+70,4.917636977849424,3.552777717150744,1.6291010058802136,0.24483073414031192,Iris-setosa
+71,5.102189010212826,3.519589416296479,1.4545489185663705,0.3401759472228516,Iris-setosa
+72,4.938077344774691,3.167568024920052,1.764970797009407,0.4071454079896639,Iris-setosa
+73,4.2590237380907405,3.280955976692109,1.4051787313595543,0.10493962995012268,Iris-setosa
+74,4.986138429420063,3.6511726603619614,1.4719734207973103,0.3048882002120283,Iris-setosa
+75,7.288909000438119,3.1993456267622085,5.7121298610123175,2.246112378473481,Iris-virginica
+76,6.650856220187338,2.8681933398259356,4.189110538445422,1.4150174508004962,Iris-versicolor
+77,7.138618036574183,3.0977875508755712,4.929740674767712,1.305172393986334,Iris-versicolor
+78,6.167459375180855,2.711936035332265,4.051645758739952,1.5381122403680911,Iris-versicolor
+79,4.387451327844961,3.111668100201766,1.592283938468265,0.09183071438015256,Iris-setosa
+80,6.224130827764043,3.3912740416415756,5.0617258429507554,1.6463524193530215,Iris-versicolor
+81,4.902472692456728,3.364359715188644,1.6073908589538868,0.3649334859929265,Iris-setosa
+82,4.48359502972489,3.606483012979224,1.6373708731263446,0.22088036106089734,Iris-setosa
+83,5.234045229926442,2.0996318491464563,3.0787051012525537,1.0880658108906456,Iris-versicolor
+84,5.5785192096849014,3.451965733861269,1.501282183788806,0.16707476543966573,Iris-setosa
+85,4.555104918748823,3.068886454411953,1.42631806196552,0.25270423823810834,Iris-setosa
+86,5.084606956007623,3.3153255964739143,1.8158404883708177,0.2819038789021159,Iris-setosa
+87,5.762856429280923,2.913251091154151,4.803787953302468,1.4000645496191604,Iris-versicolor
+88,6.596225990942457,3.3719627141903943,4.979013013231294,2.1530431708023245,Iris-virginica
+89,4.616855588343559,3.3258198845462217,1.61858751681226,0.16814274908012977,Iris-setosa
+90,5.874113473910956,3.1681348957520403,4.347438226150497,1.4656600054061146,Iris-versicolor
+91,4.999687141239445,3.5987287302176387,1.7530170132862761,0.2796719513544626,Iris-setosa
+92,6.443609219055082,3.0606455056609954,5.156049875917042,1.6768691486097438,Iris-versicolor
+93,6.860887919535492,2.922236277414223,5.076011826443277,1.5063094904970813,Iris-virginica
+94,5.1898854328820505,3.5292951804889894,1.5050185165048267,0.5172552356120925,Iris-setosa
+95,6.511709712871701,3.16174092063118,4.990297440116659,1.62851642698301,Iris-versicolor
+96,6.0206961621133965,3.3000295895054896,4.604458522464806,1.592832207452916,Iris-versicolor
+97,7.267424652865197,3.0041908838827496,5.130328217503481,2.1428152308090853,Iris-virginica
+98,6.899385623841617,3.2380694948270388,6.375995950876084,2.5045230669700915,Iris-virginica
+99,6.472832311068348,2.897677819422589,4.654365844958016,1.804054926858724,Iris-virginica
+100,6.842828230065628,3.0973711456780073,4.947731616035503,1.6748386524484573,Iris-virginica
+101,6.2404608505530765,2.68836151498044,5.202483507461295,1.6821016193376777,Iris-virginica
+102,5.370631982015981,3.0279731627430855,5.247267680723167,1.8230009919534151,Iris-virginica
+103,5.560379671037618,3.9815082559363884,1.810348036524665,0.6962459684561058,Iris-setosa
+104,5.117531553511648,3.7339925280258823,1.6008979440681936,0.5525885971074707,Iris-setosa
+105,5.306460566432834,3.9018351656319377,1.5443900709346372,0.2709137640279945,Iris-setosa
+106,6.140648659127515,3.197119512530845,5.408478143992872,2.2097168386111035,Iris-virginica
+107,5.142631883068638,3.397475807696667,1.312476020446891,0.3296047315994829,Iris-setosa
+108,4.815764848952237,3.4646048692647007,1.7047750575716514,0.3855983408910668,Iris-setosa
+109,6.2963821505023505,2.3259319577137116,5.510042854224086,1.660353235784928,Iris-virginica
+110,5.379012357669666,2.388293985947712,3.2968262167414264,0.8014947579052281,Iris-versicolor
+111,5.930393228339862,3.0160585668133866,4.594724973329428,1.4972222969606788,Iris-versicolor
+112,6.268906221277556,2.871867413606666,4.891730715679706,1.7499092321074314,Iris-virginica
+113,6.193372876169914,2.9014631808260467,4.602871073549156,1.4745317164606728,Iris-versicolor
+114,5.169759516167426,3.6481363446624195,1.338849267949253,0.3053721072945182,Iris-setosa
+115,7.593779365297025,2.931915788518998,7.098655111550412,2.3237610931265755,Iris-virginica
+116,6.582400057124503,3.0014701728162914,4.152323290528882,1.5163789431632715,Iris-versicolor
+117,6.911232787186071,3.334042271562731,5.209987119619311,2.381135755661173,Iris-virginica
+118,6.381957383755961,2.9789217864817257,4.356251554826702,1.5486711990997397,Iris-versicolor
+119,5.9902406345245724,3.002414846845602,4.314349757167599,1.4315527478023307,Iris-versicolor
diff --git a/iris/tvae/0/21/test.csv b/iris/tvae/0/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/21/train.csv b/iris/tvae/0/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/21/val.csv b/iris/tvae/0/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/22/synth.csv b/iris/tvae/0/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bbb23d96531065255ddd35221a0d0887d89f4fad
--- /dev/null
+++ b/iris/tvae/0/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1225626430368205,3.418035654430887,1.4132349238737558,0.22484705166906277,Iris-setosa
+1,6.07254253718588,2.9542722398988794,5.195487570660814,1.7716174647158187,Iris-virginica
+2,5.785192303834423,2.8732860963152467,5.264159492669103,2.0646124658271416,Iris-virginica
+3,6.399366968159966,3.0959026191593044,4.3387535332255815,1.3968654921954151,Iris-versicolor
+4,6.164942741209275,2.6420051267781717,4.327744204833511,1.4321262919914715,Iris-versicolor
+5,6.598122061347324,3.2544342280218888,5.673099134570022,2.2223148308577456,Iris-virginica
+6,4.857872553055855,3.2518108748173424,1.3114848767127067,0.16386364832260858,Iris-setosa
+7,6.16287169435461,3.099124702708856,4.952522861735894,2.18316908696844,Iris-virginica
+8,5.967195236867957,3.101105043385787,4.586278587785593,1.6123466950322758,Iris-versicolor
+9,5.747922766272183,3.1928073609524334,1.3835760842873652,0.36591780643860894,Iris-setosa
+10,5.660635622764873,2.467537794022217,5.284828747447959,1.863798307177582,Iris-virginica
+11,6.6052535304531155,2.929079870794439,5.457902949613851,1.7228245533940698,Iris-virginica
+12,7.537418666570685,2.62795109382885,5.943610749456848,2.1265470026774183,Iris-virginica
+13,5.552751311372818,3.3169491942570755,1.558187683712814,0.08814649581832718,Iris-setosa
+14,4.863090049304278,3.318070103590376,1.4318075728193576,0.3677694666547432,Iris-setosa
+15,6.644743803479255,2.840275294790753,5.198225540618603,1.9519008087148555,Iris-virginica
+16,7.006001647957122,2.735877854342226,5.463769615274689,2.0624637565971673,Iris-virginica
+17,6.716129185541939,2.8912444873104586,5.486137193809334,1.564969431646772,Iris-versicolor
+18,6.547746775059261,3.060102667685986,4.2561169918056265,1.7198090241181168,Iris-versicolor
+19,5.103887130173388,3.482799763387075,1.8619850274879464,0.4377847792541853,Iris-setosa
+20,6.316886412298517,3.08429491054752,4.376508936174975,1.3577790457157233,Iris-versicolor
+21,4.881679223896297,2.4333876823950664,3.9049893805547833,1.327854955124952,Iris-versicolor
+22,6.169966948260262,2.7553543149581157,5.493014722076421,1.7836034652821118,Iris-virginica
+23,5.669902982376996,2.469210052279043,4.058548605882045,1.0253893561825422,Iris-versicolor
+24,5.277438626725212,3.5161538943099298,1.8557481925255,0.35865114604572645,Iris-setosa
+25,5.735767576230371,2.6935349190935765,4.268377085710034,1.3525861029212969,Iris-versicolor
+26,6.388520522269551,3.2479903683444262,4.94481679165911,1.8989196860885629,Iris-virginica
+27,5.672334152689571,2.872860336136475,4.337336220288344,1.6501554420794229,Iris-versicolor
+28,5.934720769435927,3.1740506929767305,3.9869480654245355,1.5785315667659643,Iris-versicolor
+29,4.587697175436149,3.074061392541364,1.1360207980077843,0.16013872640827453,Iris-setosa
+30,7.528002738298664,2.7515043663627705,5.6505092226476075,2.1953984096665686,Iris-virginica
+31,6.479019566326274,2.989775841954189,5.636045587479638,2.1904271232178294,Iris-virginica
+32,4.7849452927890646,3.2118279536577883,1.3306835465213547,0.20621266922333503,Iris-setosa
+33,6.454244272604732,3.037420104505372,5.175780972309055,1.9962310283055762,Iris-virginica
+34,6.269534676652972,2.3617055590959515,5.195486379887315,1.8420568279566591,Iris-virginica
+35,5.435601381835294,3.0768205553970103,4.713654015164673,2.106954498229242,Iris-virginica
+36,4.695045117538166,3.7916076022804663,1.392033759118094,0.21727174732369725,Iris-setosa
+37,6.369050545769733,3.1463773110367317,4.678273000224442,1.736472408575978,Iris-versicolor
+38,6.415962296231272,2.3456988168704638,6.323275960074036,1.7403566865740532,Iris-virginica
+39,4.854004529638681,3.673875188220883,1.6315760603654026,0.19866381612672276,Iris-setosa
+40,6.31760056400183,2.6743475976270563,5.068536304102237,1.5236521327561134,Iris-virginica
+41,6.2887875578578205,2.803075317579038,4.34887452312185,1.4381965790028948,Iris-versicolor
+42,7.353816366803715,3.136478619601654,6.586288392408199,1.7928888035120834,Iris-virginica
+43,7.326961629013176,2.6558188391759607,5.51661729130414,1.9546174178953448,Iris-virginica
+44,5.540387676531323,2.823786918982199,4.126747385282389,1.3349115305282977,Iris-versicolor
+45,6.189174806193435,2.9011462821390452,4.459817255794853,1.6894164135717098,Iris-versicolor
+46,6.218819366247512,2.9994124580154833,5.764346104714209,2.2268143424372857,Iris-virginica
+47,5.195701156033426,3.1048428247329936,1.28980431233547,0.22615048910535765,Iris-setosa
+48,4.923624342675218,3.1756811471615047,1.3534400575683951,0.2055138180649116,Iris-setosa
+49,6.617267936643937,2.9736610359291613,4.712579826411334,1.480579112623448,Iris-versicolor
+50,6.479767006391209,3.1915181607343603,4.99096190905655,2.0321868334967754,Iris-virginica
+51,5.33970074399969,2.0941754347132493,4.083139146196136,1.1979703800929289,Iris-versicolor
+52,5.353094477595414,3.20022610643492,1.7282870533614325,0.31833423183897924,Iris-setosa
+53,6.437468539146648,2.7646235737122846,4.377486231972738,1.163647205647682,Iris-versicolor
+54,6.403923881216606,2.6012548304240903,5.202030871992799,1.8382085792678997,Iris-virginica
+55,6.82727657019399,3.01904659700142,5.7295363543896,2.0689953040074793,Iris-virginica
+56,4.57137092993342,3.2442003167167512,1.6589840329555186,0.1828236795123105,Iris-setosa
+57,6.651519589062442,3.102790083435325,4.970032838465897,1.5368920721799328,Iris-virginica
+58,5.978484345743105,3.1067102071623873,4.14937633031263,1.6763212538497845,Iris-versicolor
+59,5.124203649530436,3.622935525227318,1.3461880818107033,0.27179132694709274,Iris-setosa
+60,5.542101476503494,3.319099705524651,1.5090900403471088,0.15201024189187412,Iris-setosa
+61,5.707164720699185,3.1429350876557645,4.838475718203585,1.4960159543082074,Iris-versicolor
+62,4.824198923314417,3.075910881708531,1.6317639357141078,0.24061368143533257,Iris-setosa
+63,7.002286980151415,3.2395445397856064,5.154431767076506,1.6653411014785986,Iris-virginica
+64,6.216882696246981,2.7571783083450727,4.303315745433018,1.4190857997090427,Iris-versicolor
+65,6.311052247940626,3.061478567506093,4.808952085571649,1.6792986516101227,Iris-versicolor
+66,6.346924047490669,3.427152650162945,5.350809468489782,2.328015250331489,Iris-virginica
+67,5.280516417889272,3.320953369942662,5.480079746341168,2.6125054692206398,Iris-virginica
+68,5.2148835519339425,3.3361593810256442,1.2382243422079728,1.252551412624178,Iris-setosa
+69,6.938567057294619,3.417080286930901,5.7745803125545105,2.067018234575957,Iris-virginica
+70,4.8367784523891535,3.3864076373400454,1.5079702316296026,0.32116605236909773,Iris-setosa
+71,6.642694929796111,2.9017803890126537,5.624286422832845,2.2189143938091718,Iris-virginica
+72,6.121382967803939,3.1976281356134395,4.646934457266264,1.4717631400904228,Iris-versicolor
+73,6.305444486576784,2.3523276039694685,4.9453704231845155,1.6825792653437737,Iris-virginica
+74,6.553636856598219,2.8898661575433087,4.453193172441854,1.617928618911169,Iris-versicolor
+75,6.4986400263164255,3.217116454492551,4.899707540822688,2.0312329786691294,Iris-virginica
+76,6.7402574182196515,2.9854976684259915,5.064254189036611,1.7794237266196216,Iris-virginica
+77,6.345317989060831,3.2146424908275963,4.6432427268056395,1.41172644861065,Iris-versicolor
+78,5.1222729579889545,3.112012599402372,5.025601580517291,1.7720246997576385,Iris-virginica
+79,5.795036356605175,3.01468577565979,4.4207438821037535,1.5690956063893144,Iris-versicolor
+80,4.668725684598328,2.9634780825336646,1.1473130010776538,0.16992772467071005,Iris-setosa
+81,5.276804201768227,3.1692137316455242,1.3056095537122225,0.1653270488932264,Iris-setosa
+82,6.540627697113648,2.587256203810782,4.742482810873428,1.8020090010948184,Iris-virginica
+83,7.198702699604459,3.094698862579268,5.6137362908665045,2.5102647884634934,Iris-virginica
+84,6.031969552696484,2.224263026140551,5.476564594448417,1.625365784913143,Iris-virginica
+85,5.749689251054097,3.3518993403080106,4.686834444308982,1.4148893677329966,Iris-versicolor
+86,6.824485141501696,2.885348406342824,5.201871576781442,1.81188811694295,Iris-virginica
+87,5.893451433173524,2.8246208752156696,4.763590769015513,1.3647663791798603,Iris-versicolor
+88,4.75718458518471,3.2651091067936617,1.5540282226487454,0.06548590488270284,Iris-setosa
+89,5.214049438490078,2.96924879640262,4.191035595195589,1.1979774353264039,Iris-versicolor
+90,5.1616258896780645,3.25853982000836,1.6273013084596304,0.3630355786977514,Iris-setosa
+91,5.677985768880411,2.9523946043849434,4.599666837268972,1.31827278890949,Iris-versicolor
+92,4.884933391363116,3.2069524655265513,1.6869818143143278,0.2764269208919583,Iris-setosa
+93,5.236811265258617,3.4724685420492305,1.8545062183000818,0.4840092801000545,Iris-setosa
+94,4.555748446975069,3.2452935964423735,1.2047525769581853,0.17179844739495936,Iris-setosa
+95,5.568817676829145,3.101135049193785,4.5452716790520915,1.4708916601878241,Iris-versicolor
+96,6.828827300873708,2.6635765471784127,5.632144287637845,1.9316094130090278,Iris-virginica
+97,5.030700857990154,3.092991645150541,1.1931513738465012,0.2712146906635804,Iris-setosa
+98,4.69813719233594,3.2557733689194133,1.4642911986177396,0.12424579039718817,Iris-setosa
+99,5.806718905585542,3.3312855125975247,4.557055898708766,1.6338867248209428,Iris-versicolor
+100,4.668558926450388,3.282360140133792,1.598003279747296,0.10368617720702872,Iris-setosa
+101,6.403834956045485,2.9031211634424245,4.973839673409689,1.6296886571059748,Iris-versicolor
+102,5.3604886239137945,3.035291853451656,1.3007009100164058,1.416886079281658,Iris-setosa
+103,6.339744962813889,2.4726384040510947,4.862175420571266,1.6843521862037754,Iris-versicolor
+104,6.119693361783475,3.0819656453393853,4.345405871523424,1.7100087726800814,Iris-versicolor
+105,4.837806268721513,3.209249764025676,1.7365633275341654,0.1471293741315161,Iris-setosa
+106,5.3066137213646645,3.891073921200672,1.4749710850110327,0.14302470885186597,Iris-setosa
+107,4.999649987306006,2.4088051657083507,3.3836697764699184,1.0943722601862227,Iris-versicolor
+108,6.970522149958243,2.6448131093709404,4.234210520859624,1.3551769812068575,Iris-versicolor
+109,4.624332695070775,3.4880346821743493,1.753141350327568,0.4238660901536677,Iris-setosa
+110,5.068173955551969,3.4186198584402208,1.5010011890388164,0.4495180742744427,Iris-setosa
+111,4.743508171828594,3.2913353655142275,1.144415294964851,0.0955885868352356,Iris-setosa
+112,5.255322983181742,3.443214972593381,1.8254422348739048,0.5339977867224774,Iris-virginica
+113,6.119775686548561,3.1974998407974042,4.6307565973304845,1.4380910542894316,Iris-versicolor
+114,6.0959957034255305,2.787955463887405,4.659197585211264,1.3252978685492014,Iris-versicolor
+115,7.498198331286211,3.0613743826027795,6.6941209990249275,2.056420089565123,Iris-virginica
+116,6.390810706870213,2.8858480234285095,4.936470075613391,1.8381496527303136,Iris-virginica
+117,6.521661098463144,3.170967312255152,5.547053958432523,2.051210253574838,Iris-virginica
+118,6.496233940613914,2.4499193993862827,6.140585989820275,1.892936981281128,Iris-virginica
+119,5.915905019452592,3.087884329024798,4.520935153767474,1.5399507114849544,Iris-versicolor
diff --git a/iris/tvae/0/22/test.csv b/iris/tvae/0/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/22/train.csv b/iris/tvae/0/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/22/val.csv b/iris/tvae/0/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/23/synth.csv b/iris/tvae/0/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9b738d142beec229c66bfda581ebca5e7282b5f3
--- /dev/null
+++ b/iris/tvae/0/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.107446944926063,3.143121252553171,4.562504872723362,1.4053284331090925,Iris-versicolor
+1,4.690519718828207,3.4654967666833927,1.4787287955192718,0.12690836598246621,Iris-setosa
+2,6.527931319540801,2.4301460558825063,5.722252430193824,2.013312911886569,Iris-virginica
+3,6.982975000525752,2.9780367063595174,5.1774103503044655,2.184906297145136,Iris-virginica
+4,5.162502097958695,2.9079648372390334,1.2899705544859519,1.4531836427537943,Iris-setosa
+5,4.8142872111267385,2.806121257563799,4.085597231023259,1.2686393041323363,Iris-versicolor
+6,6.18533095734934,3.3166449611688593,4.665636994491469,1.6914734484979477,Iris-virginica
+7,5.458273515684089,2.178845646500945,3.564989399763319,1.386882613962822,Iris-versicolor
+8,6.102333654053743,3.327230588264999,5.623810312361394,2.277656296070556,Iris-virginica
+9,6.921475691462281,2.8110870788985727,5.060401618477216,1.4480406447186487,Iris-versicolor
+10,6.105789434988417,3.2905280462137254,4.748303660739111,1.6161166396328908,Iris-versicolor
+11,5.023514999304882,3.2204130560593747,1.4589192405703093,0.27715176112445766,Iris-setosa
+12,5.219609119820295,3.1176256973154106,1.4783218926296258,0.016897121017777295,Iris-setosa
+13,4.46863494089878,2.9616522115697674,1.4866894311683967,0.0583697190499991,Iris-setosa
+14,6.209862348488538,3.192920980484901,4.1537707959232195,1.6428364439549028,Iris-versicolor
+15,6.141191593112248,2.0697526155119332,5.332621523259193,1.6591676112955032,Iris-virginica
+16,6.6101965598653605,2.879189554019368,4.757701027800619,1.8294009414374814,Iris-virginica
+17,5.070306184860684,3.25365293268697,1.2137096437700876,0.37784187092018795,Iris-setosa
+18,4.759305897697242,3.144263003618517,1.6633863679331469,0.2837212807248021,Iris-setosa
+19,5.947304470609057,2.578060030452248,4.5480472145749475,1.1393662218153886,Iris-versicolor
+20,6.696077380854476,2.93094360105331,4.58596681650728,2.1144470822677284,Iris-virginica
+21,6.2091654680386235,2.9467750264458994,4.2390939029238135,1.1795964298012804,Iris-versicolor
+22,4.609263359076238,3.3967546757710854,1.3993055722123882,0.24587930686495116,Iris-setosa
+23,6.978196483566271,3.3191258086053192,5.851778055299175,2.5856845360656595,Iris-virginica
+24,6.553307303063886,2.859463630633439,5.189544825856966,1.9732433729996048,Iris-virginica
+25,5.990490364354266,3.3351316406472025,5.365938620502667,2.0394212543751893,Iris-virginica
+26,6.281645170760446,2.9927532644575248,4.441972932232472,1.1990687169265934,Iris-versicolor
+27,5.348647528677583,2.990434489564845,1.2890645274277226,0.14807657736440816,Iris-setosa
+28,6.4391394709556975,3.1018424978314885,4.752050488337779,1.6248838695008037,Iris-versicolor
+29,4.95182130624565,3.348691357718852,1.7091306139107743,0.22089337300117456,Iris-setosa
+30,6.40182868530039,2.6410574752627207,3.6228720563731636,1.1179382131650306,Iris-versicolor
+31,6.114022840068688,2.762080149475817,3.978047388870879,1.2075785250532065,Iris-versicolor
+32,5.275866670201213,3.630616758985748,1.5441056051832065,0.3783082029490885,Iris-setosa
+33,7.914807637928963,3.6104094396743376,6.382707094499592,2.7197853513815566,Iris-virginica
+34,4.999699427942264,3.5719188488685094,1.5338276923870149,0.28678940826969485,Iris-setosa
+35,6.440287358357178,2.7091779615036513,4.624665004971383,1.3293278718484471,Iris-versicolor
+36,5.4262615048507366,3.1471298563083905,4.667819909405525,1.563489982092379,Iris-versicolor
+37,5.333839823597854,3.0310225044876478,1.3524567990983798,0.15444479103585024,Iris-setosa
+38,6.266965883319501,3.1575851496655667,4.704950657172333,1.497577168581795,Iris-versicolor
+39,6.817414189518644,2.8406547572126213,5.320821094990513,2.0622124880907022,Iris-virginica
+40,5.382839059368351,3.9503639110051245,1.6256855397211623,0.48045367255340776,Iris-setosa
+41,4.877645108770791,3.1466756246825196,1.3523018443335346,0.20935662928374393,Iris-setosa
+42,4.708115400347446,3.3569686030503285,1.3698328696343764,0.11850881713635678,Iris-setosa
+43,6.582777808914911,2.511002444363262,4.727400429297809,1.8857737599152522,Iris-virginica
+44,4.85986262500012,3.1600716234475597,1.4592768493107406,0.2225296668394846,Iris-setosa
+45,5.190280671838087,2.642131228354291,3.9660710436806794,1.0895310935575035,Iris-versicolor
+46,5.374892426296175,3.1586504477742214,1.4792662372283034,0.25098367724691406,Iris-setosa
+47,6.33725362819419,2.664467676512279,4.900537443751398,1.5115146578172212,Iris-virginica
+48,6.109596131492671,2.691067284172527,4.640790372192793,1.4095997761374488,Iris-versicolor
+49,6.2405852715310335,3.0351072428001933,4.5044240650949625,1.4765704732912603,Iris-versicolor
+50,6.299083690100813,2.9965801976043736,5.558815616267602,1.8798648893796546,Iris-virginica
+51,6.072203808229772,2.9894953591019684,4.788793826322879,1.3496469892690222,Iris-versicolor
+52,5.80575747435939,2.798134870093099,4.349032651709599,1.215499403009249,Iris-versicolor
+53,5.809420141334852,3.28550608668076,1.2537786340731796,1.3521675185895956,Iris-setosa
+54,6.683565704399853,2.7698660421862216,4.904855754064586,1.7976610700039282,Iris-virginica
+55,4.823197245665051,3.657435203377871,1.5463331114025816,0.4415950508348684,Iris-setosa
+56,6.391647417690382,2.7395891711313443,4.032569540457771,1.2223374179309325,Iris-versicolor
+57,6.184328176343288,2.5863026925000105,4.676116588214542,1.1860574715238656,Iris-versicolor
+58,6.147401954679942,3.2029601124975082,4.486944163671881,1.5269780014630725,Iris-versicolor
+59,6.237808178653585,3.148546783161776,4.679283362230326,1.5343676850291454,Iris-versicolor
+60,6.864555177299502,3.0358442645744086,4.779183137565979,1.3224116828500416,Iris-versicolor
+61,4.4320919244011545,3.429568271384907,1.0599297233277898,0.0677941840917767,Iris-setosa
+62,6.433822309051434,3.122796297224733,5.212600148268616,2.1545678418220158,Iris-virginica
+63,6.783701568749892,3.080291847655847,5.350077265652369,2.2438305019245077,Iris-virginica
+64,6.231511046063778,2.6916471199531213,3.834678102492718,1.4155971386175519,Iris-versicolor
+65,5.323974019601578,3.2043191684773533,1.4683949908560727,0.3538651899650509,Iris-setosa
+66,6.1924590631327465,3.312652071409322,1.3567880448517702,0.22685369433911057,Iris-setosa
+67,5.647572566697386,3.4804073811459353,1.3647239908129658,0.5148777035232438,Iris-setosa
+68,6.4636349618911915,3.0687397320528844,4.670191284549304,1.4461935791342337,Iris-versicolor
+69,4.601243437818009,3.0563318091083063,1.4084604964837408,0.14748339387363124,Iris-setosa
+70,6.267491946229408,3.2987835421020844,5.133641665797361,1.6638674816027283,Iris-versicolor
+71,5.350322223789879,3.5103245644060372,1.6795634344413592,0.42501833707345443,Iris-setosa
+72,4.866074189799243,3.114744227859339,1.492660671055772,0.11538655608502962,Iris-setosa
+73,5.299590356135726,3.5899228013899522,1.329423165059338,0.28989255864174596,Iris-setosa
+74,5.3160770742088035,3.741567454762709,1.437002160601232,0.2994992441286187,Iris-setosa
+75,4.970352096277577,3.090308308409489,1.4524897822666951,0.2197410084943573,Iris-setosa
+76,4.6699558285249,3.158906800037961,1.4317176827462534,0.11225202616774238,Iris-setosa
+77,5.053439414120542,3.325078292080926,1.5709796517416197,0.282735724226961,Iris-setosa
+78,5.251075423455528,2.845997154228261,4.395298235520168,1.3917027992409783,Iris-versicolor
+79,4.829683935007792,3.72338998058669,1.7158393025469023,0.39714433900442636,Iris-setosa
+80,5.026914977084482,3.4459895567456775,1.4885209528502648,0.3869847836071625,Iris-setosa
+81,5.6948769276964235,3.997090832323644,1.4948219323361551,0.1606052934026323,Iris-setosa
+82,4.841136265923895,3.843237402245955,1.6338051129238487,0.20566461213110893,Iris-setosa
+83,5.722523805907819,3.212794247985606,5.150622249945287,1.8696525657860386,Iris-virginica
+84,4.566176994550076,3.348728899404018,1.3083242010743894,0.10773081246533378,Iris-setosa
+85,6.366891297422475,2.9569347135757225,4.935824260634547,1.939334406964858,Iris-virginica
+86,5.454923396716576,3.005062808785483,1.3407337000935937,0.140666575311714,Iris-setosa
+87,6.497869304474514,3.0662909062330215,4.7590513260779,1.7650921632850898,Iris-versicolor
+88,5.057657863050306,3.1474560936139393,1.4189896429743944,0.10449911507396772,Iris-setosa
+89,6.2790649341433555,2.7799966210263007,5.284803472088401,1.6921221449548567,Iris-versicolor
+90,7.570309393324635,2.9294537005743955,6.2422953650537085,2.2923203859195644,Iris-virginica
+91,6.3512174705321165,2.9794148206483886,4.609299652102065,1.1993855985375095,Iris-versicolor
+92,6.610246339671252,2.967349128282769,5.251851923804538,2.112636033429686,Iris-virginica
+93,6.7319533003986605,3.0402732525715246,4.901398383089777,2.0953755990690626,Iris-virginica
+94,5.838933273187294,3.0658106316702294,4.325628786288287,1.3521438565809243,Iris-versicolor
+95,6.247878754991998,3.1760044515160524,4.86919995819737,1.7639134583067104,Iris-versicolor
+96,5.850277735850005,2.9135731736734534,5.263768431722615,1.8749849096988005,Iris-virginica
+97,6.371311609591503,2.357805356851917,4.366366233301827,1.1403148260331437,Iris-versicolor
+98,5.008186105101485,3.1630323569276095,1.528135601761049,0.29820144745991617,Iris-setosa
+99,6.7492019475537335,2.9328255621458026,4.831188101589373,1.8216500858015894,Iris-virginica
+100,4.7985147054736865,3.154080713076837,1.5533265408575303,0.34479277147721304,Iris-setosa
+101,5.485836905090808,3.4263613620182385,1.3321954016997888,0.028288367400833764,Iris-setosa
+102,6.09536684493205,3.0962970063524984,4.72738507165699,1.5840166993205853,Iris-versicolor
+103,5.966140622234711,3.172500313101722,4.742663718930153,1.4294732011264017,Iris-versicolor
+104,5.10484730887208,3.1528015714296194,1.4460025858438694,0.24175717265713972,Iris-setosa
+105,6.341530588912438,2.250029430944108,5.15595782836632,1.5274455719973516,Iris-versicolor
+106,5.930850984419521,2.7679521648366716,4.436745098554589,1.4358657769151628,Iris-versicolor
+107,4.847400331639038,3.3686192819493175,1.4496355730145936,0.2663877160516096,Iris-setosa
+108,4.54119736474314,3.4212383560934705,1.6318565679068417,0.46206873070799886,Iris-setosa
+109,5.284441111117244,3.2892330544338253,1.691627919552518,0.33419946594389016,Iris-setosa
+110,4.794829447214647,3.33028030802351,1.3559205875946525,0.29549137581602336,Iris-setosa
+111,4.901168099982744,3.576359529675403,1.513996438434656,0.2383906562004611,Iris-setosa
+112,6.309133595327099,3.4372975788127813,5.106460911060472,2.083985175458894,Iris-virginica
+113,7.119344692848844,2.4074082299372517,5.482841310256087,1.9455652859438695,Iris-virginica
+114,5.323608566098965,3.2514960606435914,1.1987000622309698,0.2565453429596378,Iris-setosa
+115,4.732320341546722,3.1684571285497403,1.4018362787995926,0.19649517176560105,Iris-setosa
+116,5.27603687942843,3.4030668107381405,1.8396738804562607,0.44459244116943486,Iris-setosa
+117,5.724734407207894,3.272736006870532,1.5688417523063067,0.43668816208179206,Iris-setosa
+118,5.4223840193186295,2.981930758151529,4.786365413677142,1.6636656428492445,Iris-versicolor
+119,5.923296236151662,2.3459683455155007,4.909246335815524,1.7932132681984152,Iris-virginica
diff --git a/iris/tvae/0/23/test.csv b/iris/tvae/0/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/23/train.csv b/iris/tvae/0/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/23/val.csv b/iris/tvae/0/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/24/synth.csv b/iris/tvae/0/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5cef47104ebda66a2eea6a45e7be8a95af2f1bb0
--- /dev/null
+++ b/iris/tvae/0/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.974370693349413,3.1179439219684078,1.5362898152859548,0.07596873321547329,Iris-setosa
+1,6.217284276880924,3.0748376218694258,4.313799063685654,1.4298164476337414,Iris-versicolor
+2,6.496570636318683,2.518403317452755,4.69671019330809,1.6313074105102139,Iris-versicolor
+3,5.4951066110213205,2.73063338573858,4.013169938402899,0.8895608151415965,Iris-versicolor
+4,6.0171723763016445,3.041793378749833,4.423733036018974,1.62301983770479,Iris-versicolor
+5,4.9120945135710175,2.488728183856621,3.6807678203131036,1.1935359223885704,Iris-versicolor
+6,6.70598421988315,2.87740732636744,5.443384714630329,2.10257688902614,Iris-virginica
+7,6.85467770505604,2.766345169806732,4.945486801360883,1.6443436445941557,Iris-versicolor
+8,6.050401433217225,3.1370706154234345,5.381353710931633,2.447212852184002,Iris-virginica
+9,7.013538868388525,2.355982669870324,5.188588278379382,1.749850439067773,Iris-virginica
+10,5.802607175377385,2.2885081615257588,3.6813895172670215,0.7705319928781343,Iris-versicolor
+11,5.123403125073559,3.3803746496931413,1.3911768347007198,0.24303305250561752,Iris-setosa
+12,7.089228819646887,2.9154094914303443,4.376849612201377,1.5014537715017136,Iris-versicolor
+13,4.995680977345226,3.1977155407171893,1.5942337512791978,0.2409270873694503,Iris-setosa
+14,4.767588081401842,3.8380326887609986,1.6512823787844848,0.24330799974081138,Iris-setosa
+15,6.208880551261352,2.6661518494985645,3.469801657548824,1.093674980473003,Iris-versicolor
+16,4.845755462699068,3.48030783713584,1.4379307839102506,0.12618997010396016,Iris-setosa
+17,5.396347162761813,3.236675192367808,5.29258894411085,2.1530547883128253,Iris-virginica
+18,6.423528794585171,3.174407835269186,5.447182949341556,2.515807500364142,Iris-virginica
+19,6.608743881156671,3.1274299139228545,5.385088891795752,1.8295560718381516,Iris-virginica
+20,4.810446046682328,3.6312431949646786,1.7051675007445821,0.3424794635043791,Iris-setosa
+21,5.6477610948301145,2.9198901716879386,4.856810754596627,2.0492545353701552,Iris-virginica
+22,6.9212054641611065,3.0869297493607397,4.740411877740084,1.6598008932316957,Iris-versicolor
+23,4.636737902470905,3.1342494260455163,1.5029940847143695,0.13492132098483753,Iris-setosa
+24,4.511583422823878,3.0151712495086866,1.6638232601885508,0.13735484141283416,Iris-setosa
+25,6.913971397215841,2.713511374535648,5.404607655612509,1.7178771351753626,Iris-virginica
+26,6.265140778729847,3.179269384906738,5.035822710813201,2.266033891104458,Iris-virginica
+27,5.046654556258326,3.236826327975407,1.5232860180741778,0.18902667539459478,Iris-setosa
+28,4.975523869064687,3.340305959950908,1.4986462112778813,0.20054315018204508,Iris-setosa
+29,6.121659117395778,2.696565707625489,3.9417489404907475,1.3950612495451238,Iris-versicolor
+30,4.774822055574461,3.383122326922068,1.4506503148841015,0.2111525744144465,Iris-setosa
+31,4.583211402414801,3.4711224252059223,1.2780989442572772,0.17985459990932917,Iris-setosa
+32,5.333080069626455,3.17669194540193,1.3830861966794976,0.39342500411645975,Iris-setosa
+33,6.397759621911327,3.0419296394447715,4.422418894243688,1.643825028539042,Iris-versicolor
+34,6.931468555259592,3.303284824103586,5.533185088004876,2.538165163278605,Iris-virginica
+35,5.857371640484164,3.020243011078464,4.691815770221313,1.4556026541618365,Iris-versicolor
+36,4.666318214888406,3.029951440024775,1.629916410021457,0.15023718247590967,Iris-setosa
+37,6.610287727646068,2.8041679562932043,4.443519409371618,1.5163811203307116,Iris-versicolor
+38,6.6379311712376765,2.7280831144260356,4.308755263366238,1.4814860655000894,Iris-versicolor
+39,6.391041804161073,2.461918427942141,4.705484332459948,1.3476494293238241,Iris-versicolor
+40,5.645996305204956,3.348388802187587,1.9189459061782914,0.34580488813276067,Iris-setosa
+41,5.331463881004704,3.574899348371063,1.5761921912414294,0.5498353582976684,Iris-setosa
+42,4.387096860760979,3.714981201699136,1.6118360719695033,0.18507246390452314,Iris-setosa
+43,6.53110025157105,2.8184297815845376,4.299873926615871,1.5214018494159116,Iris-virginica
+44,6.539337939411608,2.6579932697366666,4.880301230394234,1.7061790478363636,Iris-virginica
+45,4.6776587157046885,3.732865569520105,1.809145138922826,0.11898009791106437,Iris-setosa
+46,7.694107905352432,3.5917259280548546,6.34043823803427,2.5080611491391647,Iris-virginica
+47,5.149549706986277,3.328856931086773,1.735387549374481,0.49245893134014485,Iris-setosa
+48,5.170353260113733,3.0912922304846413,4.781035348162969,1.6661653132571181,Iris-virginica
+49,7.207548156528158,3.4612207709478726,5.886005783349817,2.4212509022846227,Iris-virginica
+50,5.196409704813322,3.5786379497898277,1.6363110577492042,0.30888501292131865,Iris-setosa
+51,5.160387874338694,3.6669919115576968,1.5560232027542142,0.3033521240058324,Iris-setosa
+52,6.735049641019714,3.1210581196690117,4.8519612591396495,1.4669813109439869,Iris-versicolor
+53,6.757271252646038,2.7573663361883494,6.184314971917946,2.1957352201931863,Iris-virginica
+54,4.506296359124393,3.2974123177406156,1.280199151811128,0.2788641151425611,Iris-setosa
+55,4.775261893891044,3.1849362700423542,1.4356194076360977,0.16477639930625976,Iris-setosa
+56,6.3988353498449415,3.272138925255584,4.923092410273111,1.5538153990917187,Iris-versicolor
+57,4.961104217963871,3.3900117202603743,1.7361463652504623,0.27176916880794544,Iris-setosa
+58,4.844224244210242,3.4251601828080065,1.4682083003998785,0.15788640404781668,Iris-setosa
+59,6.518356577110081,2.970262843581494,5.149155828105778,1.910685212728681,Iris-virginica
+60,6.282909964828306,2.474203882608928,4.387989390764341,0.9815343791853938,Iris-versicolor
+61,6.476237231303489,2.7230617568397677,4.009682243696115,1.3303264628863012,Iris-versicolor
+62,6.688207127907567,3.1119044171981107,5.2252874893652255,1.784436348813574,Iris-virginica
+63,7.213303740149202,3.42514979241784,6.606430600608197,2.4295754897212425,Iris-virginica
+64,6.587240560672477,2.5815443115560806,5.21586705348998,1.8768217146005586,Iris-virginica
+65,4.869010590547949,3.414481065996181,1.5439686100026988,0.3581156035656734,Iris-setosa
+66,4.685761088323028,2.3599175903543497,3.660383398999537,0.9945948003714165,Iris-versicolor
+67,5.649436517134776,3.122441065055063,4.085406094442278,1.2785208561576369,Iris-versicolor
+68,5.788536450335951,3.201583167282712,4.69336821363946,1.4556156319789562,Iris-versicolor
+69,5.084735271803676,2.995148327134122,4.276330223131735,1.2574904515914496,Iris-versicolor
+70,5.358297666654402,3.0171695202788764,4.285724512584118,1.2639683999403764,Iris-versicolor
+71,7.068580830570907,2.7932022675303783,4.5270813097504,1.617653488295885,Iris-versicolor
+72,4.765394456276646,3.279390447316433,1.4621833111686227,0.13187528306232343,Iris-setosa
+73,7.28249819892814,2.7474866751750713,6.251268613349692,1.978879335285331,Iris-virginica
+74,5.008094306948241,3.0577265554285704,1.1204651866715634,1.250664102434659,Iris-setosa
+75,6.233271220143679,2.4986749872310425,3.7230772958641714,1.1644584286294677,Iris-versicolor
+76,7.368722715653674,3.5075816409922846,6.021958643429589,2.462629007065442,Iris-virginica
+77,5.975699354949484,2.8078951427302603,3.9646835154229088,1.0819595500945862,Iris-versicolor
+78,6.147678352957938,2.4437600226871243,4.4420081867555,1.2234626001313553,Iris-versicolor
+79,6.74879501741199,2.6925287576936654,5.045892634620801,1.4772453651155921,Iris-virginica
+80,5.757654764573843,2.4855487981888573,4.564259337883236,1.6290770558922953,Iris-versicolor
+81,4.999304188547686,2.9470267606146496,1.596937342909637,1.4282617748360498,Iris-setosa
+82,4.64887041736656,3.11496082425423,1.6395538641976677,0.1505190357489325,Iris-setosa
+83,6.72262394414075,2.9696380620328564,4.303296127356403,1.8240201245387266,Iris-versicolor
+84,5.385428994842094,2.6755625851816682,4.98698712863129,1.8870332406048371,Iris-virginica
+85,5.174031989794731,3.1198715874962057,1.2729685408616391,0.1240750401878053,Iris-setosa
+86,5.578050929063762,2.630385076605459,3.8491188888394223,1.266882456782593,Iris-versicolor
+87,5.919519807131858,3.290754613991859,5.417876573319959,2.2227773432560882,Iris-virginica
+88,6.921841161809991,3.418516098779857,5.969632366704183,2.5490271601252523,Iris-virginica
+89,6.364770962590942,3.257721138230852,5.311917956736366,2.4309574370006435,Iris-virginica
+90,6.464483488641621,3.0959493890821945,5.069920394546277,1.8917476868294867,Iris-virginica
+91,5.186423172095953,3.3370305469111488,1.4712459841643044,0.29074014841691564,Iris-setosa
+92,4.772322240918452,3.5196999164580767,1.3152429084401072,0.16063455847230573,Iris-setosa
+93,4.786468962803762,3.1403852149497395,1.4223046496646659,0.10905339396299599,Iris-setosa
+94,8.048875688682594,2.749983052546378,6.846473292434203,1.9484173895109127,Iris-virginica
+95,6.5119683375955635,2.577268589670198,5.429635088436907,2.023879639269862,Iris-virginica
+96,5.54713621517071,3.1592213147519628,1.6189200749603463,0.3339258407425432,Iris-setosa
+97,5.036285489264724,3.1872458049269516,1.4804538290108233,0.23472233378431476,Iris-setosa
+98,5.084037039854856,3.778572048960046,1.5829928348694668,0.31706866692683733,Iris-setosa
+99,5.525726299893886,3.063384894143168,4.765331580391895,1.9658553997504082,Iris-virginica
+100,5.4488188982555075,2.8635577570762814,4.497186379282282,1.1488130635720042,Iris-versicolor
+101,7.035983708210047,2.853615997160996,5.494986838976124,1.9475111267695429,Iris-virginica
+102,4.953129976567669,3.5792970778408164,1.7062705387178925,0.15706443017565552,Iris-setosa
+103,4.835208861569315,3.1043736709924916,1.4447909275203814,0.22246779021627267,Iris-setosa
+104,6.098994172881105,2.1381811971944553,5.4619590497181925,1.48299036833682,Iris-virginica
+105,4.824521220239733,2.222704843074883,3.648454610928669,0.9193631379921686,Iris-versicolor
+106,5.352661786027255,3.747397538876444,1.4339547869875322,0.2539369431629195,Iris-setosa
+107,6.68254762059941,2.7391044117702954,4.546152332965318,1.504123706574939,Iris-versicolor
+108,5.331986326301705,2.952712875624774,1.346789273312094,0.140232319947922,Iris-setosa
+109,5.913456729294188,3.106874145136807,3.9795415934597314,1.4215975512171684,Iris-versicolor
+110,6.296317723235733,3.007295818446015,4.668826678848447,1.6511652583660952,Iris-versicolor
+111,5.223005864232492,3.2513935927431246,1.3390532743523298,0.3072332696453333,Iris-setosa
+112,6.724761408257949,2.47671318047868,5.168929023819179,1.3582163092675927,Iris-virginica
+113,4.981165137892836,3.0536308343651366,1.5732601399105082,0.18848647472807223,Iris-setosa
+114,5.0217871509409955,3.859486451343983,1.5579867370157807,0.2459665331664484,Iris-setosa
+115,6.316618967169177,3.008570974830549,4.36981528298395,1.4295773973209012,Iris-versicolor
+116,5.0403937917741475,3.0290528614755474,1.5346268533657554,0.22267640223007187,Iris-setosa
+117,6.567641501454321,2.5221842988052106,5.0061082262692915,1.7532223874701351,Iris-virginica
+118,4.856844787577734,3.364777988491478,1.7744177210517653,0.26050285493595876,Iris-setosa
+119,5.482726769620573,2.694089238259694,3.73332066179693,1.2106627276604107,Iris-versicolor
diff --git a/iris/tvae/0/24/test.csv b/iris/tvae/0/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/24/train.csv b/iris/tvae/0/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/24/val.csv b/iris/tvae/0/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/25/synth.csv b/iris/tvae/0/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3a8d24f9086f4f173b769551fa3f0668af2dd3de
--- /dev/null
+++ b/iris/tvae/0/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.894492240587607,2.821080435723679,5.178313807720262,1.7994359827440838,Iris-virginica
+1,6.860736473715335,3.0536704247228723,4.195874299671342,1.4041908308222544,Iris-versicolor
+2,4.783489768249772,3.567522099425872,1.3906874352748302,0.4656953802848668,Iris-setosa
+3,5.083721022103569,2.5941094128898463,4.04696569922619,1.3364302159587063,Iris-versicolor
+4,5.63153061363519,3.4215144064523724,1.4413219625780038,0.31740282734083486,Iris-setosa
+5,5.899482863792347,2.7126481255073833,4.129795752615872,1.1627200857008821,Iris-versicolor
+6,6.355032373268762,3.033425625958131,4.404037103623944,1.6442638537174186,Iris-versicolor
+7,5.369918490147624,3.287320803684898,1.4043781664613515,0.2767919675322103,Iris-setosa
+8,5.400200665655644,2.680642340493156,4.195202321276218,0.837719238298045,Iris-versicolor
+9,4.9429923017226995,3.351338566037117,1.5744187401142327,0.35713021829510083,Iris-setosa
+10,4.572299666314309,3.1543021741782247,1.5876516927407927,0.13930343802302453,Iris-setosa
+11,6.254591229395013,3.140700490212819,4.987980672162891,1.788507542309503,Iris-virginica
+12,6.817622415013534,2.752552374898332,5.252188477424085,1.8811347924393786,Iris-virginica
+13,4.678472469284598,2.4861548678992134,3.6171295972827013,1.1939025662953873,Iris-versicolor
+14,5.099683564824898,3.0779423772940735,1.6638058613296298,0.40845616216346603,Iris-setosa
+15,6.047929247363245,3.295891245344545,4.680701709754905,1.84471756492276,Iris-versicolor
+16,6.487254092181108,3.096929183925388,4.59837720316847,1.7424940910295603,Iris-versicolor
+17,5.535493917542367,3.0085164743592205,1.4740894963473323,0.227170200875368,Iris-setosa
+18,4.966947546289367,3.3885347093720215,1.5202423092616877,0.2415281910244038,Iris-setosa
+19,6.583010189851282,2.839873301019189,4.687225182148106,1.4574549926738614,Iris-versicolor
+20,6.804469953459538,2.6008844862219487,4.906919339491473,1.5018948420247256,Iris-versicolor
+21,4.860854035150046,3.271993089330133,1.9035384308484202,0.5399031703772182,Iris-setosa
+22,5.3498151030709815,3.084211500322569,1.4531094403415936,0.23020362227974842,Iris-setosa
+23,8.211226008867932,3.656393611392789,7.167482820922954,2.2208118198694553,Iris-virginica
+24,6.952096773381793,3.227343400908226,6.217440136396081,2.242078240515639,Iris-virginica
+25,4.352163852424473,3.1536034009120453,1.3387949530834928,0.1761406186001055,Iris-setosa
+26,5.255478218969124,3.3384779577603494,5.449917223911974,0.55952236254233,Iris-virginica
+27,7.000295385018088,2.996434108284951,5.58726963751894,2.317081986472658,Iris-virginica
+28,4.2815457153804815,3.266692339473216,1.1932751204275078,0.2603035936399663,Iris-setosa
+29,5.525116739012073,3.366079813784082,1.4680172152201232,0.35348429853745755,Iris-setosa
+30,6.691848057861756,2.841141497336845,3.9350717429673523,1.3879102797178782,Iris-versicolor
+31,5.699055971740361,2.8533490539530524,3.9454518354530137,1.2715550560967879,Iris-versicolor
+32,5.111767594275841,3.4520314575299134,1.461803332398776,0.24671689025623392,Iris-setosa
+33,6.909111407610789,3.2137011241958784,5.88768003322225,2.1681892329338095,Iris-virginica
+34,4.770817876302802,3.2765069057354084,1.5523477759012525,0.2637921031200018,Iris-setosa
+35,5.132152308288498,3.283336495359025,1.5080642221383458,0.3068102562250991,Iris-setosa
+36,6.337259910346857,3.160730919523013,4.635907791665143,1.5641960274684992,Iris-virginica
+37,6.2225944377356095,2.9532233052593835,4.942286856747929,1.3462042245727952,Iris-versicolor
+38,6.228425898915411,2.211923663632592,4.931333436287827,1.623694106617914,Iris-virginica
+39,5.462422419939944,2.9112290148439888,5.048940383999751,2.0447037925640066,Iris-virginica
+40,7.244518642871889,2.4295513299071825,6.911825443488421,1.865775804160343,Iris-virginica
+41,4.7845084122501635,2.817038495387635,4.296798658238242,1.1916598841398747,Iris-versicolor
+42,6.393050003674532,2.595829175625104,5.382599592745445,1.949354489103638,Iris-virginica
+43,6.553994437910328,2.583596918196254,5.278100401002598,1.413482379473364,Iris-virginica
+44,6.450011451800196,3.0626386319069105,4.9201022778152534,1.772888885425557,Iris-virginica
+45,6.696074667511386,2.757862895782453,5.381804088794965,2.0362602472232396,Iris-virginica
+46,5.71948662602876,2.86912193641344,4.6041781127347665,1.5218675465977216,Iris-versicolor
+47,6.737264888991681,2.460419112511193,6.316923315315838,2.0190222108812153,Iris-virginica
+48,6.399434915466483,2.9503297355523883,5.087183269791781,1.3515999246070847,Iris-versicolor
+49,7.392968074066371,2.9697280262624304,5.729416748836482,2.6646683159884006,Iris-virginica
+50,6.783378755123522,3.0722144147042716,4.780174200663538,2.114461802999644,Iris-virginica
+51,7.1639110119801845,2.907633146674071,4.787074703582837,1.4892738575718136,Iris-virginica
+52,5.477964135027732,2.4694961950043495,4.0477405839871965,1.2829053439200224,Iris-versicolor
+53,5.173686562695638,3.3028555347166293,1.3321770674898907,0.3103054535959238,Iris-setosa
+54,6.715360446487923,2.6248229756080805,5.688119922075176,1.8273657125172997,Iris-virginica
+55,5.118209132532533,3.2331142756681537,1.389250518023069,0.3163617810318731,Iris-setosa
+56,6.702919500692905,2.8851306659143647,4.643382785756511,1.490192678307478,Iris-versicolor
+57,6.365611044189986,2.817243102848231,5.017792490583847,1.9601027528346213,Iris-virginica
+58,4.5095054109642785,3.169002214663983,1.3410536722884139,0.16682535483111566,Iris-setosa
+59,5.347509547604088,3.6570981760132106,1.3959636211014637,0.1937203454226204,Iris-setosa
+60,4.718827541606107,3.0222312914972793,1.599303035125673,0.17770388706645363,Iris-setosa
+61,6.322462484978625,3.1856405587184904,4.643533285544903,1.303826496758258,Iris-versicolor
+62,6.350981823897007,3.691690703128803,5.441954196389597,2.2499621125178852,Iris-virginica
+63,6.8595215312109215,2.49188143029711,5.655618780528089,2.040679283658158,Iris-virginica
+64,6.346697981234977,2.529857154283557,5.701115491336521,1.9577006812234123,Iris-virginica
+65,6.563665580022269,2.912603515939728,4.044666325960893,1.683744889387955,Iris-versicolor
+66,6.939962734210502,3.0396677643585353,5.438727773639997,2.2082450839861765,Iris-virginica
+67,6.638709943466058,3.2357821721620152,4.759745142372039,1.3321897027207241,Iris-versicolor
+68,4.9149556387425575,3.2721698085784174,1.191661229111898,0.15374524602820805,Iris-setosa
+69,4.9058248195798,3.179806824578718,1.5666312865537217,0.28065886956803654,Iris-setosa
+70,4.915286499708288,3.957168332587005,1.831686088665906,0.4047004902343932,Iris-setosa
+71,5.628781739646713,2.633727068451135,4.478248384232563,1.287374590918519,Iris-versicolor
+72,6.078225156472109,2.774032410487179,4.293989618731955,1.4914226550573542,Iris-versicolor
+73,7.867308374879343,2.887164940394224,6.065341973921331,2.1548175117990165,Iris-virginica
+74,5.3954085016107385,3.2989312087357407,5.378840178680433,2.4442162353128807,Iris-virginica
+75,5.373913861694724,4.100036723026863,1.5131031263452477,0.203301490393413,Iris-setosa
+76,5.233580951349051,2.3660532438484303,4.269098258472681,1.3809122812957755,Iris-versicolor
+77,4.545084233049826,3.275467983273591,1.533129101704353,0.18009897421720852,Iris-setosa
+78,6.62021505597296,2.999208473811873,5.067901323862545,1.8559704853801364,Iris-virginica
+79,6.48569043070733,4.070739603735707,1.5674306282308785,0.3745033004989246,Iris-setosa
+80,5.075248152226775,2.914432756937286,4.2486847305009166,1.4273033836834663,Iris-versicolor
+81,5.23806778007438,4.102591384038734,1.5162857327439214,0.2748798432814669,Iris-setosa
+82,6.283247765250636,2.885072938954168,4.602436152356345,1.3112875042233505,Iris-versicolor
+83,6.31977162716504,2.8142699315754034,5.521944548728784,1.725949299803462,Iris-virginica
+84,4.317415425170488,2.872926482664386,4.292090117391846,1.219491208744378,Iris-versicolor
+85,5.54587287015269,2.528661559198257,3.7777944144012294,1.350775006292028,Iris-versicolor
+86,7.046748813605371,2.7921903946942286,5.740451632133176,2.172889214854724,Iris-virginica
+87,5.466324672067978,3.000332249793861,4.508722686645054,1.016353488319861,Iris-versicolor
+88,6.919991778189017,3.2869386663289424,5.495850871679806,2.4094055353140282,Iris-virginica
+89,6.079501668285478,2.9672872257346063,5.373380480484576,1.7253147564162021,Iris-virginica
+90,5.903278740207946,3.164720543161755,4.802202471017985,1.8686221150078606,Iris-virginica
+91,4.856858011008547,3.341572447116804,1.2049096428441297,0.33679520958604303,Iris-setosa
+92,5.532848127535294,2.881839143475315,4.976978580729001,1.6143541659790184,Iris-versicolor
+93,5.646508632479116,3.1529006133222053,1.4881490417820107,0.18218197723450946,Iris-setosa
+94,5.057233383542338,2.4774268950937435,3.46852026554766,1.2571414786934316,Iris-versicolor
+95,5.2188342017292495,2.650810348838723,3.9190298526653775,1.2893483269050952,Iris-versicolor
+96,6.053515529845144,3.0785379311904006,4.479521617210447,1.360912881082844,Iris-versicolor
+97,5.964785851787033,3.1810239657876953,4.891393155513729,1.7234704052329126,Iris-versicolor
+98,6.498299346775863,2.790921431144845,4.055372817466301,1.3622025068009638,Iris-versicolor
+99,4.992236435628216,3.343352466417888,1.4284405298614338,0.017770397185889325,Iris-setosa
+100,4.882388719383233,3.023047954849,1.463836679246063,0.15301482486573365,Iris-setosa
+101,6.554990293826599,2.6266485394064225,4.139540734607937,1.2687385612314133,Iris-versicolor
+102,5.6758242278985485,2.970334481318499,4.1116060834221635,1.412573824085513,Iris-versicolor
+103,6.025869728239729,2.8656845657938823,5.974114533112317,1.8974556129665496,Iris-virginica
+104,6.285320704226971,2.8028818485660794,4.686225646748019,1.4790534819798247,Iris-versicolor
+105,4.5016189610151125,3.033132527329816,1.4360876291176443,0.15095903041953962,Iris-setosa
+106,6.520949880281176,2.818024068148862,4.69374133490507,1.5768432835753101,Iris-versicolor
+107,6.698358666152381,2.5788778089557534,5.077865599588419,1.6585002989127429,Iris-virginica
+108,6.833054407336248,3.1484155877756215,4.877444039191404,2.002486358883704,Iris-virginica
+109,5.073695858682206,3.647749179748882,1.5427029608378073,0.14766207119821984,Iris-setosa
+110,5.399491446592148,2.7284248978102785,4.636868580039929,1.5849411680081242,Iris-versicolor
+111,6.4843592356190465,2.463712466801276,3.861604317024727,1.5166342092811913,Iris-versicolor
+112,6.454737013335333,2.56193894132054,4.158089426028731,1.2851911314152438,Iris-versicolor
+113,5.151219973195751,2.780382353636462,4.423888801158553,1.3463371177993995,Iris-versicolor
+114,5.019145366660005,3.440209498307394,5.132592993972792,2.135749661748762,Iris-virginica
+115,6.1776599842279545,2.4841243598626432,4.125567320703201,0.9678144404697333,Iris-versicolor
+116,5.391992726381939,2.9656253387431084,5.125852074945413,1.9563984552634064,Iris-virginica
+117,7.218770245763244,2.3551086444048615,5.746365197965267,1.8397792877802535,Iris-virginica
+118,5.361054490126235,3.357092105359104,1.5378273612131916,0.40183041004837355,Iris-setosa
+119,6.429304767917177,2.814972455110978,5.023291913661979,1.5687811516575978,Iris-versicolor
diff --git a/iris/tvae/0/25/test.csv b/iris/tvae/0/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/25/train.csv b/iris/tvae/0/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/25/val.csv b/iris/tvae/0/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/26/synth.csv b/iris/tvae/0/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7e297de4fc6abcabc1a1594a46ebd90d17bc8225
--- /dev/null
+++ b/iris/tvae/0/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.821514904684682,2.8731240414311476,4.389749574688727,1.4900658943940277,Iris-versicolor
+1,5.054057279768023,3.052309147515489,1.3916851918534352,0.05659499562674891,Iris-setosa
+2,4.741646478074971,3.0738923280984456,1.320573496983967,0.1518304220008374,Iris-setosa
+3,5.013385769540994,3.0378406066774395,4.336819207642986,1.3236817494064985,Iris-versicolor
+4,6.699309957567314,2.7561690779110575,5.533296686258766,2.1722087876199048,Iris-virginica
+5,6.676432294290069,3.0326744469085063,5.472160583094729,2.17886841992454,Iris-virginica
+6,5.142774258348026,3.9876895961792043,1.6375939692311081,0.40495461421390366,Iris-setosa
+7,6.382266360295409,3.1249597394260817,5.822959215428477,2.2102975893915344,Iris-virginica
+8,4.660815396870546,3.1851227078327025,1.5732622837897023,0.23404634457725335,Iris-setosa
+9,6.504450654386289,3.031361426810932,4.526848023700696,1.4502640004861642,Iris-versicolor
+10,6.15665161005521,2.770421759459303,3.959888478403603,1.2538507482620165,Iris-versicolor
+11,4.668965264041446,3.133729972463847,1.4431677993006642,0.22028966317371573,Iris-setosa
+12,5.292893582089761,3.6013221880082296,1.8030185871191238,0.3186772173516634,Iris-setosa
+13,7.766763954658756,3.1667673388844686,6.894546238594802,2.3705218194381996,Iris-virginica
+14,6.410186613600741,3.2310974441969464,5.391617626703574,2.5800610863034885,Iris-virginica
+15,5.95267040724299,2.618990306654914,4.5337541729305695,1.1659735739345387,Iris-versicolor
+16,5.217614869856318,3.342991894082703,1.7406835572855608,0.5503503689370766,Iris-setosa
+17,5.237091512949633,3.636552601646053,1.5706990964221563,0.1548905697044718,Iris-setosa
+18,6.623902606116161,2.7328406144719835,4.639298703665306,1.3334147293887706,Iris-versicolor
+19,6.940474587319999,2.8425267094018882,4.90923796975919,1.5589620028900661,Iris-versicolor
+20,5.184810355313268,3.382872826562592,1.8337627580409976,0.38155064634395797,Iris-setosa
+21,4.777003067036447,3.2116527834215964,1.4113563706492445,0.15685650431940235,Iris-setosa
+22,5.547592164645987,2.9999252159567353,4.482487153741035,1.4567667590426199,Iris-versicolor
+23,5.801472491247532,2.372480331854602,3.8506165144015476,1.0530879422283568,Iris-versicolor
+24,5.127836913509292,3.8224582243914282,1.307066508428159,0.24435334442977696,Iris-setosa
+25,6.5514441988547425,3.0421520944607185,4.989691074584397,1.7767800722316296,Iris-versicolor
+26,5.205985175232357,3.6528514736188473,1.5516952480278516,0.3840496830137674,Iris-setosa
+27,8.105848627783084,3.9800044909677528,7.070551671764113,2.423345460915652,Iris-virginica
+28,6.855314723869344,3.0515851577051847,5.205450370397271,2.357641721072265,Iris-virginica
+29,6.025117484899843,2.2387670069083883,3.811586002507072,0.9697335786206991,Iris-versicolor
+30,5.585128838059194,2.8927023654587507,3.7090078129333794,1.2515886717699587,Iris-versicolor
+31,5.129654189951549,2.842558930083152,4.248217531829233,1.1676012053003142,Iris-versicolor
+32,6.116225521179258,3.1330947072714563,4.876128794256847,1.9295796976147166,Iris-virginica
+33,5.2756596255399355,3.0301386636713987,4.759668744528853,1.6551551002896125,Iris-virginica
+34,4.642623036598713,3.4670861467413965,1.4992510909337466,0.3461505761507204,Iris-setosa
+35,4.945199583235715,3.2426611284770575,1.29612573524282,0.11825237282859827,Iris-setosa
+36,7.515254947660882,3.4484185770427356,5.517084820421781,2.415662616335191,Iris-virginica
+37,6.862699147038269,2.8658586451777364,4.962388573641367,1.6049459313790782,Iris-virginica
+38,6.532047541085988,3.1012345740969423,4.69929810865094,1.6838525229045551,Iris-versicolor
+39,6.306597082421732,2.832304900117487,4.427579068632013,1.0350031837797284,Iris-versicolor
+40,6.276765752616993,3.095248046481858,5.186018837435934,1.9313519185903467,Iris-virginica
+41,4.791751169510429,3.708719666020094,1.5367936543867915,0.12645328416462737,Iris-setosa
+42,4.884913100794686,3.897002451320196,1.6863395392882505,0.15783540349161918,Iris-setosa
+43,6.177558044382133,2.9008531758993077,4.778602296561649,1.7238265255696315,Iris-virginica
+44,5.2639033346251765,3.097358364599549,4.810021954840756,1.4459753615335633,Iris-versicolor
+45,5.436078978427821,4.130460980949849,1.2978113882059001,0.13650528643133777,Iris-setosa
+46,6.427050254985135,2.9031625584545644,4.231504063872304,1.4389114103269036,Iris-versicolor
+47,6.029694393489296,2.722010210873825,4.707106768056869,1.30317355192293,Iris-versicolor
+48,6.632444811282256,2.984241537667099,4.6176455697485315,1.5699378968518785,Iris-versicolor
+49,6.477257674918703,2.760669646525887,5.763300314486888,1.9894369356674768,Iris-virginica
+50,5.890246135809763,3.0990618856078713,4.327918671052988,1.5200415282810646,Iris-versicolor
+51,5.06097097339895,3.04715061058235,1.3438058338317072,0.19941579104529586,Iris-setosa
+52,5.601462667070646,3.8607235993612674,1.7600748970881535,0.33521671675307635,Iris-setosa
+53,4.915763666067415,3.287639027374111,1.571307316983231,0.4108394401984019,Iris-setosa
+54,5.224334428398617,3.9505583567548674,1.4881502320974482,0.27112451312552094,Iris-setosa
+55,5.800379733957249,2.931031521879678,5.076892971304964,1.5952015476682366,Iris-virginica
+56,6.759493529325127,2.6952658599000094,5.617667376999281,2.297169181157752,Iris-virginica
+57,4.513849120638781,3.802343233398088,1.4940660114722488,0.25504437309467826,Iris-setosa
+58,5.265546364511551,3.820332881431087,1.563366932985813,0.40374278632209465,Iris-setosa
+59,5.278583161390901,3.094156383870552,4.650971312507553,1.5613664028333432,Iris-versicolor
+60,6.164573658718875,2.4102319837247848,5.315888449393443,1.5932097980071287,Iris-virginica
+61,5.782456949780325,2.616388189807091,4.739817341425666,1.7102211629548882,Iris-versicolor
+62,4.975001850291887,3.318447495393455,1.5303334676187397,0.3504928487465449,Iris-setosa
+63,5.469303573091674,3.1975682241912087,5.040114298907551,1.863012346667666,Iris-versicolor
+64,5.580974596380312,3.3680908144295536,4.811738160563572,1.7849487066265175,Iris-versicolor
+65,7.177689160626582,3.0153400005233646,5.968818194363011,2.0094673903807267,Iris-virginica
+66,7.240942690065086,3.0965006466486464,5.698296204506241,2.0911486662197896,Iris-virginica
+67,6.773160052974175,2.8177654919849604,4.384427324016341,1.612869574776722,Iris-versicolor
+68,5.224126609634383,3.142394877092666,1.4267700774901777,0.2958319551832722,Iris-setosa
+69,5.749183814081184,3.1902097034755323,4.91186642747533,1.9696204510500137,Iris-virginica
+70,6.226383108776668,2.757380703834108,4.58051151989467,1.4202663694623978,Iris-versicolor
+71,5.82277360581804,3.525465000239496,1.573549054706826,0.48460219159994294,Iris-setosa
+72,4.92359017306005,3.596845687621153,1.3497352943623115,0.18179423978641673,Iris-setosa
+73,5.664252440879028,2.8334918465385046,4.383595129214761,1.1452776619865044,Iris-versicolor
+74,6.4812354294087156,3.180853596916676,4.571911617750963,1.5657338372171035,Iris-versicolor
+75,5.352245904868213,3.189501799281743,4.352904200611305,1.36765460932013,Iris-versicolor
+76,6.581234189543325,3.080187737050068,4.814620450188787,1.7581209485963756,Iris-versicolor
+77,5.305525789653324,3.272411516987726,1.3694834992223133,0.21183438710323366,Iris-setosa
+78,6.446744354459025,2.6702244374651842,5.056765788919419,1.838140706224579,Iris-virginica
+79,5.829720843021728,2.588549767706734,4.142795399093476,1.3662027234485403,Iris-versicolor
+80,6.765709325682491,2.8645719427057728,4.92646161135556,1.963112899328528,Iris-virginica
+81,6.147858876780635,2.9937492611675145,4.869246968871779,1.5259715194553842,Iris-versicolor
+82,6.3398706148246635,2.9794002714532417,4.960524370462735,1.6289318398336219,Iris-versicolor
+83,4.800890669358608,3.4608026716756246,1.605659705401712,0.13565292154569983,Iris-setosa
+84,4.910900463634431,3.443587428620862,1.6862638978656728,0.18457486567662879,Iris-setosa
+85,5.558125744690043,3.183352215195718,4.768836338205877,1.5055943738250441,Iris-versicolor
+86,6.429088251627922,3.0872818981435506,4.480481804118049,1.3605935107329876,Iris-versicolor
+87,5.541918022564601,3.213382394094758,1.7113588097213035,0.19792717229044543,Iris-setosa
+88,6.573171081645458,3.220031903639353,4.3119817975819075,1.6545624680975188,Iris-versicolor
+89,6.369299865973943,3.188155775864395,4.067710393239623,1.3076622313754904,Iris-versicolor
+90,5.784773160180666,2.765850839661473,4.065396031121508,1.4437680203731678,Iris-versicolor
+91,6.602383960035024,2.175816754147842,4.633666295021837,1.3780743752810778,Iris-versicolor
+92,6.186264195179989,2.83178521428868,4.509168876479311,1.175242791256578,Iris-versicolor
+93,4.886670092228771,2.486088954316369,3.8620071734399555,1.0731954531001702,Iris-versicolor
+94,7.736070334541552,2.907434293867821,5.987690740966748,2.246679206954316,Iris-virginica
+95,5.02118318729787,3.1540202657057836,1.2460798381867364,0.14811739817065783,Iris-setosa
+96,5.364036911166364,3.8874255439799117,1.4789583567313445,0.2828804771608251,Iris-setosa
+97,5.173284758287894,4.074159489116679,1.7349059353117728,0.48489479749462366,Iris-setosa
+98,5.624418588976652,3.0375034779771615,4.642473470667269,1.8655890195004283,Iris-virginica
+99,6.033044325441946,3.127616043867546,4.672401559599054,1.4417029418558789,Iris-versicolor
+100,4.391554532947465,3.3246074606372193,1.2659639669911784,0.09631081085955953,Iris-setosa
+101,6.441880508418343,3.010943385320713,4.671187768710371,1.9014731604099415,Iris-virginica
+102,6.603613288554217,2.8077849202862297,5.542131319394147,1.7865832918466062,Iris-virginica
+103,6.561872032138738,3.1462724834926146,5.5151219560380484,1.827831180958693,Iris-virginica
+104,6.0380437082897105,2.967541188592623,5.08793056610426,2.010751804125088,Iris-virginica
+105,7.6812694795373515,3.6285684474433646,6.156005209275326,2.651338497439579,Iris-virginica
+106,6.554589317525493,3.2490259374867287,4.726988875393948,1.757153695994925,Iris-virginica
+107,6.89994239563366,2.51504696013406,6.163744031916554,2.137045025874091,Iris-virginica
+108,5.245721833391284,3.39117409886141,1.7635360762928716,0.3078824098217858,Iris-setosa
+109,5.9870750901435885,2.5889594406275847,4.830967069359317,1.4510262551368953,Iris-versicolor
+110,6.574707494261936,2.609846297217127,5.520300592216429,1.9634601289542895,Iris-virginica
+111,7.050727196052812,2.528189790318056,4.9867352368146,1.5471963493926282,Iris-virginica
+112,6.113811213427768,3.13593316076348,5.054703851478401,1.531977678230131,Iris-versicolor
+113,5.408999220277252,2.958962628192753,4.682772224941391,1.3466865757563888,Iris-versicolor
+114,4.983156745843111,3.0360570676097827,1.4428014606066384,0.2441515795186807,Iris-setosa
+115,5.295008294134534,3.1479339753244076,4.787520582850164,1.7869028227633499,Iris-virginica
+116,6.085837758742259,2.7327338986031324,4.526890961355589,1.4496185663237544,Iris-versicolor
+117,5.277118131680914,3.7156043218112664,1.4983494574557255,0.24303934605880356,Iris-setosa
+118,5.468953869273094,3.435195251208379,1.5362707065638301,0.21338934853263192,Iris-setosa
+119,5.9590676136800065,3.228577578006304,4.048301578014123,1.3803190073075515,Iris-versicolor
diff --git a/iris/tvae/0/26/test.csv b/iris/tvae/0/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/26/train.csv b/iris/tvae/0/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/26/val.csv b/iris/tvae/0/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/27/synth.csv b/iris/tvae/0/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..23a8c2743fd6789e2dd5299fabe494274b85e94b
--- /dev/null
+++ b/iris/tvae/0/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.180684938642183,2.9005228132807845,5.153293095291742,1.7729209426638606,Iris-virginica
+1,6.560407099831151,3.0773814640526336,5.605633153781219,2.0919847456682206,Iris-virginica
+2,7.3689293864898815,2.9631961459719753,5.9467198916126645,2.2106901122418083,Iris-virginica
+3,6.383979149598607,3.002220572281201,4.553948093528928,1.4247596867561672,Iris-versicolor
+4,6.544679587858546,3.1789829127227387,5.376343438911301,2.2455148867035177,Iris-virginica
+5,6.167061344729054,3.3654869600386155,4.653332950952159,1.4453658360414676,Iris-versicolor
+6,5.846880474805662,2.5432609983194743,4.264056383865342,1.0700831897696639,Iris-versicolor
+7,4.824094882628769,3.3124107689221836,1.523981774567523,0.15754451328143199,Iris-setosa
+8,6.884794635586886,2.9820382740178424,5.79505987289882,2.458529628029688,Iris-virginica
+9,6.611074694669415,3.0907770598842985,4.9081928515653725,1.7510249572438084,Iris-versicolor
+10,6.8022747423998755,2.603691999543985,5.660718412268946,1.9715041400057443,Iris-virginica
+11,5.3704979805703275,2.9387245497118175,4.494742259947494,1.194430604768674,Iris-versicolor
+12,5.183626524915127,3.125625762123883,5.046604092842034,2.2423525384680305,Iris-virginica
+13,4.585992550895671,3.1374820093798474,1.4869426284549225,0.1820384126600771,Iris-setosa
+14,7.243511816706228,3.3419524917846917,5.210703564504362,1.9927368324617136,Iris-virginica
+15,6.365164761127142,3.349574315802632,4.555042002566209,1.5463038099473065,Iris-versicolor
+16,5.015236705443988,3.567903050948837,1.2504453478702775,0.325639872915071,Iris-setosa
+17,6.661429015757883,3.259036365579875,5.35351678379511,2.296751021227564,Iris-virginica
+18,6.381395156080808,2.9725352292147385,5.294032187192399,2.242437994228741,Iris-virginica
+19,6.86567312236013,3.1829906215361543,5.382119235353905,2.174352121077847,Iris-virginica
+20,6.424914185583662,2.8838088115573894,4.708621054695373,1.454967441718894,Iris-versicolor
+21,6.441035680778036,2.8346539978374397,4.531863066208849,1.2743565996129815,Iris-versicolor
+22,5.656941944611647,2.85491857622317,4.686249169824189,1.346637463771305,Iris-versicolor
+23,6.2218371306938405,3.211780582845434,4.232060061388625,1.7023636439303371,Iris-versicolor
+24,4.991761728503996,3.7991312328651885,1.784225371609457,0.36682813932041947,Iris-setosa
+25,4.912143834719717,3.625172056290381,1.5511360361946176,0.11184000429026111,Iris-setosa
+26,6.877712194693673,2.6393630774782,5.541654574778112,2.2889666546624694,Iris-virginica
+27,6.033995544511663,3.1729057545873625,5.27301105071731,2.0769106462030766,Iris-virginica
+28,6.6940756354135935,2.9664669161046335,5.139564128391089,1.9692332751077488,Iris-virginica
+29,4.967947079118285,3.404348773669413,1.5065092026716356,0.454417649747645,Iris-setosa
+30,6.062880474181116,3.1085156628435104,4.733330296868977,1.5866133605811206,Iris-versicolor
+31,5.311726531899179,3.873620659541332,1.5808420927366769,0.37901929653463284,Iris-setosa
+32,4.994048122503579,2.9728446229521315,1.6419957704617036,0.19986252809091967,Iris-setosa
+33,5.20982088043696,3.1101673029372696,1.4583041242531896,0.3648676097642451,Iris-setosa
+34,6.449559270408468,3.225247197807498,4.92155076390364,2.560789205319317,Iris-virginica
+35,7.405816189676814,3.433682460213822,5.68260996830991,2.1999093429589966,Iris-virginica
+36,6.505991915885256,2.993887765750461,4.382562443837541,1.79783960706412,Iris-versicolor
+37,7.127018406849653,2.464054337385865,5.377456006539001,2.003230678289606,Iris-virginica
+38,5.789395469557249,3.160297359739659,4.6829174070801995,1.376415257261329,Iris-versicolor
+39,5.287270060065462,3.1179819297578146,1.9449663497774814,0.514369820300824,Iris-setosa
+40,6.812327458568499,3.118727921958772,4.645903165290337,1.2536019209076268,Iris-versicolor
+41,5.367654657191796,2.8489826549332466,4.118817879329426,1.1186488973932494,Iris-versicolor
+42,7.573734182168259,3.0368149273328804,6.100714537095061,2.0711729378371095,Iris-virginica
+43,5.129919090399246,3.0055787000634018,1.3709816805772297,1.2225493967994532,Iris-setosa
+44,5.693108470172308,2.8317291676235197,4.269361941663954,1.3181310386843605,Iris-versicolor
+45,6.775189407913873,3.068663145500185,5.242066624860095,2.0185102356273186,Iris-versicolor
+46,4.623304764872719,4.173571596541824,1.3853566773150003,0.11791683716058873,Iris-setosa
+47,6.666579359116132,2.6953999300675977,5.139829112190536,1.4660425325458142,Iris-versicolor
+48,6.903375248189245,2.476686067950187,5.006356482635198,1.5012974968718227,Iris-versicolor
+49,5.17180609969318,3.061396000444489,4.1439918921582075,1.2857151729551672,Iris-versicolor
+50,6.546321053279908,2.582124553871644,5.337223630490363,1.8121737945603502,Iris-virginica
+51,6.661786530112004,3.106239898443915,5.028705910015908,2.0897808275241916,Iris-virginica
+52,4.768419551900389,3.3354648342633944,1.3995758055710108,0.19746998724587256,Iris-setosa
+53,6.313326447303542,3.146012084567944,5.3395122093888165,2.1897435883686454,Iris-virginica
+54,5.461972120248529,3.843548146777148,1.4596983412328504,0.39647163481344766,Iris-setosa
+55,6.182138581506674,2.1037615764374364,4.511230592108861,1.0823194411384833,Iris-versicolor
+56,7.37785478034257,2.172948603570978,6.6312141049271425,2.1052273106776087,Iris-virginica
+57,7.096086928997297,3.286512445694044,5.273648773072423,2.4216335119678654,Iris-virginica
+58,6.24420852501797,2.787097542200689,3.7189024568340967,1.483231212069377,Iris-versicolor
+59,6.5928119881478136,2.5621004814112855,5.079807219426262,1.9226630709642252,Iris-virginica
+60,6.505580405836178,2.798228950828083,4.912261188677681,1.5761580926504364,Iris-versicolor
+61,5.93456740170093,3.0665267509903567,4.901603500156699,1.8478547541124595,Iris-versicolor
+62,6.95318159918312,2.6602296858547665,5.613620241185905,2.059718234910074,Iris-virginica
+63,6.382932264296233,3.1048926019678262,4.225569818814252,1.4725553575427075,Iris-versicolor
+64,5.27652639492028,3.0672907219759793,4.876123098953797,1.7878928872532975,Iris-setosa
+65,4.524249611499477,3.1307029360582854,1.522887573250386,0.2057179860324474,Iris-setosa
+66,4.9479810362798,3.491713079897685,1.669467065184284,0.3062785812628383,Iris-setosa
+67,4.849868571777148,3.4343890643082444,1.2993501457678536,0.18937677209917825,Iris-setosa
+68,4.959407657182168,2.968112011967336,4.333293613375585,1.2732040339368824,Iris-versicolor
+69,4.88662719914288,3.815541333905747,1.5081731339885536,0.2613730617165085,Iris-setosa
+70,6.311895183212529,2.4696428931708505,5.188758692297954,1.2781334995879756,Iris-versicolor
+71,6.1586252965005635,2.9768202300844866,4.777404985629456,1.3446995438858373,Iris-versicolor
+72,4.731990819478262,3.2575500340838888,1.4008246259966972,0.15591528891241418,Iris-setosa
+73,4.929617060838006,3.1727950567659833,1.4132353644679283,0.2943502835415098,Iris-setosa
+74,5.338273718665711,3.1097319140432504,5.236814050415742,2.279882061112051,Iris-virginica
+75,6.629639910449646,3.556610535544374,5.327499105503252,2.2942979629653837,Iris-virginica
+76,7.094529783193876,2.843468483825665,4.460709982856501,1.5565736219779414,Iris-versicolor
+77,4.946804514944252,3.420445094792756,1.3450939727365936,0.14416834923334046,Iris-setosa
+78,5.895235452593356,3.485032474787282,5.001374099878691,1.6772489620299713,Iris-versicolor
+79,6.625188193114596,2.693613622944652,4.981916019552317,1.4472199935744439,Iris-versicolor
+80,5.655109730112062,2.249382834541415,4.236820130435865,1.2138446230827116,Iris-versicolor
+81,5.225998027429686,3.0537661049207983,1.3310602712499784,0.33932134768164357,Iris-setosa
+82,6.895362558034111,3.5811314673454397,5.411511281635689,2.346904829183921,Iris-virginica
+83,4.936214661979338,3.264550520030528,1.6568880779531037,0.2260810949563833,Iris-setosa
+84,7.4720180371745135,3.384185474010629,6.136316334421467,1.9993148045809006,Iris-virginica
+85,5.102141897906776,3.414273903428747,1.483180632919443,0.18820329100374322,Iris-setosa
+86,5.889971512404555,2.645006330684257,3.799398297507702,1.1874077635005185,Iris-versicolor
+87,5.789117388389414,2.469580935811064,5.643509351236122,1.7284177696922622,Iris-virginica
+88,6.117370046408192,2.9987559687549354,5.7199987875458,2.476066939828334,Iris-virginica
+89,5.040637746212581,3.243450602432187,1.4680187377295362,0.3144413171789101,Iris-setosa
+90,6.37417795447859,2.734025792689614,4.859645496241132,1.5463013595767254,Iris-versicolor
+91,5.949195394889608,2.6042685967037276,3.93044674206362,1.045394473854399,Iris-versicolor
+92,5.2426375413698985,3.7051277609144324,1.4757544949983465,0.46283657798389927,Iris-setosa
+93,5.308864463759679,2.9682892785953836,4.3432485484205925,1.452710295653417,Iris-versicolor
+94,6.280506240030554,3.331941459514278,5.231291470732194,2.127077815800251,Iris-virginica
+95,6.04165611655243,3.1621717607882918,5.096820244064574,1.776218660086182,Iris-versicolor
+96,6.798595824995009,3.164494572782764,4.3057046233122644,1.3623943820521742,Iris-versicolor
+97,6.3788086690659185,2.7751445293846446,3.8011603256445308,1.0125478547036884,Iris-versicolor
+98,6.077969387758327,2.682149104311462,4.91116989149702,1.6062558119692425,Iris-virginica
+99,6.1780450690839475,2.6729561040796233,4.769967291639452,1.532875426472605,Iris-virginica
+100,4.2606383315689085,3.0109923327847428,1.136554307156658,0.21860888447770407,Iris-setosa
+101,6.523872784099087,3.3049278224576883,5.101711661802168,2.190781359004371,Iris-virginica
+102,5.290669053074002,3.6690011588553966,1.448110302780033,0.27328002655044253,Iris-setosa
+103,6.358052182981728,3.011883390809991,1.3927366553107356,0.27517658870059186,Iris-setosa
+104,6.707453670167304,2.362458499386285,4.94870133052473,1.532935289058604,Iris-virginica
+105,5.127575925706784,3.704363171697467,1.5073864337096181,0.13525138902242265,Iris-setosa
+106,7.4876194115903445,2.9554888350303,6.377167216706974,2.2309488540019435,Iris-virginica
+107,6.103611974031988,3.2462506656488226,5.09001606525129,1.8629912855782842,Iris-virginica
+108,6.090442666494256,3.280779431630158,4.553187255528937,1.4524380794133938,Iris-versicolor
+109,5.032937201464845,2.9588078277519863,4.094634168009402,1.5120289959619526,Iris-versicolor
+110,6.3929275794030564,3.045563993980612,5.005711008411964,1.596512149551648,Iris-versicolor
+111,7.004550120488908,2.921148487995986,6.493241209423166,2.183585094299153,Iris-virginica
+112,6.152753120087096,2.866158414606454,5.137933489799681,2.0155988753574534,Iris-virginica
+113,6.809548209861123,2.7354127436055906,4.920763426831624,1.7821762956529787,Iris-virginica
+114,5.174043022807484,3.927773439124463,1.567439744054486,0.22569880384781052,Iris-setosa
+115,7.221224136503702,3.048993217487746,5.836996017795585,2.3136428076934643,Iris-virginica
+116,4.689264253596671,3.838202856428074,1.401084838255126,0.3537224202773056,Iris-setosa
+117,6.857148831395019,3.0814217631433602,4.9830147369942654,1.5801831358543834,Iris-versicolor
+118,6.942494130730417,3.287904484698778,5.719864789521107,2.3125780364987127,Iris-virginica
+119,6.765105273363609,2.8245034921560013,5.298593021679115,1.4965578878028296,Iris-versicolor
diff --git a/iris/tvae/0/27/test.csv b/iris/tvae/0/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/27/train.csv b/iris/tvae/0/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/27/val.csv b/iris/tvae/0/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/28/synth.csv b/iris/tvae/0/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..73a6959699627879665c19c4b3bb5e71f4c5b7a9
--- /dev/null
+++ b/iris/tvae/0/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.991458696459803,3.7798783792059933,1.4831745939637127,0.15587094409482954,Iris-setosa
+1,7.13522525828499,3.2524836024029526,5.592397485492674,2.0242208161891657,Iris-virginica
+2,6.205250615519878,3.199196929165442,4.923746031082953,1.9136878720767025,Iris-virginica
+3,4.957013660245633,4.0843960043983625,1.5582166168800113,0.22453069734945813,Iris-setosa
+4,4.400546137212127,2.7961206662810256,0.9743759339176998,0.07521596414531362,Iris-setosa
+5,5.786639891468707,2.7356755522250187,4.484762129173402,1.2869238205668516,Iris-versicolor
+6,4.882757796295679,3.5988118450739854,1.4745874343173622,0.3008323480447619,Iris-setosa
+7,4.935358530867845,3.4265497589149225,1.6758117672161978,0.46096716692931516,Iris-setosa
+8,5.183019641562518,2.050144793083826,4.502168190587512,1.2787741043435685,Iris-versicolor
+9,5.910047920082492,2.6163247739406,3.937510003431837,1.1177683750095757,Iris-versicolor
+10,6.030729703401334,3.05882103447065,4.794853878148419,1.2091765672619932,Iris-versicolor
+11,4.2530303259862565,3.189685129247313,1.5804022579442967,0.17310341389861922,Iris-setosa
+12,5.311367625445246,2.749237229532885,4.092687132834653,1.4088475809878171,Iris-versicolor
+13,4.788547381185133,3.1417598962773137,4.411727976305533,1.4571683013021426,Iris-versicolor
+14,6.535779234427472,3.5342080467390145,1.9289275138941573,0.5855520498171374,Iris-setosa
+15,7.3701031132244985,3.324884611795184,6.025514073193585,2.1531279040758244,Iris-virginica
+16,4.622323535083547,3.254681755786293,1.578092394365562,0.18251745749522374,Iris-setosa
+17,5.104025800247419,3.2128786260686826,1.409361314602227,0.4513335480883948,Iris-setosa
+18,6.293994909646656,3.329383255116272,4.762530819862018,2.0147272659853512,Iris-virginica
+19,4.8114261504769384,3.1998269779395545,1.4586653128010958,0.17462172987668279,Iris-setosa
+20,4.911691598854075,4.1697818956691854,1.7645564729811603,0.21785908637605317,Iris-setosa
+21,6.869156800499393,2.7196783094228896,5.975447525601565,2.298476133938134,Iris-virginica
+22,5.9528100543524465,2.6574191284924322,4.3506625173456355,1.2970197218551007,Iris-versicolor
+23,6.91325705640523,2.4257984134917003,6.163801565291258,2.1539513192952495,Iris-virginica
+24,5.092425358473689,3.31645586834582,1.2181718645387107,0.17988376816489576,Iris-setosa
+25,6.042292088755498,2.752680918366046,4.341180580985977,1.2475778594099847,Iris-versicolor
+26,6.3003009692791,2.5219438632015683,4.771784664046963,1.3113735823772519,Iris-versicolor
+27,6.787721792482991,2.4450560925059075,5.080330748009851,1.3907037264993831,Iris-virginica
+28,6.759011526015339,2.635294661614786,4.639832023851573,1.6548641300558156,Iris-virginica
+29,5.972616106837974,2.9494778220876388,4.386423775097688,1.2325439461544927,Iris-versicolor
+30,6.213435330883123,2.9398180176393365,4.734416657893675,1.4854906629249798,Iris-versicolor
+31,4.898284485258028,3.8950140913097586,1.542606020814753,0.26648490122001517,Iris-setosa
+32,5.720451189695378,3.1419585857070342,1.327473774145239,0.22084906766407997,Iris-setosa
+33,6.4641965775395,3.2747664604563815,4.850113764018076,1.3638640713255406,Iris-versicolor
+34,6.0346911448162786,3.137391039428583,5.321354927693512,2.2788422981585956,Iris-virginica
+35,5.583808235878741,2.141954170427031,3.3183402632263688,0.875510254003483,Iris-versicolor
+36,6.5879098723219,3.467123443573047,5.650402294890826,2.4102893935131835,Iris-virginica
+37,6.453465331793802,2.949159060858316,4.815191254991428,1.4520340506098481,Iris-versicolor
+38,7.042426635390578,3.2130720512933144,5.662384510618251,2.355657372585201,Iris-virginica
+39,4.941088732433755,3.3610757209462845,1.5313934721605404,0.2377642897442891,Iris-setosa
+40,7.500547652486418,2.8821253741129516,6.776333204824394,2.3515323071157423,Iris-virginica
+41,6.286340751243575,2.9701783812266673,4.621111846003911,1.3595899550970802,Iris-versicolor
+42,6.775929647533481,2.928227996737496,4.6620021053418546,1.497390360480471,Iris-versicolor
+43,6.1775980299310165,2.946326442549414,4.857076322573353,1.7073625675179351,Iris-versicolor
+44,7.566990231152637,2.548362141268212,6.148655020810798,1.9664515748741138,Iris-virginica
+45,5.916536582008314,2.99397804801224,4.369573750223175,1.190797456161427,Iris-versicolor
+46,4.991961624929365,2.0250424964594798,3.3452014335429725,1.26264479021187,Iris-versicolor
+47,6.811790581562467,2.8156297267914043,4.958023982290413,1.4992168222590805,Iris-versicolor
+48,4.530458041148472,3.2284047456395757,1.711766981165114,0.2156552884941929,Iris-setosa
+49,5.976180665296389,2.401348768679363,3.5835554813670925,1.0667688111846565,Iris-versicolor
+50,6.61711188835443,3.2437113451014903,4.4114513948432235,1.6072382278185156,Iris-versicolor
+51,6.391430757453632,2.797696296003415,4.750189300838103,1.5979511567285747,Iris-versicolor
+52,6.601122936444789,2.9859223969780055,4.302504401566631,1.3775488441205161,Iris-versicolor
+53,7.040064045578014,3.128092639158138,5.989517479401643,2.5870318492800983,Iris-virginica
+54,5.024256251743251,3.201964318759532,1.3834322898088907,0.14439357489653515,Iris-setosa
+55,4.087472801025326,2.649435433476974,0.9751012569049141,0.19359343903659337,Iris-setosa
+56,6.901919185400634,3.0215999289329982,4.970366818613703,1.843134562228541,Iris-versicolor
+57,6.2599826493520645,2.967073882095886,4.947619754541443,1.6695109433801631,Iris-virginica
+58,5.173993485400852,3.8240874991393974,1.8032197531736052,0.27509237802503317,Iris-setosa
+59,6.126522836320807,3.0772888978901083,4.459812004409001,1.4022557217014322,Iris-versicolor
+60,4.916023120565215,3.14406550829776,1.4463589638479375,0.23361366881414203,Iris-setosa
+61,6.320087883908091,3.3191179405529923,4.482630750643038,1.5309039354221659,Iris-versicolor
+62,6.141581589789169,2.8597252713890775,5.126896505094541,1.7832683733339239,Iris-virginica
+63,5.373811716232391,3.491990258130145,1.7304607090188973,0.34692306337610007,Iris-setosa
+64,5.371995956907567,2.816579751968643,1.333823557547238,0.05086829777661722,Iris-setosa
+65,6.27883358364571,2.291112937529247,4.070752613919014,1.3268585418199685,Iris-versicolor
+66,6.375015476142689,2.516951489960255,5.368977129300137,1.8330084667156,Iris-virginica
+67,5.7552862395147875,3.1245871402653314,4.522756622285054,1.4504869505700762,Iris-versicolor
+68,4.788883168246949,3.650900177534684,1.456575657170732,0.2557226753948574,Iris-setosa
+69,6.697278145329767,2.821408489012976,5.626071794524526,1.925643152123597,Iris-virginica
+70,6.385213221384126,2.8082169869607903,4.028375817021988,1.2834364858366873,Iris-versicolor
+71,4.559961465257376,2.711515932696585,4.640063767249927,1.4712650619799177,Iris-versicolor
+72,4.6530111876819715,2.748629589732249,4.499797225313923,1.4183061744597907,Iris-versicolor
+73,6.473862331375245,2.966525576871392,5.188847323120696,1.5119106323093,Iris-versicolor
+74,4.931836541902716,3.2321312386671965,1.50132493411248,0.1143899542007121,Iris-setosa
+75,6.396720626519076,3.085237212549734,4.266198738700764,1.634515986532674,Iris-versicolor
+76,5.154950689837086,2.9862629338816005,1.3253985956021237,0.1785296239848383,Iris-setosa
+77,4.69638348036498,3.166528335514296,1.4254206128798363,0.2172813462039041,Iris-setosa
+78,6.631285187391786,2.7856844856257132,4.958891210517186,1.5993934064169117,Iris-virginica
+79,5.798958266590948,2.5291801873755726,3.3570412278599497,1.0008716535597597,Iris-versicolor
+80,4.943050504782588,3.241713973424727,1.464234641812516,0.07156523938660617,Iris-setosa
+81,5.000308621476081,3.3675390291773266,1.4861467740910572,0.5092086839687195,Iris-setosa
+82,6.68257333547624,2.9456922598175446,5.186123016768255,2.0344178800660737,Iris-virginica
+83,4.927376058818912,3.212185383127823,1.6550010135889153,0.4304138556990956,Iris-setosa
+84,6.730508661855867,2.7871238852047746,5.205647413775007,1.9996861681414113,Iris-virginica
+85,7.339179724340856,2.9043541966318775,6.038823413554636,2.0592035796270434,Iris-virginica
+86,5.818664100712931,2.985507506974319,5.145745667118068,1.9219653914771349,Iris-virginica
+87,5.389603434326524,3.0073949185530253,1.2356323113078653,0.009342118625619233,Iris-setosa
+88,5.142164552025118,3.114652301699096,1.540870267427164,0.37294181260940107,Iris-setosa
+89,6.203527168156691,3.0016412529717624,5.007365452013776,1.708402847497707,Iris-virginica
+90,6.204769941280042,3.3917135586278504,5.194213667785731,2.446378292049433,Iris-virginica
+91,5.057254810966703,3.1745928598974387,1.564743292625384,0.17841799818805543,Iris-setosa
+92,5.601331099263957,2.578028295389367,4.058538636659281,1.2672253300540817,Iris-versicolor
+93,4.888245964439907,2.144709039020509,3.4893600532610076,0.851182051773125,Iris-versicolor
+94,5.114616560935288,3.405694307325967,1.6540828466929303,0.2579928121549923,Iris-setosa
+95,6.838294145224765,2.9916794171238568,4.70380268667098,1.7952314825773457,Iris-virginica
+96,6.5130241495173005,3.07293391238753,4.661490905752649,1.7697862718115853,Iris-versicolor
+97,6.475823402315892,3.317311924892155,5.646123593633253,2.381184280882874,Iris-virginica
+98,4.9498134273197945,3.45798285186278,1.5935948961520676,0.39466485256078987,Iris-setosa
+99,6.068309729027856,2.6460279294275466,4.631757449054663,1.3920006464110284,Iris-virginica
+100,5.219926949439955,3.579192015899122,1.595550361822322,0.47865829745907545,Iris-setosa
+101,5.531022893435932,2.776884397188563,3.8307201555193457,1.303382355476247,Iris-versicolor
+102,5.088231993347174,3.60135157926036,1.3818200676590335,0.21342875101791378,Iris-setosa
+103,6.398605648465775,3.3443276784630918,5.4451785579179255,2.3040971637545296,Iris-virginica
+104,5.24857337473448,4.25866248309735,1.7693440398605589,0.31546097276498236,Iris-setosa
+105,6.330810702582604,3.1144897177607507,4.497056690841449,1.734717710108454,Iris-versicolor
+106,7.007258019453789,2.8921244363745497,4.687836100643016,1.997811178112442,Iris-virginica
+107,4.981411897450119,2.904633024899878,1.451527808689957,0.23761601572930324,Iris-setosa
+108,6.407763517809993,2.7088134509438717,4.358413520525356,1.5329167663945145,Iris-versicolor
+109,6.853607711277099,3.1893747300472794,4.604092595207629,1.5559997417892957,Iris-versicolor
+110,5.269771356570201,3.1038909318969625,1.2971230141724577,1.7141315518248639,Iris-setosa
+111,4.44074406600958,3.6624772698460335,1.4491053947449373,0.20342658278754558,Iris-setosa
+112,4.91891502174298,3.4571245145539917,1.6787345590409308,0.1988194828505846,Iris-setosa
+113,4.901011058023321,3.285428602213021,1.4718035965281602,0.2111122478030061,Iris-setosa
+114,4.562476433796777,3.1753539052957866,1.6439524517432522,0.23397508731152108,Iris-setosa
+115,5.102338584618035,3.277451821575252,1.3250430422002233,0.1924122494104269,Iris-setosa
+116,6.135096685998914,3.331248565250733,5.975276073624043,2.7592091926314053,Iris-virginica
+117,5.197562083533237,2.4290793047414665,4.499444709646474,1.4548182762453234,Iris-versicolor
+118,5.1029476216759395,3.0011804613620234,1.3836403275458573,0.23451318334681176,Iris-setosa
+119,5.546835991933016,3.669289896999777,1.349723121570463,0.3075731730879777,Iris-setosa
diff --git a/iris/tvae/0/28/test.csv b/iris/tvae/0/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/28/train.csv b/iris/tvae/0/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/28/val.csv b/iris/tvae/0/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/29/synth.csv b/iris/tvae/0/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d4d9174c3042af7adcc2f6085fced13105439d7b
--- /dev/null
+++ b/iris/tvae/0/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.39138828597628,2.800963514536065,5.251346323150606,1.9565056946310702,Iris-virginica
+1,6.753456472504658,2.528414888666304,5.291824493091245,1.6858705097785236,Iris-virginica
+2,4.900424850101382,3.2173155826817275,1.5171064237361787,0.19364348382889496,Iris-setosa
+3,5.620556767249703,3.0559115873727047,4.355420877757015,1.445258084165454,Iris-versicolor
+4,5.435924197490317,3.165684650626524,1.4641913475157589,0.4160895472877384,Iris-setosa
+5,4.863497130153191,3.8780691452204565,1.4451223460239873,0.23309873676705156,Iris-setosa
+6,6.478979671059041,3.056694813867171,5.158887733537567,1.6531316701515342,Iris-versicolor
+7,5.104299010780296,3.642918159137304,1.437290888232744,0.5239579052161063,Iris-setosa
+8,6.506204953072463,2.818268645578667,4.625483035502702,1.4801171975950176,Iris-virginica
+9,6.0158349131896145,2.901817345836503,5.035931421539213,1.8035352875687753,Iris-virginica
+10,5.593195541872017,2.9391092918480357,3.9130201972083927,1.143202074305239,Iris-versicolor
+11,6.264266423348622,2.3559644583818953,4.7133685332262685,1.3322988392354496,Iris-versicolor
+12,4.451622042057495,2.9092436596339333,1.372026502440418,0.15960342607716277,Iris-setosa
+13,5.1472900386052345,3.429564989179411,1.5243849956492284,0.29367874393316745,Iris-setosa
+14,4.789643359537085,3.832789421851369,1.1699548094056729,0.19192795193911522,Iris-setosa
+15,5.611253339629152,2.784029123423289,4.144485070787621,1.2032558892149672,Iris-versicolor
+16,4.506784673084057,3.1584713701936384,1.199433171235434,0.22948029860128175,Iris-setosa
+17,4.983385562182738,3.2911025114512307,1.4948555574687985,0.23032301855009327,Iris-setosa
+18,7.029078079889552,2.7197729100929875,4.343925113104606,1.4616069555681082,Iris-versicolor
+19,7.2849657072252425,3.1384718743974385,5.682908600236504,2.1080652549061725,Iris-virginica
+20,5.076144029658861,2.164940016693286,4.076264874620138,1.157823873811028,Iris-versicolor
+21,6.062666207929224,2.391086738283784,4.183695431327712,0.98258563852306,Iris-versicolor
+22,5.3023364291989,2.987472620666805,1.5585873795871308,0.08916509812839335,Iris-setosa
+23,6.547171160184422,3.088280014003823,4.631214212389415,1.3479601108470773,Iris-versicolor
+24,6.24233656475377,2.5169049033411754,4.788246215791151,1.5531463999081723,Iris-versicolor
+25,4.397132024919719,3.1406616462823176,1.4661698140155743,0.2344178329546554,Iris-setosa
+26,7.2399390685946585,3.112145137272292,4.294038012932399,1.2816038919300163,Iris-versicolor
+27,6.793840462890428,2.9668488374742665,4.390982068749186,1.1907481121144612,Iris-versicolor
+28,5.916763334928096,3.098779156827932,4.3786300723253735,1.3307435756250159,Iris-versicolor
+29,6.637360255055301,2.8866080151569404,5.304941270289317,2.012863473585539,Iris-virginica
+30,5.213300489682696,3.8561427971543987,1.6901650523780551,0.4176543902126689,Iris-setosa
+31,6.3479580393276205,2.778253935140578,4.152096035826342,1.3408137068355128,Iris-versicolor
+32,4.693825438487408,3.1916801967002324,1.3414225958519808,0.2037711497107296,Iris-setosa
+33,4.526092274596127,3.2864326647338284,1.3397930662440336,0.23851735176279448,Iris-setosa
+34,5.852697810254748,2.9476872150483056,3.8567565546194054,1.4580325784834078,Iris-versicolor
+35,6.969816450749974,3.666359431501849,5.706836900981406,2.2579477192576567,Iris-virginica
+36,6.98735281997794,3.278023812084098,5.369470959313867,2.466167455796273,Iris-virginica
+37,5.178060250907883,2.6491410528112835,3.7625977869775022,1.1912578311732744,Iris-versicolor
+38,6.321374836702953,2.52187244514866,5.32955047973395,1.7805889101519048,Iris-virginica
+39,6.520205816900456,2.448736724475284,4.917316675188664,1.7198013964846743,Iris-virginica
+40,6.775576053928091,3.24260968804494,5.283062895495542,2.068498119781337,Iris-virginica
+41,6.045641604099672,3.0157334245319443,5.1197243106796115,1.9997353058128127,Iris-virginica
+42,7.046799630633897,3.157631391266885,5.583456378509082,2.4883261579970117,Iris-virginica
+43,4.5291893951119615,3.378010536300495,1.350917266070227,0.2705534909045321,Iris-setosa
+44,5.348054448235477,3.875484914824647,1.6480675470293809,0.66951746441663,Iris-setosa
+45,5.347211906366656,3.218900979128578,5.201570673943012,2.265573446715428,Iris-virginica
+46,4.747069468339829,3.657429640472471,1.7175205469770403,0.2826924553657516,Iris-setosa
+47,7.1278835997392305,3.0015324711823537,5.62678779847225,2.142872040365897,Iris-virginica
+48,4.489516540695774,3.0246657303052604,1.438057659456176,1.3016290236706949,Iris-setosa
+49,6.5158183164807495,2.54683267452027,3.746889184184761,1.0169767498111792,Iris-versicolor
+50,4.9893837886106525,3.497178071654372,1.525526212706779,0.19788881006988163,Iris-setosa
+51,5.068234992931182,3.7441819223891253,1.758604323297829,0.5796022189853657,Iris-setosa
+52,5.803064708807757,3.1416521356141036,4.279677705267148,1.5839483646312034,Iris-versicolor
+53,4.9737398083024775,3.3591710097621914,1.108021204337518,0.14265889837290655,Iris-setosa
+54,6.797864302150303,2.7916178271670393,5.5141906416962465,1.8340811792429728,Iris-virginica
+55,5.371618258599718,3.163181828537551,4.6545444563998375,1.8675313761764232,Iris-setosa
+56,4.414366313225786,3.1848230435323956,1.3243983389993959,0.20067474619182027,Iris-setosa
+57,4.858144079516101,3.336673289703049,1.8134098089462904,0.26203882707042825,Iris-setosa
+58,8.218153571760556,2.926650638887646,6.453744355472666,2.077941959543695,Iris-virginica
+59,5.830263512856584,3.040003157164347,5.1608204883532665,1.657342504658501,Iris-virginica
+60,6.22758101315612,2.677710920015324,4.0407805128458385,1.2817988263982216,Iris-versicolor
+61,6.64705248378578,3.1084794871417722,5.14474865502041,1.5367858732060138,Iris-virginica
+62,4.556926718809871,3.2428319414069944,1.3661213031122295,0.1968183440721038,Iris-setosa
+63,5.100935235143126,3.585574434033392,1.7488672710255375,0.306316869401947,Iris-setosa
+64,6.550874396327935,2.6784656225130545,4.442996259371009,1.5274280596645844,Iris-versicolor
+65,4.915689123263892,3.2270061091931597,1.450831609022778,0.40610502029635176,Iris-setosa
+66,6.113557236460795,2.602721028327188,5.103752540952124,1.8067461890597747,Iris-virginica
+67,5.058030907062364,3.1487207364582557,4.315374155725831,1.4730737635426845,Iris-versicolor
+68,6.478428291337908,3.0445443271742203,5.272665127516491,1.811556865618116,Iris-virginica
+69,6.2243241343393985,2.926744630700058,5.1131517904769765,1.4941504321911672,Iris-versicolor
+70,6.795515143785956,3.0752824588561176,5.55979892253758,2.0636134899818668,Iris-virginica
+71,6.611441943232745,3.091620800468345,4.724328364966906,1.256204111441801,Iris-versicolor
+72,5.010774071107475,3.3705341382569975,4.882379348263588,1.5625934677827662,Iris-setosa
+73,6.5961644201826894,2.7846989756544853,4.320908906965775,1.0433284293582306,Iris-versicolor
+74,4.98845253325815,3.175612251116066,1.599458519478001,0.27446873399365845,Iris-setosa
+75,6.191281250410412,2.4372736147962217,4.08485595150756,1.0742959672282155,Iris-versicolor
+76,5.214445615281866,3.5621177285864687,2.070949712466573,0.5902060065562963,Iris-setosa
+77,5.496065666803953,3.1930233227752045,1.4235828182062922,1.6959882838968288,Iris-setosa
+78,5.4552901728217975,4.01094707617989,1.5995263499606804,0.5243545469041004,Iris-setosa
+79,6.620290189265332,2.8788401989124286,4.515252059737589,1.2305527517999661,Iris-versicolor
+80,4.976648251465314,4.272756003370985,1.8461354092257813,0.49919182469590373,Iris-setosa
+81,6.012879348749729,3.2168464641230967,4.454508552404721,1.4649458248709513,Iris-versicolor
+82,5.58280820084101,2.6749365538837973,3.893766959664119,1.4481068639903896,Iris-versicolor
+83,6.036498344862868,3.826225641000933,1.6011455482404202,0.3641800358845707,Iris-setosa
+84,4.9555734364434745,3.2691090060905745,1.3924649588507134,0.3312782432877974,Iris-setosa
+85,4.2835707917676045,3.1881655822147907,1.44709383363133,0.26136725869369176,Iris-setosa
+86,6.576101744482926,2.972824521390682,4.879157733815539,1.4005288274695513,Iris-versicolor
+87,6.119484725642383,2.960832058060232,4.467536303282693,1.6097310331183443,Iris-versicolor
+88,5.171165768926623,3.217080419725999,1.5348775008292523,0.4041100947178797,Iris-setosa
+89,5.376330009245775,3.1636307044190706,4.7782720959406815,1.9150052139637244,Iris-virginica
+90,6.866106877368742,2.539222111889213,4.445263441472981,1.537175590700472,Iris-versicolor
+91,6.9092865097635325,3.232075656174606,4.700641750688566,1.6627462101391626,Iris-versicolor
+92,6.524637257357519,2.9089237849671448,4.765408844675363,1.6228412715852236,Iris-versicolor
+93,5.2151477045158785,2.8960990345363005,1.6503785058128022,0.125889229781632,Iris-setosa
+94,4.7418147364282435,3.4122317787896748,1.4374395916922893,0.1467439116732964,Iris-setosa
+95,5.848261392980072,3.3402752796783046,5.312261945036806,2.2441786874118814,Iris-virginica
+96,5.086342716721264,3.290112773284246,1.396987378600408,0.35303359392961897,Iris-setosa
+97,5.045525152730131,2.4568656702137126,3.4156274553257555,0.9733687298921307,Iris-versicolor
+98,6.84543973802109,3.1637568936196043,4.917256131295672,1.424830551566021,Iris-versicolor
+99,4.8085148416056525,3.169529787523745,1.560615773017813,0.25672723169685724,Iris-setosa
+100,5.681221849138502,2.9244494105628562,1.3839390500616626,0.17098633321302525,Iris-setosa
+101,6.887741257243711,2.9433508374209203,5.57855539086968,2.0324068002504516,Iris-virginica
+102,6.097581980815183,2.685831448773998,5.288604991789749,1.8231459666976324,Iris-virginica
+103,5.5645203621830746,3.005655532808195,4.283641790102633,1.4356341773289012,Iris-versicolor
+104,6.080817290405269,2.950871724923778,4.128095256648708,1.730465136583038,Iris-versicolor
+105,6.515135128133952,3.031073438417971,4.4178797395634275,1.4548584376861065,Iris-versicolor
+106,6.628523444912046,3.1069724786999786,4.52444544880132,1.4826631398063599,Iris-versicolor
+107,6.060108826495997,2.9920604396993804,5.007994078389472,1.5739213321672505,Iris-versicolor
+108,6.255132183056075,2.9609940305609137,4.731898253012955,1.4354293338765927,Iris-versicolor
+109,7.196571806695866,3.0937728764334813,5.97886050062463,2.5897226768895782,Iris-virginica
+110,4.659599015186714,3.4912702062766168,1.4652073168145492,0.2744790187246149,Iris-setosa
+111,4.821704139270061,3.5386458473495064,1.5703421455211384,0.4804685198290438,Iris-setosa
+112,6.376047753732463,3.445029109992012,5.294101118640367,2.587340085177337,Iris-virginica
+113,6.365277215328713,3.0656494378004937,5.278357471491651,2.079076031974904,Iris-virginica
+114,5.165067273110321,3.574308028209405,1.5751292345734906,0.2842964287677048,Iris-setosa
+115,4.962780898559413,3.2083168097337538,1.6089482490799845,0.2497234522058327,Iris-setosa
+116,5.058833611011377,3.0464849210562774,1.3338786103821698,0.21178501663023142,Iris-setosa
+117,6.146825985700882,2.84187360856445,3.9697515859965926,1.3931497137863897,Iris-versicolor
+118,6.4433615194590566,2.9203340670024445,4.810324018189259,1.3584995800441186,Iris-versicolor
+119,6.53512136825308,2.6589291488508526,4.72455329880374,1.2882898340947253,Iris-versicolor
diff --git a/iris/tvae/0/29/test.csv b/iris/tvae/0/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/29/train.csv b/iris/tvae/0/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/29/val.csv b/iris/tvae/0/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/3/synth.csv b/iris/tvae/0/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6c9850fb640935e6697f741595b4417cacff72fc
--- /dev/null
+++ b/iris/tvae/0/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.84550798257665,3.0900182376054737,1.413876703693438,0.1561264008919902,Iris-setosa
+1,6.155489504868145,2.141674614755054,4.515876750091233,1.319519751771697,Iris-versicolor
+2,5.24198192958385,3.0765696247462975,5.19092617919537,1.7517820482742712,Iris-virginica
+3,4.608353788871463,3.1653237477272604,1.670210602127696,0.2884548041523327,Iris-setosa
+4,4.964432093190008,3.145631831147002,1.5666636613871616,1.5139510837938812,Iris-setosa
+5,6.355328855382763,2.6696403395171147,5.5910512887440325,1.686586673215507,Iris-virginica
+6,6.410137012323038,3.1094929694242235,4.891148966111346,1.695125336900427,Iris-versicolor
+7,4.993438089423824,3.3623107650828645,1.8502481357544875,0.36691434171335674,Iris-setosa
+8,5.958273288228968,3.0290209777250188,4.82959543295797,1.579848401697452,Iris-versicolor
+9,6.258887075137571,2.9423418609414393,4.991891815402777,1.7344740088206494,Iris-virginica
+10,5.213853126092763,2.8444537911756687,4.504181494960519,1.5151270628590288,Iris-versicolor
+11,6.055228627281694,3.0178223959149593,3.6686739283758705,1.1732929444934106,Iris-versicolor
+12,6.319801230617226,3.2952460487377424,4.813376334962337,1.9903946564009045,Iris-virginica
+13,5.157712376335372,3.254081880273344,1.6255641983509412,0.2237229939800641,Iris-setosa
+14,6.2592046547683315,2.9045218770394374,4.049964994844331,1.3652522821170519,Iris-versicolor
+15,5.104528628610714,3.384983015408001,1.729497238258571,0.5302771617973036,Iris-setosa
+16,6.207636757343181,2.9454542378679367,4.781702984306276,1.8095276459702014,Iris-versicolor
+17,5.683142988101807,2.8433488897517067,3.966811818441566,1.3745498050476272,Iris-versicolor
+18,5.597367722288043,2.505393524779628,4.914868869445446,1.2211805792163197,Iris-versicolor
+19,5.476405293971882,3.2652862007694496,1.7703054252687607,0.3494385989262204,Iris-setosa
+20,4.783634496801012,3.0643079990856243,1.4440971774546592,0.15668270292823355,Iris-setosa
+21,5.93277310205864,2.962924287358357,4.733514339132412,1.452721955392485,Iris-versicolor
+22,5.38490435398144,3.52494566160209,1.6993167126277724,0.45012766927589787,Iris-setosa
+23,5.119207721208773,3.4876179788537285,1.777563441970106,0.4735428953019474,Iris-setosa
+24,4.475258499816691,3.229241767527085,1.478572311646067,0.10396886543713071,Iris-setosa
+25,7.31880461563356,3.120162232892,6.773876595450047,2.0889162827323084,Iris-virginica
+26,4.857196055250544,3.3913095054098314,1.3884645834045126,0.24371948929200704,Iris-setosa
+27,6.857124749053145,3.1467745152302933,6.102069455747882,2.4200788012946894,Iris-virginica
+28,5.26883646522276,3.149390850101736,4.9128462851499615,1.6741332126547757,Iris-virginica
+29,5.242389836726856,3.0952226400572753,4.273664013053623,1.3447002864226727,Iris-versicolor
+30,6.319817997828032,2.66489322042803,4.41108329987299,1.2263743521929333,Iris-versicolor
+31,7.123308125756145,3.324683352932992,5.249616043745531,2.1996248490693358,Iris-virginica
+32,7.073082470208427,2.6397367790049464,6.768741758909439,1.7163641170620951,Iris-virginica
+33,6.59359741355551,3.0724596200812866,4.891931432305325,1.5336252438782472,Iris-versicolor
+34,4.511967958107017,3.124724588090569,1.531263987923505,0.20521555179046197,Iris-setosa
+35,5.0445458185482766,3.116783019377774,4.9284115183430295,1.9929058004906408,Iris-virginica
+36,6.327128424962393,2.981138679560186,5.35251027659517,2.276598512304288,Iris-virginica
+37,4.721183439589871,3.1357807413368,1.215324589679445,0.22298525347251535,Iris-setosa
+38,6.548765241985538,2.8352107147394423,5.246330964633009,1.868265752463459,Iris-virginica
+39,6.8539962857132455,2.5849666866016836,5.575666678071772,1.9648410336968642,Iris-virginica
+40,5.075666233054314,2.59731845641022,4.26558381393256,1.3464865268193562,Iris-versicolor
+41,6.35613313667497,2.411274428236156,4.935670874255696,1.6568991778673559,Iris-versicolor
+42,6.37575866152295,2.806729499977267,5.32175958259677,2.0304620615304714,Iris-virginica
+43,5.556610528585192,2.962787383151796,4.409642398604229,1.348202406783846,Iris-versicolor
+44,5.3943521158420795,2.8137109502436797,5.129807589226225,1.505161130675907,Iris-versicolor
+45,4.718886504646514,3.0345447712365323,1.6519074571494132,1.3357377663960683,Iris-setosa
+46,5.436051981346109,3.0779772527407023,1.4357642936327923,0.33659939386756044,Iris-setosa
+47,5.06871556775665,3.472137609821052,1.5228503965946736,0.3274359814257549,Iris-setosa
+48,6.007828789068214,2.937297816222412,4.961288716769245,1.6963873499534339,Iris-virginica
+49,7.806758408360761,2.9401943645679927,7.0117488628771,2.010712136039798,Iris-virginica
+50,5.05454489371872,3.4462806627691087,1.7272673049608591,0.19375324556733803,Iris-setosa
+51,5.179568054902722,3.6650368815786227,1.3149109682362392,0.1904490576322744,Iris-setosa
+52,6.595103670683801,2.37270027267498,4.534535716457813,1.605990832329199,Iris-versicolor
+53,7.075240262672976,2.8990344606163094,4.618190726653069,1.7716083685740376,Iris-virginica
+54,5.4053547403809326,3.997029609501215,1.4432594182253284,0.2960461445038393,Iris-setosa
+55,5.159446846192521,3.2224381602417655,5.058067048646596,2.558714450242719,Iris-virginica
+56,6.512844684222383,2.3247271946777794,5.059109062236759,1.5061501610907033,Iris-virginica
+57,6.481184533623636,3.5670792907064004,5.484801779272176,2.4393514168641843,Iris-virginica
+58,4.5201093877066265,3.2784603575130236,1.6706347736906344,0.1675522655367137,Iris-setosa
+59,4.647365798844395,3.5528238004182264,1.5545192920609492,0.2126783703317895,Iris-setosa
+60,6.473463828659088,2.50776027914364,4.339501118554406,1.5435098062575778,Iris-versicolor
+61,5.0526247830367,3.2514779416812414,1.338983379973753,0.2133333561384901,Iris-setosa
+62,6.573882749092309,2.8923247125088594,5.280781193508272,1.8943285015479931,Iris-virginica
+63,5.43423863210379,3.2681188489825037,1.694576868529978,0.3338524810246395,Iris-setosa
+64,6.031681398656844,3.234768926523804,5.267939532299266,2.350252082715529,Iris-virginica
+65,5.301939299418296,3.044517745424389,4.502860978223457,1.080134582196352,Iris-versicolor
+66,4.994619570374619,3.0727311714790764,1.4682562519859732,0.1586524631974941,Iris-setosa
+67,5.320355680499853,2.9063134865020075,4.440541929637944,1.5092770367777546,Iris-versicolor
+68,5.296458388506952,2.1592555115783827,4.191301406064677,1.6174453151078658,Iris-versicolor
+69,5.3374020577667345,3.161690593636865,1.6969709512050488,0.2462636876271253,Iris-setosa
+70,5.492896798205307,2.784625131774033,5.040687693967879,2.0046067499283535,Iris-virginica
+71,5.223511628688475,2.961799599532422,4.784313598144599,1.5990363906035978,Iris-versicolor
+72,5.378515341961674,3.6864623102426486,1.3945602497732654,0.3066682134955723,Iris-setosa
+73,5.901329051125166,2.97729815478716,4.904933850615308,1.7563423389025279,Iris-virginica
+74,6.775786893527054,2.9434745238986006,4.677917376446585,1.4388627023208034,Iris-versicolor
+75,5.463112815195183,3.5358959724344463,1.0959933396481538,0.18390758203536506,Iris-setosa
+76,5.122123242488122,3.482121714573705,1.5583931129607211,0.19497792839461392,Iris-setosa
+77,4.793350602298195,3.440508120666408,1.3182742486648158,0.20239191825117284,Iris-setosa
+78,4.611935021953261,3.185026334482194,1.4635815441447209,0.29051495228352786,Iris-setosa
+79,6.5501118816782675,2.354114930034289,4.773419527049216,1.7258032848735458,Iris-virginica
+80,4.605044283764322,3.185657306917782,1.7177371894375821,0.3017380099999465,Iris-setosa
+81,4.975243673731043,3.164550443858162,1.4673899644339272,0.16869411822034722,Iris-setosa
+82,5.492178579148931,3.0273678921910983,4.821476515300514,1.665795404952611,Iris-versicolor
+83,6.164983037135558,3.029263225538346,4.698264040372511,1.4995895499830723,Iris-versicolor
+84,6.327802781759247,3.122737570430296,4.176475816744465,1.2506713162594854,Iris-versicolor
+85,6.528374558795812,3.0749702358946616,3.868247173206562,1.4970692840370439,Iris-versicolor
+86,4.671683625613682,3.269942660760907,1.4233101245702588,0.16546901529841251,Iris-setosa
+87,4.922729042149581,3.2778466908908506,1.698697886602523,0.39386694331445904,Iris-setosa
+88,4.699165885327375,3.237687294280014,1.5046512148449693,0.2691898103888454,Iris-setosa
+89,5.640873334042708,2.4689405291150046,4.162549267397865,1.3717383697970376,Iris-versicolor
+90,7.101489778075875,2.9515862888426403,6.249044065640547,2.1567259001653647,Iris-virginica
+91,6.04141693458736,3.3791358987588525,4.571561050254517,1.818241952634525,Iris-virginica
+92,5.047358539826173,3.6504070637859902,1.7324827539178966,0.5669229324881588,Iris-setosa
+93,6.956644309934583,3.3600412886799633,6.23238443680167,2.340507927721624,Iris-virginica
+94,6.5754291287314865,3.299182372263638,5.408140347985357,2.251896927603242,Iris-virginica
+95,5.006995726141367,3.324097066994785,1.278109682311039,0.3797308601127603,Iris-setosa
+96,7.102935011676276,3.5672347762694834,5.897685183835115,2.3928468951475543,Iris-virginica
+97,4.9682224207797265,3.270132088409051,1.498240762422346,0.3188690803803057,Iris-setosa
+98,5.0977539872060476,3.3619694163686926,1.6087656169544764,0.32480209716799124,Iris-setosa
+99,6.469813360962249,3.163332439596798,1.3436350927890288,0.17120365783402974,Iris-setosa
+100,6.674717355113284,2.80976950049224,4.3977591412668,1.291469862209574,Iris-versicolor
+101,5.106648124979313,3.2127728585402546,1.2114330040433936,0.4507683341024038,Iris-setosa
+102,6.689373376125272,2.73586182435063,5.740374734399797,1.9746626390397986,Iris-virginica
+103,6.613813152589308,3.3768414467588497,5.914169000041426,2.352818024926151,Iris-virginica
+104,5.853195015250985,2.433756755802519,4.082150898377701,0.9445330255276239,Iris-versicolor
+105,6.5000803414723825,3.1151919874516714,4.144992883871456,1.350845938519454,Iris-versicolor
+106,4.892988775623776,2.478209656749653,4.200734941742383,1.4412234219804525,Iris-versicolor
+107,6.116983453897134,2.554738921857063,4.558699472092444,1.7550367741774586,Iris-virginica
+108,6.968780816518821,2.8641722962757745,5.543973169671989,2.015463384475342,Iris-virginica
+109,4.643708628370467,3.1747825585182263,1.392696430340544,0.14885374115309127,Iris-setosa
+110,5.010795679759926,3.50700555452244,1.4804994780602603,0.3429126319943342,Iris-setosa
+111,4.994760646451241,3.67957065383631,1.6418871860343285,0.36271007713769143,Iris-setosa
+112,6.526875029133473,3.090709207330865,5.377880822368429,2.026329199256356,Iris-virginica
+113,5.078275244972095,3.9017759547775546,1.5572009364435957,0.15356131213862745,Iris-setosa
+114,5.232753685180281,3.728297826910493,1.6854264531589238,0.5284742516745764,Iris-setosa
+115,4.958935884495142,3.3215682472277153,1.5928118753902112,0.3399165389806394,Iris-setosa
+116,5.3458243232117795,3.524617202248969,1.274628716898852,0.36369348798209605,Iris-setosa
+117,6.299333292554582,2.8441084007596538,4.795177324048293,1.7794824621947982,Iris-virginica
+118,6.180529451976495,3.116907085291621,4.639759637799272,1.4701034300290057,Iris-versicolor
+119,6.919777280236826,3.0659531191364238,5.344484592365379,2.2260814073630306,Iris-virginica
diff --git a/iris/tvae/0/3/test.csv b/iris/tvae/0/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/3/train.csv b/iris/tvae/0/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/3/val.csv b/iris/tvae/0/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/4/synth.csv b/iris/tvae/0/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f1bcca7fe21155583e902191b4cb1461ff1c2aab
--- /dev/null
+++ b/iris/tvae/0/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.324638828726367,3.179742199316342,4.804277095372901,1.4313881495033591,Iris-versicolor
+1,5.409751841066264,3.544634440295814,1.732791869021324,0.6305731362399576,Iris-setosa
+2,4.78079063810647,3.4651498791356925,1.4612533844149873,0.21836165910120423,Iris-setosa
+3,6.7729495863646845,2.8847256055591264,4.952616663619849,1.4717274842347003,Iris-versicolor
+4,5.102821284055768,3.466084366280866,1.912775489522933,0.5569825171691831,Iris-setosa
+5,5.8497182946100335,3.2529317950633474,4.5732208680359765,2.1070781697558334,Iris-virginica
+6,5.1860991362522775,3.104834361119231,1.3902282947458935,1.2077137360396257,Iris-setosa
+7,6.436533447957717,3.0381984791918333,4.421151885993128,1.3048193008383324,Iris-versicolor
+8,6.767501214416751,2.7167290271870823,4.994565443839562,1.880992772425729,Iris-virginica
+9,4.620612107383707,2.918165716447128,1.4243770654207573,0.28874427615045706,Iris-setosa
+10,6.349984469630419,2.616062845719022,5.126274356852804,1.5376778408382528,Iris-virginica
+11,6.579953459115896,2.9831574963012883,5.256674820163939,1.6710665020163513,Iris-versicolor
+12,5.808221688006315,2.5793124421239977,4.111155126446658,1.3073741629567013,Iris-versicolor
+13,6.412767318248562,3.115427647826818,5.191063369399447,2.3094339036514375,Iris-virginica
+14,4.569831520902754,3.242103886212805,1.3259542014974268,0.17443726191923364,Iris-setosa
+15,6.672963703371436,2.7642240527777027,5.479031198194065,1.9555226291538181,Iris-virginica
+16,4.5617322587597275,3.0522740886529864,1.3013060238027998,0.19626221830772375,Iris-setosa
+17,5.159070165662366,3.5747097896414317,1.57178185362768,0.32415313321489775,Iris-setosa
+18,6.452041090834327,2.567410820791154,5.515001909796282,1.8780540151359746,Iris-virginica
+19,5.307290529429867,3.575149230580447,1.531534652112494,0.3491651788588793,Iris-setosa
+20,5.75148811529725,3.225279683002243,1.608812275959187,0.31808919174616407,Iris-setosa
+21,6.403399967252055,2.954846662714809,4.648011844322054,1.641330389067051,Iris-versicolor
+22,5.554869020969262,2.889900649337704,4.658686312168318,1.2577258316032414,Iris-versicolor
+23,6.640540877683153,2.436597702381744,5.736924587300625,1.9003896288209863,Iris-virginica
+24,5.31368502339426,3.5211290977305736,1.6224522827868022,0.32647875151054656,Iris-setosa
+25,6.774972970497634,2.7908329138924746,4.398325275557684,1.4420244088787597,Iris-versicolor
+26,7.567910233580252,2.8724728762308005,5.9816917555283995,2.1011726269259636,Iris-virginica
+27,4.900626307681179,3.632731239723882,1.6436808167829853,0.2669584457343717,Iris-setosa
+28,5.1695803961845925,3.505171310149637,1.4531677810931225,0.1667971799542066,Iris-setosa
+29,5.545864714904394,3.326045555592215,4.935005840215204,1.4703717013759128,Iris-versicolor
+30,5.662025276767115,2.7201192584962315,4.198977688176253,1.2098000307468073,Iris-versicolor
+31,6.9739731424813804,2.778878503885599,5.1061602375428725,1.7793785192324028,Iris-virginica
+32,7.616993043555557,2.572261932928913,6.603643870170421,2.2224164676913727,Iris-virginica
+33,4.881423911368318,3.0186908627746782,4.72794580567033,1.364837381142862,Iris-versicolor
+34,4.931071565077393,3.478408437410508,1.5633807194161853,0.42435432589401006,Iris-setosa
+35,5.259000477631013,3.8930491445465,1.5050405612031268,0.326535744023155,Iris-setosa
+36,5.4633722191118785,3.255333840768263,1.583635358981508,0.24736674879967696,Iris-setosa
+37,5.389967969670462,3.1993597994650402,1.3505749489087786,0.26238356928282086,Iris-setosa
+38,5.925726377610343,2.7606383452174756,4.1927787035029125,1.3291538945216876,Iris-versicolor
+39,6.916899396292326,3.432965174189576,5.7645977028707245,2.2873961892908765,Iris-virginica
+40,4.8121082910246304,3.842650849093298,1.7166080856936712,0.38854841886269365,Iris-setosa
+41,6.566256555544512,3.221227088946624,4.502501380790596,1.7304238178267473,Iris-versicolor
+42,5.573335614015155,2.4009468929095013,3.5740312206044744,1.3734183306127723,Iris-versicolor
+43,6.41414927595058,2.791353621211016,5.341288477937127,1.7786520371699113,Iris-virginica
+44,6.661919248730888,3.0599127242520456,4.950150523359463,1.9101362195871343,Iris-virginica
+45,6.697323859609092,2.609040680822936,4.192777768081538,1.258339257209096,Iris-versicolor
+46,5.6967144427093634,2.7857739067770098,5.601642283058893,1.9430700591777443,Iris-virginica
+47,6.826232409364417,2.611266324160628,5.46460645350879,2.0569781738740645,Iris-virginica
+48,6.189395451970579,3.1430790213274054,4.1498155906648115,1.7444841685551202,Iris-versicolor
+49,6.173426618725788,2.953841815191994,5.208018039240457,1.2069930176103087,Iris-versicolor
+50,6.845025687278561,2.9436460161351716,4.982209234404807,1.4289118926805942,Iris-versicolor
+51,4.890864030489053,2.698412869827412,3.861460674119926,1.0778993204033658,Iris-versicolor
+52,6.530135513819749,3.1385804363681813,5.422198249391035,1.6812617981535187,Iris-versicolor
+53,5.275083748621681,3.104371098096211,4.452652239540166,1.339941258516264,Iris-versicolor
+54,4.741692184279377,3.521809544154998,1.7872621343275232,0.31202821650658435,Iris-setosa
+55,4.816414007894844,2.9627972194940795,1.2795165622305824,0.19023201969987158,Iris-setosa
+56,6.016236890490213,2.9934071640878397,4.40299361111269,1.33712489013382,Iris-versicolor
+57,5.129168164271278,3.1618062707369727,1.500559628714549,1.6780084395981365,Iris-setosa
+58,6.738652262398697,2.9883995234979372,5.251978017679826,1.9100589723485228,Iris-virginica
+59,6.351764114971343,2.747474168494125,5.403151292427391,1.8564057949423038,Iris-virginica
+60,6.850667998297266,3.164437405751784,5.031416511500567,1.6508363024458577,Iris-versicolor
+61,6.492831875684644,3.175478299040906,4.566712214520664,1.6996366522067765,Iris-versicolor
+62,5.9864734987474355,3.1647757888768804,4.725327400227138,1.869032805634904,Iris-versicolor
+63,6.316781147144095,2.870261629150406,5.406199094466823,1.4437007213211415,Iris-versicolor
+64,6.630416301163921,3.1083460894707984,5.407484443244318,2.108164269459634,Iris-virginica
+65,6.688289892269357,2.7812191873786536,5.8273584039251265,2.1006029430804407,Iris-virginica
+66,5.199325905515997,4.000480360967052,1.7290745139773187,0.24495774556072844,Iris-setosa
+67,4.841969125451459,3.413161505292165,1.7521199183690537,0.1456510076229016,Iris-setosa
+68,4.869686829158811,3.288539562833513,1.5892865001475889,0.14744417985558356,Iris-setosa
+69,6.360313856100407,2.472197250562491,3.96034121213101,1.1753779920757499,Iris-versicolor
+70,5.334536783617212,3.2884425745765995,1.5321533044891482,0.500911349937358,Iris-setosa
+71,6.320023336569453,3.0544951965334772,4.724874661743989,1.4070496342893175,Iris-versicolor
+72,6.7091869403732485,3.198490131169944,4.779120725509521,1.3297623876281446,Iris-versicolor
+73,4.466745979583929,3.4981958304194545,1.2515001971000055,0.15975062746121255,Iris-setosa
+74,5.892546520491594,2.868420711815183,4.229329421757182,1.3744324079057508,Iris-versicolor
+75,6.327341219217591,3.119694900085375,4.4980456133881015,1.4858563045453939,Iris-versicolor
+76,4.641597976877009,3.528887664856836,1.5807529936864206,0.1955110427879817,Iris-setosa
+77,6.103737975923185,3.188250594238329,4.246971436711136,1.4298423051989417,Iris-versicolor
+78,5.383334249392346,3.171353368604355,1.8326764004728815,0.240430778292225,Iris-setosa
+79,5.200807348522089,2.939815644607465,4.574535095335799,1.4031878238258375,Iris-versicolor
+80,6.767115838106891,2.957104313216874,6.100743585099359,2.292671465376256,Iris-virginica
+81,4.973938781550477,3.524266359512026,1.7634739335441934,0.26754683290429726,Iris-setosa
+82,6.428738892502499,3.146106831252446,5.879763725845954,2.0520194816464237,Iris-virginica
+83,5.170902552734715,2.4562633879334803,3.8072348854942417,1.015789752515214,Iris-versicolor
+84,5.323009473592226,2.833470114113341,4.312213000809118,1.4219290662762805,Iris-versicolor
+85,5.662225351316002,3.398881221121634,1.5140282348537109,0.2696481085964761,Iris-setosa
+86,5.059908942452029,3.6615180629754596,1.4301312739225878,0.43452033065508056,Iris-setosa
+87,6.586655383315283,3.0906917824430833,5.969356104890233,2.307836776672116,Iris-virginica
+88,5.349518526637979,3.3279899060736473,1.6995570408617628,0.4459773557886535,Iris-virginica
+89,4.544551030560841,3.345320629929192,1.3153382176389115,0.17975717775050698,Iris-setosa
+90,4.991814453774755,3.683368974192914,1.8004237345535068,0.4837223298169524,Iris-setosa
+91,6.519166567989235,3.0198092459830406,4.85271172169185,1.5688822528292232,Iris-versicolor
+92,6.493348924317355,3.016649847943331,4.388452750002045,1.645181326838123,Iris-versicolor
+93,5.301682106146061,2.6350030736212924,4.301381914866318,1.2211457101256684,Iris-versicolor
+94,6.921466534137212,2.4861031447648476,4.404584537246077,1.366175729418003,Iris-versicolor
+95,5.149497232102313,3.7449807158683885,1.6037625815346297,0.39836616574444866,Iris-setosa
+96,5.661306400302624,2.550048592081361,3.757847544409861,1.1356182452851842,Iris-versicolor
+97,5.6905643828238315,2.5429186970577295,4.9011950355547755,2.026349595342439,Iris-virginica
+98,6.042384596245452,3.1425470391084813,4.642026542184049,1.3679238200748207,Iris-versicolor
+99,5.364743623227013,2.966935113307728,4.967540391403644,1.3217836657329962,Iris-versicolor
+100,4.7535785494532625,3.293894812184084,1.2382492797324178,0.12571670271852203,Iris-setosa
+101,5.704112503347964,3.76661833427389,1.4657856726926297,0.20797505831523946,Iris-setosa
+102,5.623707094159355,2.435882420893119,3.843932743976151,1.3870858483338628,Iris-versicolor
+103,6.376088422694444,2.608240211850513,5.306313597718065,1.872795175010031,Iris-virginica
+104,6.697987656068161,2.13035094290699,4.32961299405395,1.4877070150597422,Iris-versicolor
+105,5.170698000833717,3.6719494700994475,1.7068766004063234,0.5124276675787016,Iris-setosa
+106,6.455257312011298,3.126325900992867,5.25949178395944,1.7051026664652928,Iris-virginica
+107,5.275020051214448,3.564520742039676,1.5822193856426405,0.22515616099465288,Iris-setosa
+108,4.477236572307677,3.328392646410682,1.189323790403881,0.28071443637186777,Iris-setosa
+109,6.336627225882222,3.1194616260676904,4.690765847729535,1.3996136477570627,Iris-versicolor
+110,6.804114692680495,2.4032230362415277,5.221929641572708,1.6479430150276209,Iris-virginica
+111,6.848583362464763,3.117435670522536,5.024702420854738,1.6012814954047614,Iris-virginica
+112,5.244420495107662,3.331540331490663,5.049219050405343,2.3359137856355137,Iris-virginica
+113,4.451458207645484,3.294381262919313,1.3824845650707664,0.06713235572286302,Iris-setosa
+114,5.779419222468546,3.1067798610366757,4.844345533906059,1.7324060072873466,Iris-versicolor
+115,6.555685833995381,2.6932024768337586,5.0347993745266555,1.62638160674782,Iris-virginica
+116,7.525574633533911,3.2350762914972813,5.842252132139053,2.1182714427136773,Iris-virginica
+117,6.379434141844267,2.702457541483014,4.937917840155346,1.7261313085493326,Iris-versicolor
+118,5.0935755318976454,3.397011095277833,1.6251806570263347,0.3391083876195721,Iris-setosa
+119,4.779437085873711,3.8267538282585214,1.3646381631559297,0.16151513967830197,Iris-setosa
diff --git a/iris/tvae/0/4/test.csv b/iris/tvae/0/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/4/train.csv b/iris/tvae/0/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/4/val.csv b/iris/tvae/0/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/5/synth.csv b/iris/tvae/0/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c66b6ece925f36747e0ff939e7958a401a5df667
--- /dev/null
+++ b/iris/tvae/0/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.257244002437035,2.9978339200618986,4.194831060864026,1.3308701486987426,Iris-versicolor
+1,5.640162512248146,3.4172161335491125,1.6108596906663117,0.32306239906978923,Iris-setosa
+2,6.792254285264595,3.1429464754644334,4.956002659564455,1.7686689227243495,Iris-virginica
+3,5.484339223018093,2.92687069159338,4.362929028488475,1.580229119521569,Iris-versicolor
+4,6.431687583756567,2.9084148724761274,4.503441032934228,1.4354115583527032,Iris-versicolor
+5,5.274102338314526,3.352682234283799,1.5065438684429329,0.5004379538698104,Iris-setosa
+6,6.535084215470625,2.9763093814499433,4.274846021885077,1.4922731923972057,Iris-versicolor
+7,6.2094118159686476,2.472108252804777,5.23553885261702,1.688941685839239,Iris-virginica
+8,6.404154602580869,2.505878812678451,5.011668472375898,1.609793572689665,Iris-virginica
+9,6.199466427036173,2.867293027797571,5.088556303788559,1.7136891256535143,Iris-virginica
+10,6.253882873043991,2.4436396772770648,5.243711927332258,1.7013221027861034,Iris-virginica
+11,6.280968760531746,2.513616379084268,4.999087299176339,1.3543057739754072,Iris-versicolor
+12,5.432137740077442,2.9000595676360055,5.242231478271346,2.158095566147755,Iris-virginica
+13,5.488857957772879,2.468715533752065,4.4622313599179995,1.2013572699315545,Iris-versicolor
+14,5.889632748603884,3.306730829732094,5.4477453975385925,2.2892183337576086,Iris-virginica
+15,4.993564887391159,3.7013914820278933,1.7982426827790068,0.5083501692411296,Iris-setosa
+16,6.8800142576392895,3.039959884780173,4.501410193705333,1.2732316715481635,Iris-versicolor
+17,6.481631276115247,2.360031832878481,5.349762950575015,1.7354855476582929,Iris-virginica
+18,4.586905018237451,3.2880724724940062,1.3904229420141496,0.21115670093237598,Iris-setosa
+19,7.155756003861049,2.8664512048256716,5.675597868268279,1.904155371053305,Iris-virginica
+20,5.427522424286905,4.315603862535967,1.7677937175638427,0.24907227555484993,Iris-setosa
+21,4.982175873861416,3.4116894596230556,1.533228737112319,0.44929290230153845,Iris-setosa
+22,5.5478762010642555,3.036297897715322,4.55139670209582,1.4871759320624858,Iris-versicolor
+23,5.095891796657949,3.2772742284442433,1.5590342390288945,0.49444092121183447,Iris-setosa
+24,5.1644927902634,3.22576181519109,1.4933494563619694,0.4453452382262838,Iris-setosa
+25,6.429965373300232,3.227046518254102,4.79457389101112,1.5982409097064783,Iris-versicolor
+26,6.329087004183818,2.695419982577123,4.812744837815248,1.534564399631393,Iris-versicolor
+27,4.396645265702073,3.227059207885966,1.5521317163033885,0.17772375594947104,Iris-setosa
+28,6.417087455758835,2.497446902147389,5.432466026962803,1.5556660868415773,Iris-virginica
+29,5.664053783710567,2.9904351012197266,1.4275879850431288,0.17463258186726205,Iris-setosa
+30,6.60810093817703,2.700192583440939,5.794198594564738,2.1024231432566753,Iris-virginica
+31,6.384027296590312,2.976893187245161,5.020604621236776,1.4084249537665339,Iris-versicolor
+32,6.946938938759614,2.2804250852019194,5.0539374591608155,2.1425525037896564,Iris-virginica
+33,6.2432737750553455,2.8198340294457114,4.897689586884306,1.685862525169556,Iris-virginica
+34,4.660573593964628,3.1178184395837483,1.5488909725963849,0.041077566632117674,Iris-setosa
+35,5.29888290907884,3.2127009604861727,4.533398828814436,1.7735030320552174,Iris-virginica
+36,6.495712605090338,3.342233813683909,4.774672869576309,1.7566234482218208,Iris-versicolor
+37,4.9833299192121965,3.347811198861614,1.4241560225200902,0.16894995515942846,Iris-setosa
+38,5.072355969473721,2.906886292250636,1.5140370780766068,0.17604496156979751,Iris-setosa
+39,6.635159302628344,2.5511076733414333,3.6278865634837807,1.3436992117508557,Iris-versicolor
+40,5.864866890101836,2.5819042070027685,3.8165996471351713,1.0716119346310495,Iris-versicolor
+41,6.072015346135404,3.3226911632700467,4.766786023199004,2.2547891500197874,Iris-virginica
+42,6.366110863288265,2.536832108143421,5.135025775353275,1.7810371255159325,Iris-virginica
+43,4.7802375554452405,3.4264400389771157,1.6102686073041546,0.16136398066738317,Iris-setosa
+44,7.196539748904909,2.756530387179436,5.629341290963672,2.244710985573723,Iris-virginica
+45,6.764923740470845,3.038145658572239,5.365866987785235,1.8730383577655558,Iris-virginica
+46,7.191052662695911,2.665004412931303,5.340713478649897,2.0212070079832487,Iris-virginica
+47,6.832766860864006,2.446738981241717,5.602245593831229,1.8039992289221842,Iris-virginica
+48,7.389053330630248,2.903763085814356,5.487343302669164,2.140424238990847,Iris-virginica
+49,5.972638769201543,2.6021743889328737,4.329694147665691,1.134869000352587,Iris-versicolor
+50,6.984248998306765,2.8124096747559237,4.890330944133349,1.6709230149432324,Iris-virginica
+51,4.873148261682223,3.36207452172017,1.4564143678866972,0.16188335454185354,Iris-setosa
+52,4.582214746512266,3.5883125212169373,1.3411439700442715,0.12257605094731328,Iris-setosa
+53,6.358199727128442,3.1596819885507883,4.419249359063326,1.411515589831527,Iris-versicolor
+54,6.59343495229126,2.5573768577318305,5.086406713809905,1.640270091997607,Iris-virginica
+55,5.352981106275371,3.3204569882556627,1.441490931416089,0.2802508239482167,Iris-setosa
+56,4.917686434453456,3.6680104572827017,1.6317997675247797,0.2912673066972357,Iris-setosa
+57,5.826825513352046,2.96602550088206,5.1220545622036875,2.1554348004523787,Iris-virginica
+58,6.787023124590016,3.0893185487323396,4.941658506783454,1.5981688353623569,Iris-versicolor
+59,6.556886196971463,3.02095616058084,5.290280620115354,2.002530559879347,Iris-virginica
+60,6.67107577086749,3.1236428909665124,5.038237731843008,2.0841763167251894,Iris-virginica
+61,5.43600613860032,3.778490056070003,1.9979597344207576,0.41626966078180383,Iris-setosa
+62,5.084872630796981,2.393547302238783,3.7297108413731035,1.2548159090084416,Iris-versicolor
+63,5.743721907105665,2.079710367347343,4.04549788663161,1.3520430870838176,Iris-versicolor
+64,6.70537558355449,2.8198644358784715,4.328596649930349,1.3831100938040624,Iris-versicolor
+65,6.479690520768658,2.8101351355201114,5.470249856943623,1.8774724839540289,Iris-virginica
+66,5.236925677193349,3.4799833226615484,1.8533017439195822,0.5067677956113417,Iris-setosa
+67,6.360477291552857,3.0766138100696296,4.308804115894691,1.7152768948474528,Iris-versicolor
+68,5.271260192060344,2.9672110958590694,4.261856173693012,1.662951304139236,Iris-versicolor
+69,5.120365792522786,3.303774688073426,1.7938746944965316,0.30055993773659245,Iris-setosa
+70,5.980896831964219,3.1658343788982037,4.904008623689168,1.6043153782262882,Iris-virginica
+71,7.9052209287958615,3.853058843147772,6.347322328429721,2.248193459406864,Iris-virginica
+72,4.932179440666959,3.445165307849133,1.5249569540842107,0.04783640965011002,Iris-setosa
+73,6.040066896976802,2.7086887349227915,4.425871328464814,1.113998945336137,Iris-versicolor
+74,6.042496831602063,2.538521911382847,4.587604043341765,1.3385847724707807,Iris-versicolor
+75,4.559835941740679,3.262723464449491,1.4609054689793268,0.33306691440747066,Iris-setosa
+76,5.204596579798157,3.2485424883761267,1.7346027449794652,0.23438005511203994,Iris-setosa
+77,5.99080441885975,3.0229861223716683,4.500864019060013,1.5635679352132261,Iris-versicolor
+78,5.306522659408477,3.1484422196564052,1.2736538999567641,0.08416536731781796,Iris-setosa
+79,4.922599985692517,3.262542168623738,1.4232406464507021,0.2354352459863465,Iris-setosa
+80,6.713452170532788,2.918441385901945,4.2294424557467885,1.2938425237071802,Iris-versicolor
+81,6.719652827174599,2.8944939386362707,4.772087569333166,1.5279131499615348,Iris-virginica
+82,5.429416344448627,3.1661919207575453,1.5170568254978336,0.36264858655897536,Iris-setosa
+83,4.734038658568268,3.326039923221029,1.4644218044916462,0.2149385914425776,Iris-setosa
+84,6.682536712545899,3.146957989382007,4.052394914444225,1.891103387957569,Iris-virginica
+85,6.8896222991192255,3.1038903050014843,5.143024144747884,2.2084674016267676,Iris-virginica
+86,5.155135050462833,4.2689651420885,1.5815793029062302,0.3782441655557907,Iris-setosa
+87,5.746353913918205,2.8279042359679125,4.335610107224377,1.2683729232794054,Iris-versicolor
+88,5.064952566329194,3.1221103170407742,1.363175110064065,1.627577890914165,Iris-setosa
+89,4.772193296377884,3.745867083373888,1.2210354860896981,0.24136100260954782,Iris-setosa
+90,7.988786104847932,3.1093380882314707,6.809855706591929,2.515472289891708,Iris-virginica
+91,6.727175068627113,2.48774179569748,5.496958401483699,1.9413213188999265,Iris-virginica
+92,5.202047853478524,3.2303852539810283,1.478007049890605,0.45359439726618006,Iris-setosa
+93,6.230466720001514,3.148904517804844,5.173611751802852,1.5892412111415792,Iris-versicolor
+94,6.392446495460003,2.901161040833883,5.035702570935975,1.9331099220142125,Iris-virginica
+95,5.686498934634946,3.1071416242683974,5.155172951527048,1.7933813603748485,Iris-virginica
+96,6.606842440704275,2.6172880940302865,5.561266419145845,2.008161886187202,Iris-virginica
+97,6.124703308026466,3.3217294171244807,4.633433295855898,1.5643286842600366,Iris-versicolor
+98,6.895472402972034,2.8019872155043237,5.056337253038345,1.8747726326289738,Iris-virginica
+99,6.841980418028366,3.333240984773059,5.598439088921108,2.378815282356126,Iris-virginica
+100,6.176772205825885,3.169662771814859,5.024704189523099,1.6238848042538756,Iris-versicolor
+101,6.433321973799462,3.2735799407102313,5.221610740094434,2.3304893118649206,Iris-virginica
+102,6.185112901037876,3.006616474148164,5.0527149054383065,2.011905807207367,Iris-virginica
+103,7.029643159917692,3.128418233085642,5.399683386507107,2.0732037572248845,Iris-virginica
+104,6.949723500725968,3.1634218706552564,5.85041824759406,2.5132626856308775,Iris-virginica
+105,5.0663267554577525,3.6835043656646342,1.6507756621565899,0.2843952103013864,Iris-setosa
+106,3.986479518973403,3.3906807304932824,1.0123183259741957,0.21627797468413199,Iris-setosa
+107,5.901376433571086,2.2352017907357347,3.899790624779358,0.7569507115219919,Iris-versicolor
+108,4.993589237354396,3.435526237868582,1.5130741950271918,0.3191729304375323,Iris-setosa
+109,6.589548156046335,3.1128715667310165,4.803827891066579,1.4082053210989167,Iris-versicolor
+110,4.403310488119143,3.0302208956519077,1.1913265041169487,0.23459756159965756,Iris-setosa
+111,6.210767226127411,3.0307807050154856,5.017719108917963,1.5257078944201872,Iris-versicolor
+112,5.192136281619164,3.3201683713036383,1.813038056106804,0.3794146090103513,Iris-setosa
+113,4.774917536399779,3.437387977250087,1.633452944642201,0.22590967182291344,Iris-setosa
+114,5.775579980403801,2.4789454601345158,3.902993902070402,1.4150590652044346,Iris-versicolor
+115,5.019559925516378,3.025386354278729,1.4160097217542729,1.3254318030408727,Iris-setosa
+116,6.633604260060727,2.557008815920815,4.789884357833159,1.395995962216104,Iris-versicolor
+117,7.678798318576943,3.208414796730424,5.5689488553246695,2.477891932420138,Iris-virginica
+118,4.490759207150058,3.3672432249511504,1.4244925608094439,0.11266355228980399,Iris-setosa
+119,4.801612692099177,3.118320477260091,1.4281899125802,0.2075022042118153,Iris-setosa
diff --git a/iris/tvae/0/5/test.csv b/iris/tvae/0/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/5/train.csv b/iris/tvae/0/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/5/val.csv b/iris/tvae/0/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/6/synth.csv b/iris/tvae/0/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7b63820f0d1dc73bfb6fe020e419fcf4db73c07f
--- /dev/null
+++ b/iris/tvae/0/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.033395654240711,2.9842512382333175,4.363080851733357,1.4378666658947397,Iris-versicolor
+1,4.495671482129822,2.82362244562405,1.0733721085490104,0.17515274707987266,Iris-setosa
+2,6.498094736822043,3.0679517842668265,4.9222916925110365,2.0657162921855843,Iris-virginica
+3,4.7897755682273475,3.1048726679523773,1.422097706144467,0.21315495849729016,Iris-setosa
+4,4.846229376397385,3.0780306223164913,4.856576762641043,1.4420683915944947,Iris-setosa
+5,5.521116694476095,3.4383630745003764,1.778130746809087,0.5635151637391635,Iris-setosa
+6,5.625994108713735,2.9265267237397348,1.2836957356950967,0.1492098096470616,Iris-setosa
+7,6.530742555337235,3.008799313687902,4.966591562919539,2.2669508077360567,Iris-virginica
+8,6.973422053333527,2.8775773957996784,5.204998229577643,1.7987175650816996,Iris-virginica
+9,4.669068958965183,3.6681147352319123,1.4049015851417361,0.1300614573400463,Iris-setosa
+10,5.458661829270278,2.2729969133342234,3.8262185075323885,1.0862433213433804,Iris-versicolor
+11,6.435128836998725,3.243352179955613,5.28139751877601,2.324509376442031,Iris-virginica
+12,6.176818510213205,2.55843992321952,6.051807748296292,1.5668233944509822,Iris-virginica
+13,5.274314210501533,3.30837628805818,1.5286090831559922,0.37152653105178657,Iris-setosa
+14,6.278731927755559,3.196051084411565,4.591410497456306,1.7508347983507138,Iris-virginica
+15,6.497507688550936,3.064142935184573,4.68475039437923,1.759062956917052,Iris-versicolor
+16,4.808990573253292,3.1535239821345638,1.6289412231134162,0.2548330734433489,Iris-setosa
+17,5.99488348810509,2.857262456217862,4.734280350946678,1.344781271845991,Iris-versicolor
+18,5.64527196658317,3.1719891499751,1.6316079149160827,0.12713696944688863,Iris-setosa
+19,7.288254354045334,3.0466579166362244,5.898009089057668,2.290497764123327,Iris-virginica
+20,5.196107066308922,3.46568285708916,1.855337464706663,0.48935786729212705,Iris-setosa
+21,6.368165340751973,2.938371738010165,4.2293945745395884,1.3379682013757968,Iris-versicolor
+22,5.224943132448699,2.7838314018408616,5.040445128900382,2.0930927264742896,Iris-virginica
+23,5.468315533110215,2.964217826610978,4.97130579859561,1.8479653834552343,Iris-virginica
+24,6.508401613322821,2.996645572857672,4.722499608274667,1.1969621756607034,Iris-versicolor
+25,5.075473231690651,3.4207796962663766,1.651077586725781,0.17911458722808316,Iris-setosa
+26,6.622874060410118,2.441512221142247,4.058562437440683,1.3709417843321852,Iris-versicolor
+27,7.157158828455005,3.1638500619975005,5.654834474224992,2.0111435054438527,Iris-virginica
+28,5.443173795591349,2.6231014820496745,4.264333865850894,1.4440001644296843,Iris-versicolor
+29,7.477221271929071,3.0627316664714517,5.782115080434713,2.3818939121179374,Iris-virginica
+30,6.337403282155416,3.025846345938167,5.033815109685487,1.721820198431006,Iris-virginica
+31,4.580530500660593,3.550097568064061,1.6998039994530154,0.07957696433248779,Iris-setosa
+32,6.685543937859157,3.209942273898499,4.983858392487189,1.530666391888671,Iris-virginica
+33,6.256981874189651,3.2195509262417628,4.645414295934922,1.5217734610527538,Iris-versicolor
+34,4.654296399184615,3.2839840480790907,1.6092958815433174,0.23298729672112378,Iris-setosa
+35,5.78692623968917,2.5192184702260922,3.8275214063349927,1.0294570734952908,Iris-versicolor
+36,5.749521697522107,2.5923876372134282,4.677350659156076,1.3881219283837138,Iris-versicolor
+37,5.063133405779422,3.7088687697558917,1.9027434355031012,0.5042425905290201,Iris-setosa
+38,7.16262824218799,3.4404378378223472,6.198218031501129,2.1199754339757217,Iris-virginica
+39,6.800493694844095,2.550040629527004,5.500418573056372,2.008515210517987,Iris-virginica
+40,6.629093676192304,2.645943688850107,5.098407605849746,1.6092650406083007,Iris-virginica
+41,5.817170700856733,2.766151138545856,4.415394789635774,1.3423222373508599,Iris-versicolor
+42,5.2646274067842,2.4373781509648254,3.6367377410583477,1.4763135598736088,Iris-versicolor
+43,6.713910467753411,3.047019662811875,5.009883959031707,1.6245713009823584,Iris-virginica
+44,6.563787623681136,3.015883958670909,5.928693847440492,2.072569127044086,Iris-virginica
+45,5.945161425656599,3.0458513138922747,4.217491766893597,1.3949568740428724,Iris-versicolor
+46,5.009564722160863,3.0290588729032173,1.1139961872891995,0.2608317200393269,Iris-setosa
+47,6.30729590709565,3.156513629844632,5.760481016048044,2.1262100322257895,Iris-virginica
+48,6.523970022843028,3.168393329465035,5.449685761274801,2.112882786171813,Iris-virginica
+49,6.205100204332304,2.89647702285732,4.585229566107178,1.3622480555688683,Iris-versicolor
+50,4.966056289738224,3.21934264061756,1.6073512940322905,0.3076236978939802,Iris-setosa
+51,6.351538667845065,3.3096087723405847,4.619619620688635,1.5195040613627535,Iris-versicolor
+52,4.694135005508875,3.5802002323628477,1.6647588029974545,0.3461709039649514,Iris-setosa
+53,4.968885592401324,3.121214138191794,1.234617408187058,0.3502212268368792,Iris-setosa
+54,5.920478407530856,3.5454699909915344,1.8253014937621377,0.656012069016204,Iris-setosa
+55,7.0956960149941395,2.513818881700009,5.287100150242235,1.6868877167688001,Iris-virginica
+56,6.340731225639491,2.508995797667298,3.7829682415917354,1.511795406365542,Iris-versicolor
+57,4.857527210107679,3.4749324329609186,1.510561297821527,0.1939098552930673,Iris-setosa
+58,6.507401896498003,2.5320753124057767,4.240450954589584,1.4885914109195209,Iris-versicolor
+59,6.07257059420743,3.0540987593200506,4.71397875474092,1.5286870789972369,Iris-versicolor
+60,7.081967768891094,3.3844527275308223,5.8275944363200445,2.2196744616570907,Iris-virginica
+61,5.556066387693088,2.95899545924692,4.5932998053349445,1.4090239450048254,Iris-versicolor
+62,6.414985068913172,2.9281270131531825,5.067394054114645,1.7818725699277957,Iris-versicolor
+63,7.050176115920643,2.6479126650840015,5.239079387300043,1.588754964590859,Iris-virginica
+64,6.509393473331993,3.010153132526523,4.3361721126311545,1.3913912490534137,Iris-versicolor
+65,5.040683890464045,3.8876651686268606,1.305169498933388,0.11024817624040348,Iris-setosa
+66,5.411151584457972,3.355353373122949,5.197563129142724,2.3700871116345232,Iris-virginica
+67,4.2388585613868495,2.899613464122833,1.3360033773545958,0.06481936582141229,Iris-setosa
+68,6.476858894974685,3.1833344025882457,5.721952096272043,2.4067005665568124,Iris-virginica
+69,6.436247091812496,3.0094663482381883,4.750768421516343,1.468466281716748,Iris-versicolor
+70,6.182836964010545,3.118247134863441,4.465572026672847,1.3768896554813799,Iris-versicolor
+71,6.562096828010653,2.792399876754079,4.871650042773342,1.4455211782600874,Iris-virginica
+72,6.256435882774993,3.01743096961765,4.470739513598183,1.3406928580758082,Iris-versicolor
+73,5.3155373174473,3.2509594686326566,4.663543719646053,1.65674114110147,Iris-versicolor
+74,6.51806271712153,3.3981910372324027,5.613545739130155,2.470331462172701,Iris-virginica
+75,6.17899095482967,2.704152072142855,5.390367833393727,1.6683218068594767,Iris-virginica
+76,6.148431547791731,2.0852680437610607,4.86873648152633,1.473915005666041,Iris-versicolor
+77,6.659230724977293,3.3525601178552322,6.148212275451791,2.300857416251628,Iris-virginica
+78,5.7005015931902365,2.927393533807067,4.482782073862824,1.289752047844264,Iris-versicolor
+79,6.631786431359097,2.9075224790868472,5.061361572500996,1.6318242457037992,Iris-virginica
+80,4.739283619229195,3.22292537435197,1.398645496774423,0.12387683516196948,Iris-setosa
+81,6.979357980601288,3.086682234727245,5.283611492814251,1.6455876710195416,Iris-versicolor
+82,5.413307369662037,2.559537212898266,3.9860956174782394,1.5142400529928253,Iris-versicolor
+83,4.885182497511537,3.361616334229282,1.622269175957781,0.21781262611765312,Iris-setosa
+84,5.633660797388375,3.115910613801655,4.386136979078449,1.3828085415900773,Iris-versicolor
+85,7.713297979374894,2.805368389556622,5.712715818055354,2.034199267026291,Iris-virginica
+86,6.649880534826802,2.6790977215075555,5.09185271999886,1.981727259766339,Iris-virginica
+87,4.703066864826237,3.047532969002188,4.3750062826913485,1.58017029007017,Iris-versicolor
+88,6.6182160997509225,2.5607113123484058,4.133650316670965,1.3455241725565132,Iris-versicolor
+89,6.879241637322671,2.953041100540781,6.212084528183471,2.285268146971273,Iris-virginica
+90,6.507784026625897,3.0191857820695196,4.640867487236332,1.7367446384035061,Iris-versicolor
+91,5.163507290970935,3.312308841082107,5.039530422857469,2.032418403457839,Iris-virginica
+92,5.320653889697471,3.2605064629660028,1.691860762058471,0.2877187555689933,Iris-setosa
+93,6.799182977638957,2.892846447112794,4.793077707792921,1.7789978804417894,Iris-virginica
+94,6.683037079302064,3.030288249821747,4.824798064834029,1.9552025550453211,Iris-virginica
+95,6.383188118149168,2.772149438756189,5.107359989681336,1.3427161871160906,Iris-versicolor
+96,5.058832925964134,3.201943988772374,1.553053882437456,0.3208245066712817,Iris-setosa
+97,6.971035189848304,3.275319340329726,5.562767501229527,2.0062808735488757,Iris-virginica
+98,5.358035144828175,3.315737406242186,1.46530899403515,0.34961532454311384,Iris-setosa
+99,4.9742267706920185,3.619596099701728,1.6502494311964773,0.24272084526530188,Iris-setosa
+100,6.904752156882283,3.5863494593655822,6.381315697486594,2.461655155794102,Iris-virginica
+101,6.280666529073644,3.0046406886998076,4.1130241350817,1.6444047181817407,Iris-versicolor
+102,7.176297240108157,2.722610422635191,5.910550866999738,1.9803082921369046,Iris-virginica
+103,5.7489154033782075,3.029451856034562,4.845817966973615,1.5124322195412403,Iris-versicolor
+104,6.095400548091208,3.0124779457219457,5.144992363775255,1.6551743183193903,Iris-virginica
+105,6.756519555277266,2.903283753181925,5.387228221394865,2.0715497200652937,Iris-virginica
+106,6.414167045554518,3.096919616091415,4.756166819325054,1.572274462402763,Iris-versicolor
+107,4.662021591193458,3.221971003469865,1.7420431951198938,0.2465522568815297,Iris-setosa
+108,5.93647070254415,2.678503135021653,5.1929450674246675,1.4495437944048806,Iris-versicolor
+109,4.349690959823317,3.0786525733269494,1.2085146143888548,0.19153259338143733,Iris-setosa
+110,4.8462032598095615,3.384913222415626,1.5812926569471075,0.30105713315595184,Iris-setosa
+111,7.003218235275218,2.7849491077083677,5.183100184017154,2.109692828662868,Iris-virginica
+112,6.5677462938142215,2.8461240633649405,5.074185721824064,1.6753012174098196,Iris-versicolor
+113,6.0984739177798275,3.0531667916667096,4.03362723829196,1.77158599691405,Iris-versicolor
+114,6.706231285957158,3.149446711234095,5.589713004553154,2.282302447476467,Iris-virginica
+115,5.4828803005169275,2.578398877559585,3.941636815014757,0.9056702989051039,Iris-versicolor
+116,7.654715342535056,3.492621264750909,6.2191729031533605,2.3552612484564506,Iris-virginica
+117,4.88478969124515,3.301414492409776,1.3172752146165725,0.03722825971590768,Iris-setosa
+118,6.531526850134992,2.7326767288604303,4.868765832751937,1.6477347433340437,Iris-virginica
+119,6.4320856218965625,2.390942846012261,4.8338197731475345,1.5227259511210236,Iris-virginica
diff --git a/iris/tvae/0/6/test.csv b/iris/tvae/0/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/6/train.csv b/iris/tvae/0/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/6/val.csv b/iris/tvae/0/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/7/synth.csv b/iris/tvae/0/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f2b773ccb0bf1201771ddfde823fa27324cbc2e7
--- /dev/null
+++ b/iris/tvae/0/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0849149882244005,3.233621897592866,1.4870516613820466,0.23799363180349556,Iris-setosa
+1,6.68293963793427,2.9949802826901673,4.263651606176889,1.6420321121919548,Iris-versicolor
+2,6.567818670734645,3.0996056118169637,4.913482433907933,1.4086036780630051,Iris-versicolor
+3,6.343376838380545,4.389489276267997,1.5446861506468996,0.4330075726964672,Iris-setosa
+4,4.77704942273396,3.1731428389836376,1.583016111764275,0.18347047875528,Iris-setosa
+5,5.162644883736156,3.2695008941505908,4.558608738826621,0.2569852017575041,Iris-setosa
+6,6.300263857614186,2.931368212796606,5.319427109169869,1.7340905001404197,Iris-virginica
+7,4.84758511428083,3.6774333565395154,1.4348818919892459,0.3106154553273715,Iris-setosa
+8,6.942731036289622,3.2219606062707573,5.204940819811476,2.0952573334292346,Iris-virginica
+9,6.734232326938102,3.2743788136612424,5.097333947780707,2.042505563629803,Iris-virginica
+10,6.413984278372303,2.629654285453323,4.500692760878735,1.467716397732377,Iris-versicolor
+11,6.330217832574244,2.504901037439504,5.30879802183431,1.5145834535320137,Iris-virginica
+12,6.284286697727474,3.114010744386544,4.607428305976311,1.6383600515550707,Iris-versicolor
+13,6.4769646000904935,2.954817759198694,5.085899799528198,1.9960015165385383,Iris-virginica
+14,7.052283719495803,2.5672486341855496,6.226125432585084,2.1119112983129606,Iris-virginica
+15,5.590354293177996,2.43781978777885,4.40999281276296,1.1108969928768628,Iris-versicolor
+16,7.253951424320263,3.0583468447397486,5.502221047878871,1.9266929214924404,Iris-virginica
+17,4.95994770759716,3.3041218798229712,1.5019008812646504,0.42209842690516863,Iris-setosa
+18,5.445446165163546,2.4298795690491497,4.007718918615221,1.2019428505393455,Iris-versicolor
+19,6.777771544232629,3.061856849149816,6.114479644910045,2.161510856085847,Iris-virginica
+20,7.054955443983418,2.706373026373004,6.0030599840036984,2.2217484661952804,Iris-virginica
+21,6.489940032906845,3.1538223586047085,4.776395701487829,1.4516632319126632,Iris-versicolor
+22,6.171475803608087,3.090785063314861,4.231375784338462,1.5180275696486933,Iris-versicolor
+23,5.308558434704656,3.283753667304039,1.6209575735864126,0.22252452313661955,Iris-setosa
+24,5.987720876470489,2.5872650138538584,4.392642054390319,0.8097092328223939,Iris-versicolor
+25,5.717604505104233,3.224762330376662,5.131486329249375,1.8154089458716374,Iris-virginica
+26,6.976167614184703,2.785463740481963,5.955254333768306,2.13867809142049,Iris-virginica
+27,5.492167246693371,3.187942328844875,5.206137906940539,2.0573974978974836,Iris-virginica
+28,5.229984997052547,3.4343433592432198,1.4792260501268413,0.3757610699938224,Iris-setosa
+29,4.629046714500913,3.3381576896340053,1.6550477213576995,0.24296005024434691,Iris-setosa
+30,5.440836587552973,3.0463577568214255,4.498620496512174,1.3745413557229464,Iris-versicolor
+31,6.6682850809452,2.921942529748198,5.117455067295041,1.7970651304420744,Iris-versicolor
+32,5.812397217884996,2.476162166777764,4.920295124263279,1.3564435622106337,Iris-versicolor
+33,5.191778447661431,3.2643167537597164,1.390805620126532,0.26587291604197927,Iris-setosa
+34,5.7267835134189555,3.461966441070177,5.529516905395441,2.1450862450569077,Iris-virginica
+35,5.440949978062426,3.0525684127669366,4.758659240406176,1.5616457078630053,Iris-versicolor
+36,6.100314903182359,3.122731440663677,5.292002871577418,2.306699718351266,Iris-virginica
+37,5.020271643643724,3.2299687447399834,1.4229621657521527,0.1990993297657356,Iris-setosa
+38,5.316571441716185,3.6289473335976683,1.1745945978087868,0.2851270470766836,Iris-setosa
+39,5.998693361371365,3.2088088066089036,4.860216383263634,1.570879256454693,Iris-versicolor
+40,5.258368637473878,3.2665753613063226,1.5076369460584407,0.36286960530145734,Iris-setosa
+41,5.552550550178681,3.1346578465963355,4.565322287167728,2.154147280761157,Iris-virginica
+42,6.680429658921821,2.783814699278676,3.9256652099517884,1.190252916520659,Iris-versicolor
+43,6.206277261698286,2.904378099475452,4.552235180443636,1.5972836472117424,Iris-versicolor
+44,6.079466671996233,3.1609236416412103,4.78857924799799,1.5240527297585613,Iris-versicolor
+45,6.213399058281595,3.02713788761038,5.354187435285346,1.902236273143267,Iris-virginica
+46,6.226764178190829,2.572664465465519,5.1308096212560015,1.7899849621761463,Iris-virginica
+47,5.455966161835513,3.3006976868462004,1.3729653444505785,0.2653137010806331,Iris-setosa
+48,6.774476858992531,2.5134761694615393,5.528591984214647,2.1592612806489018,Iris-virginica
+49,5.71727074906298,2.203780409730678,4.247380763538829,1.1349645457328965,Iris-versicolor
+50,6.659810766484803,2.5357177604722003,4.758974991948139,1.6073253867746045,Iris-versicolor
+51,6.673312180610632,2.8611522325768766,4.653331205788814,1.595914211624301,Iris-versicolor
+52,5.532059208294985,3.055774701927474,1.5564362327759498,0.08027462256455203,Iris-setosa
+53,6.881675592896122,3.021018591592574,5.012550660566596,1.8594451427996,Iris-virginica
+54,4.684857110000894,3.248208344577558,1.3020044802362372,0.19208982393653423,Iris-setosa
+55,6.411346350994599,3.009244382020068,5.215042301594476,1.9384803237280033,Iris-virginica
+56,5.341656577617027,2.8925701162000736,5.327861227524244,1.6607923424554085,Iris-virginica
+57,6.651646417956856,2.6333741013791983,4.51262599156132,1.3098525256268403,Iris-versicolor
+58,5.100538535865003,3.084002711898245,1.7460986195539179,0.32801259600339905,Iris-setosa
+59,6.69337467257505,2.394717202431747,5.110422536112292,1.2962013709451994,Iris-virginica
+60,6.341272796964234,3.141279394541677,5.308604396400775,2.0760250453986147,Iris-virginica
+61,6.067786042677627,3.1255456276968094,4.9630243096908275,1.7501136947173719,Iris-virginica
+62,5.150676143918444,3.2447111282466534,1.2917815268592323,0.3233680832143144,Iris-setosa
+63,6.918876567688234,2.662546792117103,5.601986950322887,1.7692523591257308,Iris-virginica
+64,5.056427454056273,3.630048316716432,1.7885240356031358,0.4027368105137155,Iris-setosa
+65,4.551851528902575,2.9534076674034178,1.4244608902386635,0.154794233746335,Iris-setosa
+66,6.263898496898009,2.8196495477498695,5.185116767318718,1.787301978496722,Iris-virginica
+67,6.386940899712913,2.7297847298585323,5.093533286953351,1.499611568451874,Iris-versicolor
+68,4.426296017941135,3.1540839191097865,1.2687709460713652,0.1222535820387694,Iris-setosa
+69,4.9490892442299215,2.6494956973004373,3.5079646098387127,1.0499004186576135,Iris-versicolor
+70,6.524632369565927,3.1939652028001557,4.5483430488474195,1.5669220965166548,Iris-versicolor
+71,5.166869051612675,3.539575051248137,1.5373695506145146,0.5900511304261925,Iris-setosa
+72,6.859206396008355,2.9321459125952103,5.861779304675872,2.1313719288885182,Iris-virginica
+73,6.649669477902486,3.086120523612456,5.109185726317982,2.015817346234726,Iris-virginica
+74,5.824375200970652,3.9772768663797082,1.486384348013188,0.2724222778643198,Iris-setosa
+75,5.757060612620157,2.9578331148184738,3.9656158718865364,1.134936835065194,Iris-versicolor
+76,6.466529193492219,2.837245528886836,5.475286198048003,1.7472594104733403,Iris-versicolor
+77,5.440817764652186,2.499756336696125,3.6132432348333254,1.1393270490348333,Iris-versicolor
+78,5.438627895537774,3.235864375241364,4.520544840588523,1.5620137160741483,Iris-versicolor
+79,7.105756120577996,3.0467442207362954,6.519219474502524,2.2846702099869836,Iris-virginica
+80,6.861285668928713,2.6673174571348666,4.782046079469409,1.414270664879342,Iris-versicolor
+81,5.66511224817819,3.6691801729345848,1.5445951518328298,0.27100144788481484,Iris-setosa
+82,5.37320197661632,3.0386806461043134,4.849917749732791,2.2326113099026577,Iris-virginica
+83,6.111751832776355,3.7754538861553995,1.8332699327633517,0.6296753360265679,Iris-setosa
+84,6.498510245046234,3.322803510676449,5.71105203100505,2.491841069505351,Iris-virginica
+85,4.973163685888239,3.6383267386632756,1.5471217415348404,0.3134803495649999,Iris-setosa
+86,5.267556378536037,2.8559606779875115,3.772751482647307,1.3992261032352264,Iris-versicolor
+87,6.629933395515571,3.228028722423025,4.957551605479093,1.6665268867705418,Iris-versicolor
+88,6.876958963582737,3.057842599068428,4.929510299610012,1.7681263060302987,Iris-versicolor
+89,6.798174252518297,2.5845646121111283,5.455985057817272,1.465850852999329,Iris-virginica
+90,5.915313296802846,2.4609431941899835,4.005840861462906,1.1238734211282495,Iris-versicolor
+91,7.143837008388053,2.7495896631514603,5.846436036161615,2.0059101668571238,Iris-virginica
+92,6.716780325035154,3.058194622129147,4.644952048736649,1.5339598103314729,Iris-versicolor
+93,5.010925322074945,3.2065570943044377,1.3414918862158158,0.2369938504965205,Iris-setosa
+94,5.180312267776138,3.627348308531662,1.5283044206551053,0.24665980445687383,Iris-setosa
+95,6.251059071689952,2.912147661517999,4.654888080901509,1.881396172637094,Iris-virginica
+96,7.138102351777989,2.8445465726904784,5.009583858206142,1.8600121326162116,Iris-versicolor
+97,4.800538340432571,3.426023800276068,1.304731195144312,0.04601639196776158,Iris-setosa
+98,4.753801835423914,3.5264703942228244,1.252770513356942,0.2002079016284247,Iris-setosa
+99,4.349494309722509,3.266663165196607,1.3485879360354756,0.18638934785862976,Iris-setosa
+100,6.344623802271502,3.0717587360261027,5.017496413399746,1.385617075988579,Iris-versicolor
+101,5.077561597807158,3.450215112935562,1.376477426207719,0.25985080529758764,Iris-setosa
+102,6.491207433240878,3.1133030732703064,4.281767453904392,1.3670337235925112,Iris-versicolor
+103,5.462950616904289,3.021694717141051,4.4038830198850185,1.2736862526774484,Iris-versicolor
+104,6.697591762648808,3.0500820284407006,4.928055040952017,2.2618961748008326,Iris-virginica
+105,4.771966964060628,3.1953695056582876,1.4302802885079902,0.2851302190606494,Iris-setosa
+106,5.332138784208806,3.8899329221823526,1.7919708385867277,0.5421417955804724,Iris-setosa
+107,4.973764033364765,3.5420094608113883,1.7361411448909991,0.29478396210788727,Iris-setosa
+108,6.703459480673645,3.063083296979153,5.380175593175462,1.8114121619024586,Iris-virginica
+109,5.6460374886754305,3.0488006984432956,4.77712866027909,1.8718291328365984,Iris-virginica
+110,4.812867287327581,3.8603922898879564,1.994948975638844,0.30408763952096385,Iris-setosa
+111,7.4400393305699755,2.6653757818725254,6.385919715565325,2.1437127781841108,Iris-virginica
+112,4.690864974594777,3.4936878793465644,1.3854598416910542,0.14693160090296847,Iris-setosa
+113,5.053276202214845,3.1971291862621376,1.181398186216567,0.25860152297932776,Iris-setosa
+114,5.119911485851109,4.030999107129755,1.6637598084918328,0.33280753625038806,Iris-setosa
+115,6.3602994671663815,3.2820225040787454,5.060704467099516,2.1023979821239713,Iris-virginica
+116,6.754159184751571,3.0273173916351204,4.323438663227591,1.7635456688757314,Iris-versicolor
+117,4.528662145193369,3.3248648848849527,1.4021003637876348,0.1119382885480747,Iris-setosa
+118,6.21474767027701,3.058929588069409,4.790994656730477,1.7757369478098886,Iris-versicolor
+119,5.3537972836721925,3.4495240073692512,1.4304125749987897,0.21398354436155478,Iris-setosa
diff --git a/iris/tvae/0/7/test.csv b/iris/tvae/0/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/7/train.csv b/iris/tvae/0/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/7/val.csv b/iris/tvae/0/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/8/synth.csv b/iris/tvae/0/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..01c284e8ea902d49839677ae256907e57b157e17
--- /dev/null
+++ b/iris/tvae/0/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.374257368799506,2.4750691785551764,4.1908951990278,1.4391724854056271,Iris-versicolor
+1,7.449702607494514,3.2271172285545457,6.374114138653413,2.0987333909621153,Iris-virginica
+2,4.65610518483547,3.403808509529187,1.6559093332368011,0.21182111149348762,Iris-setosa
+3,5.795874935912609,3.080543111883237,4.4504695864752435,1.4034023141084235,Iris-versicolor
+4,4.615040343515969,3.275558947488738,1.549618066456867,0.30717165295016435,Iris-setosa
+5,7.2228658551812845,2.915952956075693,5.267377963275136,1.5095752197749464,Iris-versicolor
+6,7.030185819435518,2.5599422688951385,4.203684563420103,1.298357100442093,Iris-versicolor
+7,6.874664700830257,2.6857595235776053,4.701904500246065,2.0340941017340173,Iris-versicolor
+8,6.769818071006649,2.9119964991081746,5.287257945504147,2.0974851741090155,Iris-virginica
+9,6.433780005354599,2.589766188787828,5.017224398917076,1.3083641911511326,Iris-virginica
+10,4.98667073973361,3.55951193108457,1.7355867822332662,0.43035333431533285,Iris-setosa
+11,5.099922450772008,3.0686143573259717,1.518126575295681,0.2875641979304597,Iris-setosa
+12,6.577420968654551,2.5859816083141047,5.342971415446177,2.2407115824482546,Iris-virginica
+13,5.92217919267951,3.377495443503489,1.7246331689631154,0.3673901841605228,Iris-setosa
+14,5.208246407055568,2.9679936305040275,5.029909000851829,1.6890225195979587,Iris-versicolor
+15,6.172192427312136,3.1751759698844455,4.8012248991566215,2.221566863350274,Iris-virginica
+16,6.45045792096977,3.2320835213782475,5.05614556859466,1.670494394528226,Iris-virginica
+17,5.588216436262332,3.038810484023469,1.3342600122539447,0.20454106402260697,Iris-setosa
+18,4.592622265502515,2.7458437788294527,4.099512623982551,1.487088384930242,Iris-versicolor
+19,4.851003540620015,3.4056213431037663,1.3838406605074307,0.2555060916470679,Iris-setosa
+20,5.995444473431425,4.050316553386674,1.8098011271128338,0.24078431771439163,Iris-setosa
+21,6.534400248293162,3.241871673198011,5.369553784461264,2.5032189172233905,Iris-virginica
+22,5.727450342987556,3.0757754410137,4.409768490056082,1.2691525536916803,Iris-versicolor
+23,5.147280914670075,3.679276814760638,1.4561922899032755,0.2989350382402508,Iris-setosa
+24,6.821767946439028,2.756023182398827,5.783006880582166,1.977733561897886,Iris-virginica
+25,5.433988471677405,2.9925003581390963,4.867009500518442,1.5965506401114093,Iris-virginica
+26,6.570559139065051,2.4088307041904184,5.451765249195605,1.645782001397021,Iris-virginica
+27,5.38270204074744,3.3313274979395673,5.732476636797115,0.5651509081471919,Iris-virginica
+28,4.72217046873274,3.3529653814833638,1.242886153288421,0.14551852600631893,Iris-setosa
+29,6.6300984557371745,2.290100762573328,6.014191477777187,1.9253633967940005,Iris-virginica
+30,6.9901049098180295,3.2139986248695225,5.549275414194679,2.375070258544974,Iris-virginica
+31,5.228083112676528,3.0015210786484494,4.393880508067053,1.3362931071501372,Iris-versicolor
+32,6.281260393559803,2.7860724369352505,4.47747340992718,1.2175637900687089,Iris-versicolor
+33,5.860256625728868,2.9821034515833023,4.600972474167952,1.5536412069939354,Iris-versicolor
+34,6.471989633363199,2.725386702283597,4.675251727803211,1.5723747441216562,Iris-versicolor
+35,5.210472838964636,3.724369118253378,1.5003219022656211,0.09626560459668154,Iris-setosa
+36,6.572300608767059,3.137715816271403,5.477288956651999,2.0931215400074814,Iris-virginica
+37,4.68343882860722,3.2506004944938565,1.4187648625597848,0.18673230298347088,Iris-setosa
+38,6.271036241966537,2.7370836511176355,5.412896392610922,1.880409019997636,Iris-virginica
+39,4.982086280181117,3.1872132627173544,4.849772737468183,1.5614815420513004,Iris-versicolor
+40,6.252426836139104,2.7972089827002584,5.387629080902661,2.2137282828853384,Iris-virginica
+41,6.395737663234098,3.127074231062816,5.02163897894383,2.061644962890429,Iris-virginica
+42,4.783758687006976,3.255290548492097,1.5899879503967629,0.21044136073951553,Iris-setosa
+43,5.189012248305853,3.1558459555706917,4.5059003659937105,1.297943278287953,Iris-versicolor
+44,6.315537602549438,2.7690691600544537,4.760377248953645,1.6698626229832585,Iris-versicolor
+45,5.154875568744551,3.4531624592519456,1.5120343732833,0.39139835500117687,Iris-setosa
+46,5.790410966852403,2.682915105694694,4.44368395181618,1.2043480150625214,Iris-versicolor
+47,6.72175029989769,3.2155900360288903,4.3892515682901045,1.5290575412307645,Iris-versicolor
+48,4.728891689073881,2.400420135168136,3.017492791022196,0.802145500631534,Iris-versicolor
+49,5.102347493147948,3.419658399670337,1.492876241271852,0.1525353507652759,Iris-setosa
+50,5.070772729738593,3.321699868609607,1.6225083956507822,0.4193423867873841,Iris-setosa
+51,6.629250284135345,3.1103360243109375,5.9736078830803745,2.350033216431119,Iris-virginica
+52,5.045368994231812,3.0495723809235153,1.3877642656463645,0.14629947038727345,Iris-setosa
+53,5.398464498055879,3.1767196226513508,5.190652465594937,1.591967395762225,Iris-versicolor
+54,7.158472783209702,2.7878686415681195,5.220102154483783,2.127856184287748,Iris-virginica
+55,5.180118927121624,3.3447592740048373,1.478264601368414,0.14482477647432962,Iris-setosa
+56,4.915534533939563,3.549587762685255,1.7361119930358329,0.40786537338907025,Iris-setosa
+57,5.845670245820538,3.327139876662499,4.5877995783419365,1.381681353150699,Iris-versicolor
+58,6.781568079716473,2.9787172336245478,4.0928604550623895,1.7456604307394588,Iris-versicolor
+59,5.1997641985907315,3.188921343700636,1.4598123615996597,0.19995781786276334,Iris-setosa
+60,7.724021515191743,3.6756360275845568,6.56059114448458,2.1613845045476476,Iris-virginica
+61,5.633177845954339,3.260391918837736,5.131407894046833,2.1698345093140317,Iris-virginica
+62,5.2085129722389425,2.843307196476661,4.51946572696322,1.3278237430582893,Iris-versicolor
+63,6.644006933631057,2.837481297713018,5.117436358330133,1.498093556471865,Iris-versicolor
+64,6.432111118033591,2.614728216242221,4.393209139008268,1.587013416370829,Iris-versicolor
+65,6.256265753535939,2.7604338943099025,4.573023375548303,1.413690649727054,Iris-versicolor
+66,6.612603358735434,2.767033345757874,4.93866843157838,2.1074303608958433,Iris-virginica
+67,5.663272972231808,2.378114792298948,4.9723321254187685,1.5629101526876872,Iris-virginica
+68,7.127477339910339,2.5302194549673653,5.213472705457926,1.934063281979626,Iris-virginica
+69,4.646486056172028,3.2158753881814537,1.428386362954914,0.10613014535207041,Iris-setosa
+70,5.234800103064742,3.4669129826436444,1.2332128444040025,0.4066124806921641,Iris-setosa
+71,6.768019065422956,2.950766087058424,5.069833421500852,1.9549470251208592,Iris-virginica
+72,4.707198986220475,3.257307115163165,1.2082317356945498,0.1572342752037947,Iris-setosa
+73,6.49284535459517,2.6088724753511388,5.1567055375672615,1.9200735807307623,Iris-virginica
+74,6.521126673297602,3.079353414398858,5.203087150265772,1.427399548787096,Iris-versicolor
+75,7.070581500868375,3.5971134864197385,6.28032482760283,2.152716661383528,Iris-virginica
+76,5.3618179783740025,3.402891009580754,1.8254507738686967,0.5675015499028113,Iris-setosa
+77,5.105062886169975,3.518960939000925,1.5694784983969357,0.1659232586083594,Iris-setosa
+78,6.4874925336732945,2.8251460102786594,5.665233555731182,2.2049305924582168,Iris-virginica
+79,4.97499072762648,3.220468487782876,1.5266570399948831,0.148180717894103,Iris-setosa
+80,5.210862490253588,2.8852181773564713,4.367634569034341,1.3327678879555003,Iris-versicolor
+81,5.5436586144901625,2.9623746248303466,4.703560361452578,1.714639014818907,Iris-versicolor
+82,6.5917968784993235,3.0627754815605206,4.5133903201548,1.8443834300401387,Iris-versicolor
+83,5.064120483738382,3.317242584830561,1.53428585902345,0.4038860404481214,Iris-setosa
+84,6.02947633952699,3.071639759746514,4.825429824895614,1.442667963766807,Iris-versicolor
+85,6.597544213976467,2.4047552605645275,4.849823626086749,1.5787745776246818,Iris-versicolor
+86,6.723121750690278,2.9780885867765217,5.943860943489117,1.89140792326041,Iris-virginica
+87,6.0764642912985325,2.269814725129657,4.6572289225603285,1.5872928548247536,Iris-versicolor
+88,5.673975734479484,3.1331252454821032,4.669390063562719,1.3830088714544555,Iris-versicolor
+89,4.891043789265451,3.1379243675160446,1.4697930268696966,1.2974013093076513,Iris-setosa
+90,6.581732180217108,3.2773835038243293,4.403352756376213,1.7213410308695085,Iris-versicolor
+91,5.885472076984916,3.4040090946084316,5.543449371527958,2.0658866565639844,Iris-virginica
+92,4.727613273501983,3.11566666839109,1.469906569068203,0.2326038344552395,Iris-setosa
+93,5.681828343664426,3.2368654186895887,1.5008062724078834,0.2853189080804724,Iris-setosa
+94,7.0240287448982945,2.9497872588533314,4.684718343705816,1.7113851323435845,Iris-versicolor
+95,6.529383444651958,2.996474419539184,4.062116648593731,1.2785481726694377,Iris-versicolor
+96,6.336346752241075,2.474714573261855,4.526199469834797,1.462680524638872,Iris-versicolor
+97,7.334504774162513,3.415456802778417,5.7226968270786065,2.408696592349459,Iris-virginica
+98,5.108018571930601,3.4708970687682785,1.811218723437135,0.5821974583318199,Iris-setosa
+99,7.489424617038274,3.520497729067029,6.0447438271117715,2.190282778995464,Iris-virginica
+100,5.756709871469336,3.229594273333651,1.7889400149248469,0.17415402665980528,Iris-setosa
+101,5.083692249197755,3.229559835653456,1.5624656504478054,0.4073868932565785,Iris-setosa
+102,5.5265648011086865,3.145060376136018,1.359569447614161,0.21629809695361302,Iris-setosa
+103,7.173206827498052,2.8202783348539286,6.2744552550186885,2.3034910643871656,Iris-virginica
+104,6.642399608068572,3.0065768945799483,4.996178227980065,1.3335621084140543,Iris-versicolor
+105,6.151247778934236,2.9997837567082204,4.617973965920797,1.2849002934434277,Iris-versicolor
+106,4.335674465883897,3.1609414806989404,1.2785836683028213,0.15226758878258984,Iris-setosa
+107,5.374338416844462,2.7388189606938296,4.999159497963843,1.8790731336515456,Iris-virginica
+108,7.034349917584535,2.952980179244764,5.6530350665215,2.2666068631492315,Iris-virginica
+109,8.018258458401029,2.8261157913678017,6.651752557119199,2.1778545401843363,Iris-virginica
+110,6.692165980986974,2.620990421983431,6.028103315352995,2.178798490524099,Iris-virginica
+111,4.960403917986543,3.3493349421537895,1.6962781084444671,0.1788508975454997,Iris-setosa
+112,6.99822242082307,2.760843891048566,5.034887960207891,1.9877726072997954,Iris-virginica
+113,5.066305986271117,3.3428944011007475,1.866102951735366,0.49447364368213964,Iris-setosa
+114,5.309038099579893,2.537509521944402,4.714251089400123,1.601993201775962,Iris-virginica
+115,5.3001698007351505,3.392739004309073,1.4533292468968293,0.41640020222347474,Iris-setosa
+116,5.094165576421271,3.1075632366770396,4.714353930991409,1.988900441553528,Iris-versicolor
+117,5.107003586511123,3.164630713204982,1.5077936227968962,0.4287813806707519,Iris-setosa
+118,6.3463233519342275,2.9569101275911196,5.174887629450801,1.542855653731968,Iris-virginica
+119,6.139899888750314,2.897358749961334,4.800658541216268,1.3604346509670395,Iris-versicolor
diff --git a/iris/tvae/0/8/test.csv b/iris/tvae/0/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/8/train.csv b/iris/tvae/0/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/8/val.csv b/iris/tvae/0/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/9/synth.csv b/iris/tvae/0/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..11d3e036f2ff1a713e1daa2748be73bfdf019f14
--- /dev/null
+++ b/iris/tvae/0/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.588296980173879,2.5368626125135676,3.9758059436307898,1.222337472028698,Iris-versicolor
+1,5.324157676742228,3.3937127282618738,5.083156043847824,1.9946511117271863,Iris-virginica
+2,6.244083485882688,2.976170829106809,4.828707367328017,1.1921892533432616,Iris-versicolor
+3,6.387222554072238,2.7683952351975107,4.9668034039926345,1.7980825120218416,Iris-virginica
+4,5.986220034887649,3.1871704253688597,4.462749066957028,1.6983481829850577,Iris-versicolor
+5,5.091039892021227,3.537255691737589,1.2504087037036744,0.1927081786249341,Iris-setosa
+6,4.788980800975818,3.180095979329382,1.5073689511344077,0.25337845738008347,Iris-setosa
+7,4.977833141476871,3.360907799996142,1.561333688975397,1.3709475103625919,Iris-setosa
+8,5.1447184537607,2.977441459550418,1.1755576459362531,1.4547537358246214,Iris-setosa
+9,6.33691152879932,3.2813163426231187,5.030685800743859,1.8263288985953257,Iris-virginica
+10,6.002058551001611,4.341550747614858,1.639373048533105,0.34515114548575315,Iris-setosa
+11,5.016259156033966,2.8666550942581734,1.411293198613918,0.13327410269549594,Iris-setosa
+12,5.305530784102993,2.9851528932323053,1.5764796718928302,0.1591707854453437,Iris-setosa
+13,4.874411146500339,3.2509489762235604,1.4145013070650663,0.07165157196994548,Iris-setosa
+14,6.732283899402351,2.654716158298304,4.59539337801622,1.4108880818020881,Iris-versicolor
+15,6.3974372771911,3.1268252261017078,4.393191726156611,1.5116805946923442,Iris-versicolor
+16,7.240246338745931,3.2583125887635744,5.825896094405689,2.149780612213254,Iris-virginica
+17,4.941923472166472,3.996406967962067,1.6041191422341405,0.4624529792814779,Iris-setosa
+18,6.347733910153602,3.022655677102463,4.478489272926018,1.6931756531588174,Iris-versicolor
+19,5.341242832110507,3.183272385041455,1.173178761578964,0.21796181585636873,Iris-setosa
+20,5.32691531301382,3.0307243340814356,4.318046577832188,1.3073402977991715,Iris-versicolor
+21,7.412559463194227,3.3874609449627275,6.117405633607587,2.1459181774118967,Iris-virginica
+22,7.433290991557655,3.402565039336969,6.64649573930867,2.405333898333926,Iris-virginica
+23,6.29820189041096,2.526375586601147,4.567708090992008,1.4456909285350799,Iris-versicolor
+24,5.453397824783389,3.0317149926876805,4.941430634084026,2.184610845047845,Iris-virginica
+25,6.053097736107416,2.4756168709591404,4.29726254779752,1.3556720968998237,Iris-versicolor
+26,5.222991032203042,3.312849511986259,1.421827288044275,0.11252864866848036,Iris-setosa
+27,4.612991227016548,3.215315420333333,1.3292795415105414,0.1050859558211191,Iris-setosa
+28,6.2421893518131615,2.733216109850325,4.721747846600616,1.730034448687733,Iris-virginica
+29,7.248633825557726,3.7634546515802096,6.666806983082044,2.1415028205992224,Iris-virginica
+30,7.801509305067976,2.520051945302672,6.655815458332291,2.2754097162861804,Iris-virginica
+31,6.285016114761315,2.8956563007134237,4.016256105618332,1.261336107076568,Iris-versicolor
+32,5.45905180140885,2.63057969382678,4.4356918132769545,1.307338649553972,Iris-versicolor
+33,5.790151827030756,3.058702268426747,4.571640006587793,1.480059134332838,Iris-versicolor
+34,6.090440140123012,3.2703818935031674,5.162912635498172,1.5955323300661524,Iris-versicolor
+35,6.45856992143128,3.1692742519083876,5.021746755993875,1.3494857161564675,Iris-versicolor
+36,5.215228070550889,3.4391718026039215,1.5902651498161657,0.3835606810661324,Iris-setosa
+37,5.26589623045132,3.475002219246444,1.6293573529660983,0.39186029228949343,Iris-setosa
+38,4.94792435013491,3.2587658279888023,1.3676993356091254,0.19609262847169992,Iris-setosa
+39,5.246886873716356,4.210092463815978,1.6699240570392349,0.20672612073495217,Iris-setosa
+40,4.5556095939378976,3.900137618694177,1.3306197060266844,0.13928965948911795,Iris-setosa
+41,5.388704204661913,3.278306515028126,1.6083658367899858,0.22226106046301974,Iris-setosa
+42,4.969165228086286,3.3974179213808533,1.6210167994032223,0.41670576599032916,Iris-setosa
+43,5.247485479528488,3.5762865090959144,1.551758445173263,0.3364405249495688,Iris-setosa
+44,5.058059948647724,3.1589771494872694,1.6707598805511577,0.03378961621168325,Iris-setosa
+45,6.20384179473941,3.1786474353181,5.368314204683938,2.1708910968450406,Iris-virginica
+46,6.53985515655993,3.085843470066683,4.947811649445353,1.6678240007261704,Iris-versicolor
+47,5.008168590294952,3.2896707316503435,1.6319818012580758,0.4362247036040082,Iris-setosa
+48,6.431287112700129,3.4750937661181815,5.595806839456516,2.4807941077465974,Iris-virginica
+49,4.679501973793807,3.188764582033397,1.4399368984582512,0.06251459083110214,Iris-setosa
+50,6.291074887174427,2.8346071535867985,4.4148246225405545,1.4959654696662046,Iris-versicolor
+51,6.0938465341476435,2.15922816829507,4.7954437902027705,1.5541516574983691,Iris-virginica
+52,5.971071433661321,3.454547529152125,4.932110367087769,1.8906531307131211,Iris-versicolor
+53,4.451528475348368,3.685604539296839,1.6534406759053994,0.24421752652696047,Iris-setosa
+54,6.033335815996406,2.651142370557752,4.131111604839979,1.500973815319246,Iris-versicolor
+55,5.058727344647348,3.3605585523639974,1.5675325619491265,0.22940466270141915,Iris-setosa
+56,5.690753449866097,2.890502113395208,4.2985435422605605,1.3642802691372995,Iris-versicolor
+57,5.810257751413947,2.4743314971188597,4.238652715212397,1.0416533763872406,Iris-versicolor
+58,6.12842031853958,3.05065947010441,4.727248364118106,1.4393244920733208,Iris-versicolor
+59,4.830668824085313,3.2991262442453646,1.3496666601033023,0.25537708953780985,Iris-setosa
+60,6.951719471774902,3.0178375361425394,4.409231388639412,1.6435291242391294,Iris-versicolor
+61,5.817491307959672,2.3540257139045795,5.410087333862479,1.5763000365344682,Iris-virginica
+62,4.8671667057195656,3.3940752837346375,1.7596798075157654,0.5457363121080816,Iris-setosa
+63,5.092661884346124,3.364324902596847,1.6233449701982308,0.41221457100869985,Iris-setosa
+64,6.529039344260539,2.966101632411327,5.582452646265093,2.0093341134196216,Iris-virginica
+65,7.717044749380787,3.137149571265184,6.134388361937619,2.376689586799718,Iris-virginica
+66,4.315366157955288,3.0106259995497724,1.6688419647197428,0.1720940257554418,Iris-setosa
+67,4.8034368732207255,3.3586532937928073,1.5872536826189056,0.1513851837036364,Iris-setosa
+68,6.176544059775049,2.999478437737019,4.643040439719789,1.4418496785550128,Iris-versicolor
+69,5.384428286787531,3.2470234858863267,1.4083857228602676,0.2022868149009314,Iris-setosa
+70,4.627754743854644,3.365970506201759,1.7566875882518793,0.2555204634288868,Iris-setosa
+71,6.6276227814342885,3.210124873537489,5.029455552001319,1.6424610884070747,Iris-versicolor
+72,5.953335108188901,2.9745513054652086,4.434240547486645,1.6562817736656619,Iris-versicolor
+73,6.054438943186834,2.6815636930706264,4.959534001908292,1.645390691564614,Iris-virginica
+74,4.52535822206177,3.172482076497289,1.300820670166391,0.24235497688355098,Iris-setosa
+75,5.037462171453035,3.2763454303068427,4.937881408725611,1.6659730549254843,Iris-setosa
+76,6.135424722146971,2.6070353188146784,5.247256685446712,1.3895603080970993,Iris-virginica
+77,4.582721266284113,3.0255480180950887,1.4196493612951493,0.17743249305424247,Iris-setosa
+78,6.554387034180588,2.9998896884034334,4.257229482046641,1.4142896312348459,Iris-versicolor
+79,5.066005581638559,3.199845582361843,1.3844152422956868,0.34785383493377614,Iris-setosa
+80,7.048100058804385,2.8199515613065333,5.744692333332838,2.399769417952743,Iris-virginica
+81,5.181996594153946,3.601547873996796,1.4958625102464136,0.20974187663509924,Iris-setosa
+82,7.080894267658807,2.840373888590173,6.097513379146253,2.2880001210980154,Iris-virginica
+83,6.309629316965475,2.5586984297255433,4.088089747659348,1.5281261759434126,Iris-versicolor
+84,5.100225296393197,3.3460264812631544,1.5563297595643144,0.3534157884635932,Iris-setosa
+85,6.816148360222234,2.9267198478123704,5.202882215381053,1.9877561539684727,Iris-virginica
+86,4.822570556121081,4.007377378703485,1.5157988467631651,0.08208589769899546,Iris-setosa
+87,4.261772014089025,3.264969500129057,1.244927482550798,0.17919761015292163,Iris-setosa
+88,6.72383377271714,3.112642892533484,4.777003546048113,1.5737636301069289,Iris-versicolor
+89,4.547114706030615,3.173161708199769,1.4765883938588495,0.07373184026794152,Iris-setosa
+90,6.721767517262339,2.9996448307690486,4.480590935541404,1.2858759144544507,Iris-versicolor
+91,6.266892718977992,2.9952990268656707,4.86255679526516,1.6823659331829979,Iris-versicolor
+92,5.953604098112624,2.809408248848159,4.730257951367054,1.2944446942930081,Iris-versicolor
+93,5.805628619784008,2.8610149886819656,4.007522712255333,1.5454679454086133,Iris-versicolor
+94,5.326622485114747,3.671998063709913,1.980296845314891,0.3555697461927129,Iris-setosa
+95,5.26078081067517,3.0093662227042577,4.4292257247520705,1.3942720159869766,Iris-versicolor
+96,6.730489868846113,3.279435169461464,4.579549254559325,1.7278377847623743,Iris-versicolor
+97,6.966238796835479,3.063253550953593,5.859492303584849,2.3870793986082504,Iris-virginica
+98,4.779797477505446,3.768770575459354,1.3598404431035531,0.2866497373976327,Iris-setosa
+99,5.427691875658727,3.108471110602096,4.822126031430723,1.67512632109607,Iris-setosa
+100,6.471653747069046,3.090706380106219,4.612244917912333,1.6000979762017087,Iris-versicolor
+101,5.845112584351133,2.1660102432866606,5.241929581232071,2.045561233053675,Iris-virginica
+102,6.574672998352082,2.5420337352192552,5.543423589620071,2.1872812721880877,Iris-virginica
+103,6.7093689104115946,3.169599061523801,5.428491973393465,2.4422120782216985,Iris-virginica
+104,4.467202571924031,3.150909967488239,1.4387043086325344,0.13581436214113496,Iris-setosa
+105,5.210141457233044,2.184295158773552,3.1794859177877317,1.261356196214461,Iris-versicolor
+106,6.748785452631817,3.212297346727567,5.04070639505721,1.7598226627546922,Iris-virginica
+107,6.550963894373704,3.278775014385161,4.925349282364293,1.468199461606968,Iris-versicolor
+108,6.644903946074502,3.3185268474821714,5.6472581375526,2.2190043678846054,Iris-virginica
+109,7.477639894418415,3.06692739103146,5.833356044614556,2.0630803557184625,Iris-virginica
+110,6.694990949612314,2.5992683446283813,4.572526073187765,1.4615973645296503,Iris-versicolor
+111,5.5663499997038866,2.0204445593853686,4.724986043115298,1.820807579275589,Iris-virginica
+112,5.337941687557349,3.9167875372829375,1.7572746455246135,0.46694393222756336,Iris-setosa
+113,7.717897786990696,2.844641684899383,5.90843031006054,1.9600023926493984,Iris-virginica
+114,6.780261184106295,3.1498819950176995,5.092119519790638,2.037347509202356,Iris-virginica
+115,7.543704722938734,2.802340614335898,6.231679129265562,2.1847893292236504,Iris-virginica
+116,7.246434088685982,3.5486279129184823,6.22262113469584,2.5577641135491493,Iris-virginica
+117,4.977052861936036,3.3236091192919943,1.3154729940701597,0.24911261960339515,Iris-setosa
+118,7.118264411144781,3.15636245941351,6.633170275494047,2.489493531997239,Iris-virginica
+119,5.090036806885008,3.272701280653009,1.4906797075452332,0.19648042789962034,Iris-setosa
diff --git a/iris/tvae/0/9/test.csv b/iris/tvae/0/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/9/train.csv b/iris/tvae/0/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/9/val.csv b/iris/tvae/0/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/mlu_log.csv b/iris/tvae/0/mlu_log.csv
new file mode 100644
index 0000000000000000000000000000000000000000..338862050d967ab0ba60285e3ecb8356246af071
--- /dev/null
+++ b/iris/tvae/0/mlu_log.csv
@@ -0,0 +1,965 @@
+synthesizer_type,synthesizer_step,train_loss,mlu_step,global_step,sample_step,pre_loss,mlu_loss,post_loss
+tvae,0,19.566599369049072,,,,,,
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diff --git a/iris/tvae/0/model.pt b/iris/tvae/0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..78108dd4eae7d29f8ec3a989f7ee1c6556bb7e73
--- /dev/null
+++ b/iris/tvae/0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:feedc2164132231917ca62eb68719cb046fb26d5cd0f2777e96eb5da7e74914d
+size 847554
diff --git a/iris/tvae/0/params.json b/iris/tvae/0/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..de2cc40674d0f0e529a33ded7de63b2e4e5251db
--- /dev/null
+++ b/iris/tvae/0/params.json
@@ -0,0 +1,17 @@
+{
+    "embedding_dim": 128,
+    "compress_dims": [
+        128,
+        128,
+        128,
+        128
+    ],
+    "decompress_dims": [
+        256,
+        256
+    ],
+    "l2scale": 1.120288771085309e-05,
+    "batch_size": 32,
+    "epochs": 964,
+    "loss_factor": 2.0995228775290835
+}
\ No newline at end of file
diff --git a/iris/tvae/0/state.json b/iris/tvae/0/state.json
new file mode 100644
index 0000000000000000000000000000000000000000..930c3c95e5f8a5e79cd847c61fe1c25135d58213
Binary files /dev/null and b/iris/tvae/0/state.json differ
diff --git a/iris/tvae/0/tvae_eval.ipynb b/iris/tvae/0/tvae_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..ff9d242bdaab779765eb98d1d3a0006ef720621f
--- /dev/null
+++ b/iris/tvae/0/tvae_eval.ipynb
@@ -0,0 +1,2117 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "c281730a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:11.037055Z",
+     "iopub.status.busy": "2024-07-25T10:00:11.036694Z",
+     "iopub.status.idle": "2024-07-25T10:00:24.242365Z",
+     "shell.execute_reply": "2024-07-25T10:00:24.241270Z"
+    },
+    "executionInfo": {
+     "elapsed": 556,
+     "status": "ok",
+     "timestamp": 1697339009466,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 13.21779,
+     "end_time": "2024-07-25T10:00:24.244786",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:11.026996",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 35%\r",
+      "\r",
+      "Reading package lists... 35%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 46%\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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "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... 78%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "b822357a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:24.269052Z",
+     "iopub.status.busy": "2024-07-25T10:00:24.268555Z",
+     "iopub.status.idle": "2024-07-25T10:00:24.277436Z",
+     "shell.execute_reply": "2024-07-25T10:00:24.276643Z"
+    },
+    "papermill": {
+     "duration": 0.023484,
+     "end_time": "2024-07-25T10:00:24.279605",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:24.256121",
+     "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": "6450e4da",
+   "metadata": {
+    "papermill": {
+     "duration": 0.010139,
+     "end_time": "2024-07-25T10:00:24.300586",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:24.290447",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "09d13420",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:24.322375Z",
+     "iopub.status.busy": "2024-07-25T10:00:24.322070Z",
+     "iopub.status.idle": "2024-07-25T10:00:24.329456Z",
+     "shell.execute_reply": "2024-07-25T10:00:24.328461Z"
+    },
+    "papermill": {
+     "duration": 0.020838,
+     "end_time": "2024-07-25T10:00:24.331494",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:24.310656",
+     "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": "be6b872a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:24.353105Z",
+     "iopub.status.busy": "2024-07-25T10:00:24.352825Z",
+     "iopub.status.idle": "2024-07-25T10:00:24.357794Z",
+     "shell.execute_reply": "2024-07-25T10:00:24.356973Z"
+    },
+    "papermill": {
+     "duration": 0.018125,
+     "end_time": "2024-07-25T10:00:24.359995",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:24.341870",
+     "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 = 0\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tvae/0\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = True\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "1162e646",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:24.382899Z",
+     "iopub.status.busy": "2024-07-25T10:00:24.382600Z",
+     "iopub.status.idle": "2024-07-25T10:00:24.388111Z",
+     "shell.execute_reply": "2024-07-25T10:00:24.387287Z"
+    },
+    "papermill": {
+     "duration": 0.019505,
+     "end_time": "2024-07-25T10:00:24.390331",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:24.370826",
+     "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": "9fdbce31",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:24.412325Z",
+     "iopub.status.busy": "2024-07-25T10:00:24.411794Z",
+     "iopub.status.idle": "2024-07-25T10:00:25.424517Z",
+     "shell.execute_reply": "2024-07-25T10:00:25.423359Z"
+    },
+    "papermill": {
+     "duration": 1.026486,
+     "end_time": "2024-07-25T10:00:25.427045",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:24.400559",
+     "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": "6a5a1f9b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:25.450363Z",
+     "iopub.status.busy": "2024-07-25T10:00:25.450006Z",
+     "iopub.status.idle": "2024-07-25T10:00:26.462701Z",
+     "shell.execute_reply": "2024-07-25T10:00:26.461624Z"
+    },
+    "papermill": {
+     "duration": 1.026938,
+     "end_time": "2024-07-25T10:00:26.464786",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:25.437848",
+     "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": "e4468935",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:26.488180Z",
+     "iopub.status.busy": "2024-07-25T10:00:26.487828Z",
+     "iopub.status.idle": "2024-07-25T10:00:26.497806Z",
+     "shell.execute_reply": "2024-07-25T10:00:26.496939Z"
+    },
+    "papermill": {
+     "duration": 0.024231,
+     "end_time": "2024-07-25T10:00:26.500023",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:26.475792",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tvae/0\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "import os\n",
+    "\n",
+    "%cd /kaggle/working/\n",
+    "\n",
+    "if path is None:\n",
+    "    path = os.path.join(folder, dataset_name, single_model, df_name)\n",
+    "Path(path).mkdir(parents=True, exist_ok=True)\n",
+    "\n",
+    "%cd {path}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "98163818",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:26.524618Z",
+     "iopub.status.busy": "2024-07-25T10:00:26.524314Z",
+     "iopub.status.idle": "2024-07-25T10:00:26.913492Z",
+     "shell.execute_reply": "2024-07-25T10:00:26.912527Z"
+    },
+    "executionInfo": {
+     "elapsed": 573,
+     "status": "ok",
+     "timestamp": 1697340246093,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.404364,
+     "end_time": "2024-07-25T10:00:26.915965",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:26.511601",
+     "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": "eae7a338",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:26.939740Z",
+     "iopub.status.busy": "2024-07-25T10:00:26.939408Z",
+     "iopub.status.idle": "2024-07-25T10:00:28.585637Z",
+     "shell.execute_reply": "2024-07-25T10:00:28.584801Z"
+    },
+    "executionInfo": {
+     "elapsed": 17,
+     "status": "ok",
+     "timestamp": 1697340246097,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.66091,
+     "end_time": "2024-07-25T10:00:28.588077",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:26.927167",
+     "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": "9022d28f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:28.615068Z",
+     "iopub.status.busy": "2024-07-25T10:00:28.614117Z",
+     "iopub.status.idle": "2024-07-25T10:00:28.623696Z",
+     "shell.execute_reply": "2024-07-25T10:00:28.622954Z"
+    },
+    "executionInfo": {
+     "elapsed": 365,
+     "status": "ok",
+     "timestamp": 1697343112569,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.02514,
+     "end_time": "2024-07-25T10:00:28.625781",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:28.600641",
+     "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": "2a445baf",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:28.650329Z",
+     "iopub.status.busy": "2024-07-25T10:00:28.649903Z",
+     "iopub.status.idle": "2024-07-25T10:00:28.654636Z",
+     "shell.execute_reply": "2024-07-25T10:00:28.653768Z"
+    },
+    "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": 0.019626,
+     "end_time": "2024-07-25T10:00:28.656652",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:28.637026",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "58a81bdb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:28.681031Z",
+     "iopub.status.busy": "2024-07-25T10:00:28.680698Z",
+     "iopub.status.idle": "2024-07-25T10:00:29.173301Z",
+     "shell.execute_reply": "2024-07-25T10:00:29.172499Z"
+    },
+    "papermill": {
+     "duration": 0.507599,
+     "end_time": "2024-07-25T10:00:29.175752",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:28.668153",
+     "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": "ab9401f7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:29.202485Z",
+     "iopub.status.busy": "2024-07-25T10:00:29.202144Z",
+     "iopub.status.idle": "2024-07-25T10:00:42.065271Z",
+     "shell.execute_reply": "2024-07-25T10:00:42.064330Z"
+    },
+    "papermill": {
+     "duration": 12.878863,
+     "end_time": "2024-07-25T10:00:42.067341",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:29.188478",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-25 10:00:33.255601: 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 10:00:33.255730: 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 10:00:33.383870: 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": "5543ee03",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:42.095109Z",
+     "iopub.status.busy": "2024-07-25T10:00:42.093852Z",
+     "iopub.status.idle": "2024-07-25T10:00:42.106012Z",
+     "shell.execute_reply": "2024-07-25T10:00:42.105164Z"
+    },
+    "papermill": {
+     "duration": 0.027989,
+     "end_time": "2024-07-25T10:00:42.108028",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:42.080039",
+     "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": "2fad9d38",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:42.132576Z",
+     "iopub.status.busy": "2024-07-25T10:00:42.132288Z",
+     "iopub.status.idle": "2024-07-25T10:00:44.943319Z",
+     "shell.execute_reply": "2024-07-25T10:00:44.942449Z"
+    },
+    "papermill": {
+     "duration": 2.826169,
+     "end_time": "2024-07-25T10:00:44.945809",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:42.119640",
+     "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": "4ed8d206",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:44.974259Z",
+     "iopub.status.busy": "2024-07-25T10:00:44.973383Z",
+     "iopub.status.idle": "2024-07-25T10:00:44.980487Z",
+     "shell.execute_reply": "2024-07-25T10:00:44.979568Z"
+    },
+    "papermill": {
+     "duration": 0.023725,
+     "end_time": "2024-07-25T10:00:44.982689",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:44.958964",
+     "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": "a3df8045",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:45.008096Z",
+     "iopub.status.busy": "2024-07-25T10:00:45.007394Z",
+     "iopub.status.idle": "2024-07-25T10:00:45.539415Z",
+     "shell.execute_reply": "2024-07-25T10:00:45.538617Z"
+    },
+    "papermill": {
+     "duration": 0.547448,
+     "end_time": "2024-07-25T10:00:45.542055",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:44.994607",
+     "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": "f5147f86",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:45.569647Z",
+     "iopub.status.busy": "2024-07-25T10:00:45.569291Z",
+     "iopub.status.idle": "2024-07-25T10:00:45.589250Z",
+     "shell.execute_reply": "2024-07-25T10:00:45.588358Z"
+    },
+    "papermill": {
+     "duration": 0.036397,
+     "end_time": "2024-07-25T10:00:45.591544",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:45.555147",
+     "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": "0b91170f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:45.618076Z",
+     "iopub.status.busy": "2024-07-25T10:00:45.617299Z",
+     "iopub.status.idle": "2024-07-25T10:00:45.666134Z",
+     "shell.execute_reply": "2024-07-25T10:00:45.665189Z"
+    },
+    "papermill": {
+     "duration": 0.064289,
+     "end_time": "2024-07-25T10:00:45.668161",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:45.603872",
+     "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 0x7f3aea0b4b80>, '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": "09ae84d1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:45.697485Z",
+     "iopub.status.busy": "2024-07-25T10:00:45.697132Z",
+     "iopub.status.idle": "2024-07-25T10:00:45.715863Z",
+     "shell.execute_reply": "2024-07-25T10:00:45.715147Z"
+    },
+    "papermill": {
+     "duration": 0.036447,
+     "end_time": "2024-07-25T10:00:45.717977",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:45.681530",
+     "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": "1531de56",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:45.744800Z",
+     "iopub.status.busy": "2024-07-25T10:00:45.744043Z",
+     "iopub.status.idle": "2024-07-25T10:00:45.748282Z",
+     "shell.execute_reply": "2024-07-25T10:00:45.747408Z"
+    },
+    "papermill": {
+     "duration": 0.019729,
+     "end_time": "2024-07-25T10:00:45.750184",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:45.730455",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "271010c1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:45.776383Z",
+     "iopub.status.busy": "2024-07-25T10:00:45.776094Z",
+     "iopub.status.idle": "2024-07-25T10:00:46.180560Z",
+     "shell.execute_reply": "2024-07-25T10:00:46.179682Z"
+    },
+    "papermill": {
+     "duration": 0.420335,
+     "end_time": "2024-07-25T10:00:46.183010",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:45.762675",
+     "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": "ce067bec",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:46.213726Z",
+     "iopub.status.busy": "2024-07-25T10:00:46.212899Z",
+     "iopub.status.idle": "2024-07-25T10:00:46.222794Z",
+     "shell.execute_reply": "2024-07-25T10:00:46.221952Z"
+    },
+    "papermill": {
+     "duration": 0.028078,
+     "end_time": "2024-07-25T10:00:46.224751",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:46.196673",
+     "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": "7bb757f7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:46.251554Z",
+     "iopub.status.busy": "2024-07-25T10:00:46.250793Z",
+     "iopub.status.idle": "2024-07-25T10:00:46.258755Z",
+     "shell.execute_reply": "2024-07-25T10:00:46.258086Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697343113004,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.023499,
+     "end_time": "2024-07-25T10:00:46.260753",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:46.237254",
+     "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": "2d8c9c4c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:46.287325Z",
+     "iopub.status.busy": "2024-07-25T10:00:46.287048Z",
+     "iopub.status.idle": "2024-07-25T10:02:00.905647Z",
+     "shell.execute_reply": "2024-07-25T10:02:00.904627Z"
+    },
+    "executionInfo": {
+     "elapsed": 286822,
+     "status": "ok",
+     "timestamp": 1697343399823,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "wGsDQTlk8Zl1",
+    "papermill": {
+     "duration": 74.634437,
+     "end_time": "2024-07-25T10:02:00.907846",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:46.273409",
+     "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 0.012826919555664062\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 0.005221962928771973\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 0.005346775054931641\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 0.00373995304107666\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 0.0036159753799438477\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 0.003976941108703613\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 0.003995716571807861\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 0.00600820779800415\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 0.006391286849975586\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 0.007396996021270752\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 0.007673323154449463\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(-16.960054397583008, 4.301328182220459)"
+      ]
+     },
+     "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": "6a12860b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:02:00.946486Z",
+     "iopub.status.busy": "2024-07-25T10:02:00.946120Z",
+     "iopub.status.idle": "2024-07-25T10:02:00.975360Z",
+     "shell.execute_reply": "2024-07-25T10:02:00.974613Z"
+    },
+    "executionInfo": {
+     "elapsed": 403,
+     "status": "ok",
+     "timestamp": 1697343400203,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.051397,
+     "end_time": "2024-07-25T10:02:00.977582",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:00.926185",
+     "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": "2715351f",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 228
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:02:01.013060Z",
+     "iopub.status.busy": "2024-07-25T10:02:01.012745Z",
+     "iopub.status.idle": "2024-07-25T10:02:01.863684Z",
+     "shell.execute_reply": "2024-07-25T10:02:01.862879Z"
+    },
+    "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": 0.871521,
+     "end_time": "2024-07-25T10:02:01.866136",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:00.994615",
+     "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": "e298647d",
+   "metadata": {
+    "executionInfo": {
+     "elapsed": 10,
+     "status": "aborted",
+     "timestamp": 1697343400204,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "nB724X33v4Qd",
+    "papermill": {
+     "duration": 0.018213,
+     "end_time": "2024-07-25T10:02:01.902681",
+     "exception": false,
+     "start_time": "2024-07-25T10:02:01.884468",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "celltoolbar": "Tags",
+  "colab": {
+   "authorship_tag": "ABX9TyMhtJHOKAMnUJyVHa+D8Sml",
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\ No newline at end of file