diff --git a/iris/tvae/0/0/synth.csv b/iris/tvae/0/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d821697bfd2abdef975e21fc903cf3d676923944
--- /dev/null
+++ b/iris/tvae/0/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.297986811129581,3.300745602072028,1.3868963750501844,0.2697697740702681,Iris-setosa
+1,5.281292133648637,2.4382529599033353,3.8676108982755437,1.2988009588609768,Iris-versicolor
+2,6.5396555289441585,3.117461479134815,4.941030720656782,1.8903141132390926,Iris-virginica
+3,6.807087062428206,2.761601632595008,4.967611462193978,1.6896981085150669,Iris-virginica
+4,8.818820144966214,3.1462846286889876,7.172923903623651,1.9110628455668885,Iris-virginica
+5,6.136145183928838,3.185137727203332,4.628086209119646,1.9135699125639083,Iris-virginica
+6,6.889852012125886,3.042103732333436,5.5801097837056,2.1075055086322245,Iris-virginica
+7,5.3705037269806,4.1348748235614465,1.5496010036664694,0.2197978329456044,Iris-setosa
+8,6.3947081969742605,3.139956277918828,5.003072256044692,1.8981600252178408,Iris-virginica
+9,6.343459981831096,2.9004255834428774,4.71667797212728,1.569135903931914,Iris-virginica
+10,5.9805026184277015,2.5757036010221963,5.734087574552882,2.3084487704284724,Iris-virginica
+11,7.79930261624898,2.9703242883795777,6.032422998068631,1.98206006614187,Iris-virginica
+12,6.974767310293995,3.0503992472597843,5.536211923303079,2.4244287748416014,Iris-virginica
+13,4.800571182393247,3.139683784956283,1.4233860539992325,0.1586309484649605,Iris-setosa
+14,4.9934249094675645,3.056838590488732,1.485585649035072,0.15763569232624997,Iris-setosa
+15,5.573505741559782,2.886383535527149,4.109081694939675,1.3982955093126623,Iris-versicolor
+16,7.173868151882693,2.9641713829873297,4.232021333976408,1.4919777338325768,Iris-versicolor
+17,5.4344148572805775,2.937645682823347,4.084499045215313,1.1432940819115622,Iris-versicolor
+18,4.699389113305267,2.9730483495095923,1.0648586827892907,0.15391922162261437,Iris-setosa
+19,4.840215374850245,3.0646935880119974,1.523784009756063,0.22349453441981815,Iris-setosa
+20,5.956920655407463,2.9456608949587904,4.276799377580788,1.2274397483926298,Iris-versicolor
+21,5.226081784025427,3.3704049838878913,1.504019911625602,0.40629395938421925,Iris-setosa
+22,5.324434804494765,3.5443813930727246,1.6244792989843382,0.38323192819470125,Iris-setosa
+23,5.342863177315996,3.774493754969442,1.4932487445921863,0.16022852174469304,Iris-setosa
+24,6.990927282209558,2.940705927501501,4.6430567110824486,1.7750898397790622,Iris-virginica
+25,5.0407838657895425,2.8987524872510586,4.229824232577881,1.0291474672643544,Iris-versicolor
+26,5.87654598740528,2.450269418823262,4.1178406908857115,1.0215538603261651,Iris-versicolor
+27,5.664724742423724,2.9525839550965753,4.332163863217442,1.1449239267144762,Iris-versicolor
+28,5.406768630359368,3.4161268028966516,1.413099605809164,0.3902198514116244,Iris-setosa
+29,5.209843792235245,2.7012840481860767,1.1519609301674798,0.1515877106572265,Iris-setosa
+30,4.821329647753645,3.236085323196565,1.3974065102534383,0.2529519130041014,Iris-setosa
+31,5.596182066098622,2.8086430849874677,3.0640939763702795,1.2293861121435823,Iris-versicolor
+32,5.460621855254405,2.7321621743480797,5.8285278330012495,1.9877336455042205,Iris-virginica
+33,4.844751419994851,3.7089954370457203,1.626570816968219,0.1297554323750716,Iris-setosa
+34,6.684762763771481,3.0146241937836726,4.375979478031751,1.3953272726557815,Iris-versicolor
+35,5.113916875149812,3.1578848751406237,4.679779427766403,1.3934151054395134,Iris-versicolor
+36,6.694607059490611,3.0650099332826524,5.28971935916991,2.0428255778195323,Iris-virginica
+37,6.750283919985525,2.673840632620114,3.928900740367663,1.4495464717044202,Iris-versicolor
+38,6.490536976025033,2.924994379716411,4.261451563919994,1.8250920234184553,Iris-versicolor
+39,5.355458015541313,3.995836924473254,1.919701788834909,0.3280933368486258,Iris-setosa
+40,4.294861779271406,3.4601435876008626,1.0523689514050527,0.09559335819096945,Iris-setosa
+41,4.57729243226117,3.4782852128505515,1.6541108155815218,0.13623998572334078,Iris-setosa
+42,7.642800695540515,4.031424627131406,6.531074914696736,2.1810424048107464,Iris-virginica
+43,5.306549785515468,3.5608825535061097,1.7410899796990456,0.2883689444365318,Iris-setosa
+44,7.0037427951303695,3.2525207096354816,6.346889961575168,2.039639673210569,Iris-virginica
+45,5.296793459486656,2.806698481202952,4.194627225083214,1.2420223100380503,Iris-versicolor
+46,6.070254317722927,2.992936950152985,4.613745823628838,1.7885544210741242,Iris-versicolor
+47,5.799551789261236,2.3777202138295412,4.190877432748426,1.1829560853438417,Iris-versicolor
+48,5.373381571369029,3.1048681224486105,4.6370107088653825,1.4046686594729727,Iris-versicolor
+49,5.060416649634251,3.617818852956503,1.76149357917958,0.21365890257231537,Iris-setosa
+50,4.598661901129851,3.289516636594458,1.4127214813181987,0.07981919978228852,Iris-setosa
+51,6.659881534238462,3.160987446993328,4.559069167085199,1.683515122816097,Iris-versicolor
+52,5.180946323806085,2.9053469094706674,4.595734754820998,1.2738486279314034,Iris-versicolor
+53,5.447619649529122,2.808785025698272,5.042753785134637,2.041955396872175,Iris-virginica
+54,5.232669469276597,3.9720134379310785,1.5631758786732386,0.4214393213952917,Iris-setosa
+55,7.483502904660487,3.4135042130993227,6.787286087340982,2.2978082996901623,Iris-virginica
+56,4.926059508795299,3.474615777255561,1.60430740703795,0.31358981394871366,Iris-setosa
+57,6.727178411797631,2.986776293137192,4.692868127194891,1.454919115154035,Iris-versicolor
+58,6.2370029189878275,2.6680640301958944,4.8837432729805546,1.8531092506572575,Iris-versicolor
+59,7.01818801388484,3.617550919060423,6.130168067621987,2.501141908948173,Iris-virginica
+60,4.867178178883255,3.1453720653556685,1.2579119749152898,0.2331963081378499,Iris-setosa
+61,6.959139785928603,2.889161181386985,5.843768708042153,2.305742722324263,Iris-virginica
+62,4.6035721468606905,2.7995828862839764,1.2142060772665686,-0.0006743702900124382,Iris-setosa
+63,5.1141084255865765,2.661825806544502,3.964744571299149,1.3505244171100301,Iris-versicolor
+64,5.5233828176312585,3.93420966221901,1.688382628892566,0.22871111448004028,Iris-setosa
+65,4.84818434178478,3.08990278424524,1.2916432043178303,0.19278274338210283,Iris-setosa
+66,4.065660773479372,3.406794184868307,0.9119684550639754,0.2724751004526613,Iris-setosa
+67,5.501394477895728,3.6927857426217687,1.48296010798461,0.11485101435258449,Iris-setosa
+68,6.524472391957613,4.283834541824638,1.5387180541281407,0.24718618293829367,Iris-setosa
+69,6.663624669521858,3.215646459305874,5.20830307175732,2.163337301484309,Iris-virginica
+70,6.187741601849505,3.0381534823013268,4.644682828688439,1.3934912614453219,Iris-versicolor
+71,4.475939489644093,3.148616134439301,1.6114848837207107,0.09501450197464278,Iris-setosa
+72,7.012790757458887,2.9362886352418607,4.170622151243126,1.5657410634275295,Iris-versicolor
+73,7.16434234434103,2.7058255785419014,5.542075046394951,2.0760276960576047,Iris-virginica
+74,4.6225112687861065,3.117889718311541,1.3571781498419844,0.08856920509724958,Iris-setosa
+75,6.005582899339177,2.754491180263089,5.184312537011112,1.7708979663967566,Iris-virginica
+76,5.328559520559064,2.948430964323491,4.21611780858815,1.546015617205331,Iris-versicolor
+77,5.086797790190217,3.3869093314252643,4.985527292412298,1.9324557417505723,Iris-setosa
+78,6.329653454804663,3.232476720083339,5.147149023734203,2.0979756004376435,Iris-virginica
+79,5.325652218873562,3.13729837937354,1.2942010405701323,0.14829755373411346,Iris-setosa
+80,5.0831073688137165,3.570206338427952,1.3858734498818779,0.31697714895377027,Iris-setosa
+81,5.299298191848944,3.0158999013545755,1.2270277109513446,0.04382247977685705,Iris-setosa
+82,4.965442353635262,3.5271257299618934,1.5418846512963906,0.2467285510698671,Iris-setosa
+83,4.380579527128608,3.1436168692567783,1.3194821447241198,0.172574835568677,Iris-setosa
+84,4.917587586903759,3.111371232619033,1.1826174486898786,0.27188313138940656,Iris-setosa
+85,8.470741445319874,3.7555551023491605,6.731557885713604,2.1841401472078465,Iris-virginica
+86,5.234920571142843,3.843729748802321,1.5975421791800302,0.31856514307214145,Iris-setosa
+87,5.281643384124548,3.427260148809836,1.8091718714671312,0.1623489230080845,Iris-setosa
+88,6.353723870075678,3.038039430723492,4.572098974959021,1.4260573800314928,Iris-versicolor
+89,5.072285434794134,3.137878091355518,1.5703959674958015,0.14083881997091047,Iris-setosa
+90,4.9251877703727995,3.3213469000452087,1.5553323485363124,0.09507826064397001,Iris-setosa
+91,6.47498494933981,2.628051401089328,4.725343044371816,1.7402901125810168,Iris-virginica
+92,6.565812761989536,2.1953941328603923,5.274999941799938,1.646063534134273,Iris-virginica
+93,5.903766585522124,2.3288462528111538,3.5877253257090045,1.159785612994979,Iris-versicolor
+94,5.221946976852487,3.32894275673726,1.335190259011453,0.5432843273522798,Iris-setosa
+95,6.3671717537843575,3.179629520984764,4.896077662199487,1.8360949256182102,Iris-versicolor
+96,4.955854943124002,3.151769087704543,1.1957208055663218,0.11424565675978501,Iris-setosa
+97,5.25317903667333,3.172990877298929,1.4354622042736447,0.03373714002499678,Iris-setosa
+98,5.61594297166396,2.788973689877718,5.0357744358142424,2.015433069816432,Iris-virginica
+99,4.762440070114542,3.240685942596433,1.7665288724314312,0.1896696707494676,Iris-setosa
+100,5.298500463064504,2.4130815114945583,3.891516429181171,1.073901884355232,Iris-versicolor
+101,6.040943528211059,3.162537730227053,4.557570518321815,1.3972599244434984,Iris-versicolor
+102,4.8292471196030755,3.494304884360658,1.4876525536765925,0.22074911493078808,Iris-setosa
+103,4.9691377760076385,2.6858035491964802,3.8479857350798485,0.14949773924209436,Iris-versicolor
+104,6.637099658401372,2.703034867068485,4.157319086444727,1.2414593845306252,Iris-versicolor
+105,6.807998713884407,3.201229360613627,4.600773610308391,1.9674206149667668,Iris-versicolor
+106,4.7897409325127285,3.3200177758184735,1.4682247329115552,0.1504588566034281,Iris-setosa
+107,5.487682124678202,2.948433224981251,4.438346075420605,1.209574728251416,Iris-versicolor
+108,5.77808868986123,3.4574668627617533,1.567293033182976,0.06557170413906788,Iris-setosa
+109,5.419812646444783,3.366238121596584,1.69658587162944,2.1577109906446026,Iris-setosa
+110,6.453953846757782,2.7339877481810566,4.128031672591627,1.0468832084601345,Iris-versicolor
+111,5.93443932408623,3.6657556499301585,1.4725275413634522,0.29857403573626795,Iris-setosa
+112,4.977714621478611,3.25790866677711,1.6618414700223636,0.25113745826748224,Iris-setosa
+113,6.069567678583959,2.790057825152301,5.212354530184052,2.0288383240451524,Iris-virginica
+114,6.283162662705171,3.166589493045281,5.288114374869686,2.5260037233529364,Iris-virginica
+115,5.6023706242307485,2.7652530241257156,4.0415249545260545,1.5223076772113693,Iris-versicolor
+116,5.850166635647833,2.6782610664494126,3.430344685475359,1.3315374071032244,Iris-versicolor
+117,5.420762741314145,2.5526584220595985,3.5088059587899436,1.103830898413225,Iris-versicolor
+118,6.358733994139975,2.823565067406197,5.046417232270741,1.9676255534496594,Iris-virginica
+119,6.946284841580589,3.1690909787422585,5.760258244688153,2.3845465156546473,Iris-virginica
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..2627e7414eac0764731d0ff7e8b75db30d26e100
--- /dev/null
+++ b/iris/tvae/0/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.901795542585169,3.3455062931817974,1.1550631851291917,0.1546373747788189,Iris-setosa
+1,4.998735139806523,3.3238534630817314,1.4858884116403268,0.41385688149112426,Iris-setosa
+2,4.818551630580532,3.480470271342947,1.5330680531003846,0.0906997363203497,Iris-setosa
+3,5.122832665129045,3.896897556525051,1.3200509848758808,0.38773228451906705,Iris-setosa
+4,6.332005469070489,2.246427726333816,4.972882620517698,1.644447640281583,Iris-virginica
+5,5.069717736065863,2.9098407976759266,4.013052840631206,1.400776480497424,Iris-versicolor
+6,7.039492088321491,3.2535870390705823,4.862778609552441,1.649792380798573,Iris-versicolor
+7,6.117723692109507,3.289197238198898,4.796599784651282,1.3166409682716083,Iris-virginica
+8,6.398088611768757,2.652069036582236,5.432768697304315,1.678461928344442,Iris-versicolor
+9,6.23737705495519,2.856124025984188,4.697323279641345,1.6858107442952288,Iris-versicolor
+10,8.073671581258239,2.8278013695865605,6.40565632749065,2.183526884303771,Iris-virginica
+11,4.756831817305672,3.482194271780256,1.509559193011148,0.19404701680991981,Iris-setosa
+12,4.815605500487715,2.980326741782008,3.876586952878954,1.5518484883423145,Iris-versicolor
+13,6.690933087605998,3.445712330435402,6.489993028593206,2.2562380463733227,Iris-virginica
+14,5.134334765383118,3.2974285645308643,1.513139417885988,0.30834233338960226,Iris-setosa
+15,5.3513285527821175,2.6163190405721655,3.8444277078023426,1.4142099535792345,Iris-versicolor
+16,7.107170373237416,3.4093691857157045,7.157220943030405,2.738434661902718,Iris-virginica
+17,4.725578263097212,3.191047195737719,1.53766478783298,0.10051631842396178,Iris-setosa
+18,6.393631663847583,3.2872717811214365,5.405161888287614,1.858271357050831,Iris-virginica
+19,6.9389835663485595,2.9463374662680564,5.131661622985553,2.2217005819481246,Iris-virginica
+20,6.353386879777606,2.908521264292647,4.331562357215901,1.4529246769795034,Iris-versicolor
+21,5.078560246575772,3.1244522026618986,1.2233433207900484,0.12019606032928526,Iris-setosa
+22,6.594681937301561,3.0080261222454876,5.143665418010511,1.4036475543892122,Iris-versicolor
+23,6.62114661976153,3.226431337974169,4.616020256017289,1.5008261579268198,Iris-versicolor
+24,6.444093303686124,3.2825282873844577,4.956232401907699,1.8795615863147819,Iris-virginica
+25,7.199976705356258,3.007249909599114,6.670214536410672,2.0854083108212995,Iris-virginica
+26,6.543137475219885,3.131313087475217,4.724581362814139,1.4965220608172594,Iris-versicolor
+27,6.28152666892132,3.201990598126109,4.783984291409882,1.5519592043611696,Iris-versicolor
+28,5.02289065074662,3.360339541457651,1.499062310145336,0.15057659033085563,Iris-setosa
+29,6.142055834779369,3.128109493081102,4.336232289369318,1.41214704669529,Iris-versicolor
+30,4.794353315144576,3.449626459474052,1.4790645694770883,0.1299478182544044,Iris-setosa
+31,6.52198497847943,3.036987946242209,6.060938309825854,2.6603025835417413,Iris-virginica
+32,5.4209246684292625,2.4039786069515574,3.9769742501818,0.9996389989764544,Iris-versicolor
+33,4.838374354656795,3.656267089559167,1.685590195197349,0.26637361161135403,Iris-setosa
+34,5.490443269941676,2.8885357998488024,5.151821995517496,1.9112019029477987,Iris-virginica
+35,4.9076701064164485,3.0786256736148614,1.2498713229046365,1.488281414865281,Iris-versicolor
+36,6.654613237691326,3.0520762737024705,5.224777875185234,1.9019020458363374,Iris-virginica
+37,5.290986888330251,3.619998714732433,1.7062797592926748,0.48895666159930484,Iris-setosa
+38,6.983614134885528,2.8357409005057264,5.106396458171112,1.9890995138825223,Iris-virginica
+39,4.969757852523309,2.428144839251096,4.383028847256879,1.69234927648948,Iris-versicolor
+40,6.795787683494235,3.2060238160272685,5.861118523416394,2.1898659908766813,Iris-virginica
+41,6.19489294230367,2.857507527227295,5.039787713203886,1.8628700091647792,Iris-virginica
+42,5.751812677537566,2.6525464577178854,5.486900699744745,2.287014464811106,Iris-virginica
+43,5.196531465164987,3.1460019636411385,1.5590459862318713,0.22120504759503146,Iris-setosa
+44,6.378211581782651,2.677514575522864,4.79840208648991,1.483945416386473,Iris-versicolor
+45,5.600397605547153,2.5688643197392507,4.083493695090252,1.2380032782538544,Iris-versicolor
+46,7.534036483470055,3.030273778049562,6.2578033488496505,1.7724764898718073,Iris-virginica
+47,5.336807571314828,3.41598979252646,1.4904588698314327,0.16492516252297001,Iris-setosa
+48,6.493160182171679,3.2775450432132187,4.760158753213907,1.8821368950566406,Iris-virginica
+49,4.816710101259213,3.0374235533261134,1.5359663551085934,0.28330240175765614,Iris-setosa
+50,5.781728792683376,2.7716426528936253,5.355440056614826,2.125127406446375,Iris-virginica
+51,5.277572966848888,3.9143898759848135,1.4377927192737212,0.3568922868407779,Iris-setosa
+52,4.975824171594678,3.603815262581734,1.6096918334570491,0.49387510373565247,Iris-setosa
+53,6.655392541114944,3.2870045815309914,5.822331776548417,2.294669732754895,Iris-virginica
+54,7.219309643786241,3.1271579739627553,6.4007654486409296,1.8040806721341858,Iris-virginica
+55,4.94855002878801,3.1333649893938986,1.407588201194325,0.03566170013582151,Iris-setosa
+56,6.653182883952825,3.198736689477703,5.1013508371416245,1.654663995462279,Iris-virginica
+57,6.40410693340952,3.119854642273687,4.76261811866813,1.6623163768387443,Iris-versicolor
+58,4.931564185950333,3.411451774871744,1.3823919173140884,0.25013497639048277,Iris-setosa
+59,5.006890491256551,2.8489795163870038,1.3779298989849622,0.02717371882682179,Iris-setosa
+60,6.241342848867578,2.9282109946030217,5.467435457466667,1.6241162644396359,Iris-versicolor
+61,6.500083123379948,3.2159106033467006,4.31985146860691,1.759351837215495,Iris-versicolor
+62,5.837529918348128,2.724128619949646,5.080032664604239,2.0036890752014047,Iris-virginica
+63,6.633422887366993,3.1500422177204808,4.32975004379709,1.318096183211257,Iris-versicolor
+64,5.318186806828328,3.8590704947002505,1.4875518847231166,0.38254575863215745,Iris-setosa
+65,5.912165033754949,2.5189506041314527,4.40332440496953,1.1835933521872672,Iris-versicolor
+66,6.6740770854309375,3.197642698684643,5.346283881149491,2.0302043128760574,Iris-virginica
+67,5.571233708265024,3.570594954145043,1.3540179082165233,0.23764467639325873,Iris-setosa
+68,5.369764486343389,3.3631103393246558,1.5603738036458377,0.23778517255388773,Iris-setosa
+69,5.386633513225334,4.406093290523514,1.2128413090568895,0.2141422479185738,Iris-setosa
+70,4.491502474127704,3.390086605884182,1.6753120782508053,0.2715428448051256,Iris-setosa
+71,5.122224104571062,3.290422110658613,5.078059964289653,2.0451153793967283,Iris-virginica
+72,5.205551688671529,3.555240367079563,1.770022999075752,2.171203660583253,Iris-setosa
+73,6.865354044416681,3.212437893419331,5.280937584383291,2.2251669847462723,Iris-virginica
+74,5.0239283391897676,3.2336977023271043,1.8286406112560245,0.2788224752717219,Iris-setosa
+75,6.284030878242192,2.357732966850362,5.431834449490969,1.8570209052523987,Iris-virginica
+76,6.337719970074613,2.8654817575359735,5.409772291026275,1.9777585679080203,Iris-virginica
+77,4.961477476485097,2.892243841755057,1.194663113507357,0.22795752972384664,Iris-setosa
+78,5.698886400436999,2.9903958806924766,5.143361383941515,2.3123077367243017,Iris-virginica
+79,6.5846971879549505,3.017271353771845,4.082508503611962,1.6177023694644166,Iris-versicolor
+80,5.623694908775706,2.546093432721456,3.970649225834711,1.276046853934995,Iris-versicolor
+81,6.350076145710583,3.1806895957047123,4.661002132758365,1.359155771300418,Iris-versicolor
+82,6.680026667882108,2.6124229903550424,5.221465661963346,1.6250900064315954,Iris-virginica
+83,6.790909792354212,3.026947711645833,5.0820342152652875,2.262937768124246,Iris-virginica
+84,5.336483291046677,3.272699257601095,1.5514416341782453,0.2054183335782811,Iris-setosa
+85,6.257959583154607,2.847928965746832,4.734136162319845,1.4857636488824622,Iris-versicolor
+86,4.986551195568614,3.0480567569133674,1.3483943397151832,1.3647858913249817,Iris-setosa
+87,4.992619579432304,3.092581373247783,1.6148274288393654,0.21563326363782814,Iris-setosa
+88,4.654013391602708,3.406048679921832,1.1063205591459884,0.13269477037129906,Iris-setosa
+89,6.401491330866537,2.977635440561888,4.456039934560861,1.528721475479069,Iris-versicolor
+90,5.446933787888333,2.8121173691225025,4.381045812084134,1.222692253874336,Iris-versicolor
+91,5.298642655308368,3.7293511535951733,1.4521667562851328,0.16879053461145294,Iris-setosa
+92,5.85749322933157,4.02918653319139,1.5610804736702202,0.3795606049159215,Iris-setosa
+93,6.313075384263615,3.0010206066908895,4.8387732626267645,1.549595602867863,Iris-versicolor
+94,6.533321176607106,2.5079666628953863,5.564521220929267,1.9889436033689711,Iris-virginica
+95,4.489101844023653,3.1949487918540544,1.2053030144089316,0.10844474649698213,Iris-setosa
+96,7.059326806732866,3.158312062411638,5.4067431290477845,2.143958768966865,Iris-virginica
+97,6.453932277815235,2.760785765328374,4.587438462043531,1.9877426724967906,Iris-virginica
+98,4.732782618821248,3.4804303622543222,0.9970875397423847,0.1780079371290765,Iris-setosa
+99,6.632564953864305,2.9474281992609965,4.67180421108434,1.8699286295542177,Iris-virginica
+100,5.618153183222776,2.639493779509251,3.8716016245983322,1.18800554138866,Iris-versicolor
+101,6.326787801954009,3.213724411581399,4.973391106821119,1.2616433816544133,Iris-versicolor
+102,5.9778271739036715,3.1075541996317613,4.291979395373545,1.6094161725626235,Iris-versicolor
+103,5.280957148002653,3.57495556203807,1.5962694497741043,0.46585276106614915,Iris-setosa
+104,5.671266122011354,2.369121772753485,3.9517698955029656,1.1538719341382886,Iris-versicolor
+105,5.482698760754704,4.312962562244443,1.7322692555282768,0.25151999819532994,Iris-setosa
+106,5.295056281717524,3.482764227456823,1.5043110592773865,0.4003643307792977,Iris-setosa
+107,5.020135559402024,3.3983691875401263,1.5582753968721337,0.5559183450621756,Iris-setosa
+108,4.619257988572663,3.03577763698411,1.423625281758479,0.26768827620183716,Iris-setosa
+109,5.073192742936595,3.1599071784952177,4.411380067763132,1.397371918531534,Iris-versicolor
+110,4.677382951347288,2.9131677743638247,1.3892996364157075,0.1905663944268269,Iris-setosa
+111,6.7282690797969735,3.0125168831678266,5.565152123249119,2.0543751757783077,Iris-virginica
+112,7.495839914683469,3.0690823606842037,6.308388281221205,2.11563541028375,Iris-virginica
+113,4.568356533727296,3.2971214202800163,1.603032339879105,0.3009361085622756,Iris-setosa
+114,6.594304647461591,2.964407348945676,5.144024182548477,2.029768413872258,Iris-virginica
+115,6.006591026053093,2.5696253082926925,5.012117887322597,1.7052001197493907,Iris-virginica
+116,6.421072667888062,3.068300634840657,5.069812432871806,1.4989210319440744,Iris-virginica
+117,6.6392000160043665,3.1548731143092157,5.863922931380755,1.8799226045415722,Iris-virginica
+118,5.272912602496036,3.2917443973159575,1.3363055791608602,0.2634268098802277,Iris-setosa
+119,6.5141514357627734,3.202372925023922,4.672115910905916,1.4938458138201423,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..f6d62853c9df3ea8be92407351fe9a0a5670fa16
--- /dev/null
+++ b/iris/tvae/0/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.470821925857713,2.5087398146315207,4.731875479721089,1.832056825508778,Iris-virginica
+1,6.979297532834936,3.3815830730894194,6.205516779371665,2.434503341457862,Iris-virginica
+2,4.8089600279015965,3.555809873063944,1.2247367907982147,0.2864336669607028,Iris-setosa
+3,4.757074864896536,3.111909578781065,1.0477770794976922,0.15783267985066418,Iris-setosa
+4,5.038268962339426,3.250258271842971,4.400022298216411,1.2142691038059223,Iris-versicolor
+5,6.335259746310813,3.1920748025505175,4.666379806787616,1.5138027951714588,Iris-versicolor
+6,7.227648603657322,3.236729628518805,6.397824184806945,2.386830037110824,Iris-virginica
+7,5.448440597648092,3.646178535539688,1.3959127154528945,0.2807339757245667,Iris-setosa
+8,6.544726098611616,3.0216626007792105,5.761527620485561,2.058827743771136,Iris-virginica
+9,6.372491768494791,3.24073654761075,4.945071728535867,1.8748254984887935,Iris-versicolor
+10,4.684464173963598,3.047824539939169,1.3209280069938845,0.2537460064205654,Iris-setosa
+11,7.352704233046163,2.853310245188688,5.466664825082999,1.9518116823111311,Iris-virginica
+12,5.590025582881097,2.7325661897621654,3.9963897014675864,1.4334431623625021,Iris-versicolor
+13,6.0130971870680066,2.6340704505411234,4.075520054552596,0.8466629957984193,Iris-versicolor
+14,5.709006885955647,3.7703832227681,1.7545343382303842,0.37609170430646555,Iris-setosa
+15,6.7333383625473395,2.770607045023428,5.033856018358457,1.612603033001323,Iris-versicolor
+16,6.069520890580105,2.970136836481328,4.037515976268092,1.2798377361668705,Iris-versicolor
+17,6.034029979059687,3.0693172815494782,4.655437658522667,1.3413611308803974,Iris-versicolor
+18,6.500884053424182,3.3742868366703798,4.674955899077748,1.3375186394390641,Iris-versicolor
+19,4.775242273167747,3.2999191839024182,1.325332330556127,0.14890696102933712,Iris-setosa
+20,4.765225569830512,3.2210299364360018,1.719168139328418,0.16020978202245462,Iris-setosa
+21,4.753099873853063,3.062333906643772,1.4801197139647952,0.2261569938738516,Iris-setosa
+22,6.416173001050474,3.1731476937585623,5.1130458044028675,1.6762430047072014,Iris-virginica
+23,5.640783603653319,3.7859324602913462,1.3341515173023304,0.23306838799025553,Iris-setosa
+24,6.809064461697942,2.932222734891911,4.541166110005991,1.6301790079335132,Iris-versicolor
+25,6.884265828250188,2.7944936022880786,4.812953697577975,1.514555452079548,Iris-versicolor
+26,5.662812169426746,2.6469721688715198,4.009245932316799,1.2802933732407107,Iris-versicolor
+27,5.4844100434866885,2.5371487428356154,3.473463760501911,1.19613646920817,Iris-versicolor
+28,5.610580013502547,2.7905628456836995,4.175957150292418,1.261920613421351,Iris-versicolor
+29,4.903441523887567,3.2222164464402927,1.3109232587180157,0.11071632244943286,Iris-setosa
+30,6.844849112937475,3.40582329175574,6.324434350969377,2.4398979980599367,Iris-virginica
+31,5.820099375254762,2.904742217177315,4.289553621308734,1.3624110643377043,Iris-versicolor
+32,5.486485367121847,4.122112639086124,1.446007000257833,0.4522888788570725,Iris-setosa
+33,5.114417489748732,3.544882042639064,1.3531418694781479,0.3927677991510259,Iris-setosa
+34,5.623260543068463,3.406449077597397,1.4387439195359693,0.28575580579692583,Iris-setosa
+35,5.616102911783107,2.704379378006448,5.336958080799355,2.1484789107894695,Iris-virginica
+36,5.073520534071495,3.369745716943454,1.604599724135799,0.1509531202115228,Iris-setosa
+37,5.363824087110026,3.762041706501038,1.519249539458197,0.19809008492104896,Iris-setosa
+38,5.391278740888995,3.689669811243127,1.800547438223769,0.5256800629034465,Iris-setosa
+39,5.021288358848418,3.090308729436392,1.5762765297396444,0.36171188334213616,Iris-setosa
+40,5.255009535777818,2.5918498665748255,2.8480206479299754,1.1749719394680977,Iris-versicolor
+41,4.909177264947125,3.1891017033500133,1.4926418468150553,0.05389022123306214,Iris-setosa
+42,5.842858589338895,3.1429917697938956,4.818834281918193,1.4729683066634025,Iris-versicolor
+43,5.752830557017792,2.919185557795707,4.365389812896989,1.45633833695483,Iris-versicolor
+44,5.181778136106679,2.256406186998015,4.469424853998893,0.8901617275316868,Iris-versicolor
+45,5.8613295462299115,2.4193911467790876,4.110353398587556,1.2610025904813749,Iris-versicolor
+46,6.087353171135278,3.1928938561158566,5.100826908758396,1.908820418625329,Iris-versicolor
+47,4.737124752743812,3.243177509895884,1.4463598708903558,0.1785362645842044,Iris-setosa
+48,6.4345662618153945,2.976970451326208,4.634434041935007,1.2576158372265376,Iris-versicolor
+49,5.668262645386931,2.173201535239469,3.1397156490695153,0.9306467578347198,Iris-versicolor
+50,4.966503340171905,2.999377860166061,1.3198119524844407,0.13026825340300444,Iris-setosa
+51,4.579876837693106,3.12176213845515,1.3725029783845681,0.14953360995154702,Iris-setosa
+52,5.619716473623281,4.360474196454808,1.3841377831128368,0.012105229208419693,Iris-setosa
+53,5.0105874125137815,3.2425109027975316,1.376860826891385,0.32337528040796515,Iris-setosa
+54,5.86401068170203,2.896716910588446,4.691765903363182,1.2973698862993137,Iris-versicolor
+55,6.8083805542113165,2.755803502413554,5.3651377053807225,1.882056857353754,Iris-virginica
+56,8.218262818939577,3.4667067008079204,6.804878425058017,2.2810901784589332,Iris-virginica
+57,4.719754894991613,3.0776056104725176,1.3012163274032327,0.22197257326710157,Iris-setosa
+58,5.040830118647557,3.2775613821358567,4.747903151999384,1.4119175930218173,Iris-versicolor
+59,4.977488799084706,3.8636263878319155,1.7731938697555067,0.3110852927262148,Iris-setosa
+60,4.288053546910692,2.8892453035041274,1.3762685386943874,0.23318734144679673,Iris-setosa
+61,6.075501644401383,2.8905555869502204,4.643193449425426,1.473715229181585,Iris-versicolor
+62,5.454614619173071,3.346782805838165,1.4069084796562201,0.19280276371662802,Iris-setosa
+63,4.512867566672237,3.0601052254083276,1.2311582079589263,0.16742659643110824,Iris-setosa
+64,7.839050689393123,3.0719995885660456,6.597255442350217,2.2356196456498134,Iris-virginica
+65,6.365968732687305,3.299122609748769,5.505486166511876,2.2128700904088254,Iris-virginica
+66,5.0345376390812415,3.174389824264575,1.6531088689713214,0.04202120650149127,Iris-setosa
+67,4.3663275369695995,3.047064537000668,1.4399718187354722,0.1766615912036711,Iris-setosa
+68,6.334854242085879,3.081814175759557,4.9265585542354655,1.6823445107821637,Iris-versicolor
+69,6.028988312994309,2.9095705538054766,3.8461540108162096,1.2533185880183821,Iris-versicolor
+70,6.569309310417646,2.9598482735987752,5.938770452683151,1.9064621550907375,Iris-virginica
+71,6.253518006767787,2.119515345469477,4.8219219952177585,1.5768619293803792,Iris-virginica
+72,6.794277578659235,3.290127607072459,6.477642820063573,2.380529904154109,Iris-virginica
+73,4.601257925018835,3.043621813574238,1.342072404881867,0.24399958174946026,Iris-setosa
+74,5.231221745313207,2.952384226377621,1.4375416981169915,0.1844923339232129,Iris-setosa
+75,5.742591859468013,3.901608328424646,1.7340330396737833,0.6616596190987161,Iris-setosa
+76,5.559011241498768,2.839093426902041,5.433980621261134,2.261122749536855,Iris-virginica
+77,6.5911835194697375,3.1051931391426772,5.337984258947086,2.0796631690302245,Iris-virginica
+78,5.892272953896799,3.310680485757494,4.506054589312751,1.507366241199584,Iris-versicolor
+79,5.089614786025447,3.323078919528982,5.2617742129704785,2.2034273506664923,Iris-virginica
+80,6.86061994512715,2.1854522541889443,4.73201170808363,1.1712480826307163,Iris-versicolor
+81,6.677760468174122,3.130466445027154,5.104216207837687,1.8301531082924867,Iris-virginica
+82,5.949628608250318,2.9039303223235935,4.76173577562722,1.6865733270833179,Iris-virginica
+83,5.138859773069478,3.497213376246667,1.8824505916559946,0.5275581331304233,Iris-setosa
+84,6.197144250919864,2.8254228073573855,4.087392142229293,1.3120193505304858,Iris-versicolor
+85,4.359557929995276,2.923029663017796,1.4011485543454447,0.08902254843644819,Iris-setosa
+86,6.347527640691494,3.191669934073203,4.66917675717743,1.6420415994873307,Iris-versicolor
+87,6.399686402195753,2.76312894509571,3.9406337319443345,1.1116434860320987,Iris-versicolor
+88,5.162170371150063,2.4220638568208397,3.619226038364884,1.1562163367953622,Iris-versicolor
+89,5.704356874386955,2.5166019466594136,5.015650150938943,1.5397610662915384,Iris-virginica
+90,5.8526314549890035,2.288407986144076,3.3685511188162054,0.8256607757288233,Iris-versicolor
+91,5.158281594768507,3.3926852595344994,4.899163032467511,1.8987627987804285,Iris-virginica
+92,5.124703588166284,3.4266237871250773,1.646468660916126,0.3720461794140666,Iris-setosa
+93,6.0723861400676755,3.193755057067396,4.549019361339344,1.6490178061408656,Iris-versicolor
+94,6.489942969353338,3.174109745334829,5.701900245144953,2.2257412006967887,Iris-virginica
+95,6.453450744658851,3.2191275828439014,4.9677564455991545,1.7574005105819108,Iris-versicolor
+96,5.640223091476398,2.64859098110617,4.196139548835055,1.1610649339959256,Iris-versicolor
+97,4.794324902478843,3.1958285472185928,1.538942739232212,0.26342201797198206,Iris-setosa
+98,7.574230633860178,2.97333482268704,6.50280684629459,1.9625047538189953,Iris-virginica
+99,5.222848357669232,3.863619064917842,1.508985930380651,0.424986840639322,Iris-setosa
+100,4.9860049577557755,2.915605703385745,1.452236564484208,0.12020241943729834,Iris-setosa
+101,4.534720029612272,3.553284835000375,1.6296207248944805,0.24814390633821143,Iris-setosa
+102,5.948422422708164,2.837045043584756,5.005034323120705,1.9415369826235478,Iris-virginica
+103,6.49332987806472,3.0274848206872242,4.823412497672759,1.422882161716897,Iris-versicolor
+104,6.22002670686093,2.7716829309883226,5.15340855089601,1.5313940833169026,Iris-virginica
+105,6.299774365300926,2.976315088983633,4.762133117106055,1.7714689354791593,Iris-versicolor
+106,6.47083440621574,2.5640905998721943,5.482657409734513,1.810330541071834,Iris-virginica
+107,5.52069746356924,3.61599389278269,1.607026563500304,0.158465047225836,Iris-setosa
+108,4.733409015456157,3.155486798885341,1.633532863819678,0.20664784874627037,Iris-setosa
+109,4.989905855682143,3.3412477216685534,1.4503731895239367,0.3437639455233541,Iris-setosa
+110,4.902095417809782,3.034572965132548,1.2021293645044673,0.11896500331691132,Iris-setosa
+111,5.522090379334067,2.4102816220631027,3.885554844952909,1.3241213191897854,Iris-versicolor
+112,7.156389101117034,2.5911731792104042,4.935604598536156,1.9669846680443142,Iris-virginica
+113,4.757183257282841,3.1825573440315207,1.2831154938745022,0.11368249308585837,Iris-setosa
+114,5.573261382408049,2.781868588092549,3.7564847720263574,1.3967243115207513,Iris-versicolor
+115,6.267290221583154,3.223592985833154,5.192455059227769,1.5343643265915028,Iris-virginica
+116,4.810704899185628,3.120172844287773,1.615103793446595,1.4456141117498096,Iris-setosa
+117,4.8183239393627115,3.2854005369995414,1.7132851135474783,0.18605299544291504,Iris-setosa
+118,7.156065550230486,3.0733506905207193,6.456874913854857,2.403812723765213,Iris-virginica
+119,5.8304204868568394,3.302971356107202,4.681102505259898,1.3159913225340323,Iris-versicolor
diff --git a/iris/tvae/0/10/test.csv b/iris/tvae/0/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/10/train.csv b/iris/tvae/0/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/10/val.csv b/iris/tvae/0/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/11/synth.csv b/iris/tvae/0/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..48ddf93e0e10cd3b58a7bd5470a0942de9cced83
--- /dev/null
+++ b/iris/tvae/0/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.948438688444799,3.027945392794449,5.60290571885594,2.241018270055908,Iris-virginica
+1,6.607163414656792,3.5663900446603845,5.8996776562938615,2.528084654319189,Iris-virginica
+2,4.885970408561949,3.7273030731320356,1.650607962024147,0.17243324993822862,Iris-setosa
+3,5.75908537078933,3.3656604910933168,4.662040618349843,1.9296511729204893,Iris-versicolor
+4,5.573404698277889,3.7563240942420646,1.6248300797511663,0.3521366437120994,Iris-setosa
+5,7.3833723273319585,3.91950497683052,1.7415109150767618,0.3975464891638865,Iris-setosa
+6,4.982569769750534,3.6579966688981456,1.4593077350000545,0.2783442696451309,Iris-setosa
+7,6.517279707407049,2.317522750836422,4.682448502466458,1.4347347010798341,Iris-versicolor
+8,5.133635287334292,3.564899198377355,1.3119012371772587,0.14046876199647285,Iris-setosa
+9,4.874306994260843,3.228967377547336,1.439831161237691,1.3596955883535444,Iris-setosa
+10,6.123370871128903,2.78186314559312,5.187980362420649,2.0595980095206183,Iris-virginica
+11,5.009069176270101,4.021613146526532,1.2913482502852813,0.024783893511470617,Iris-setosa
+12,6.598261868472005,3.20493790051803,4.543244864057888,1.1210744864867501,Iris-versicolor
+13,6.587918178032454,2.9154437347100206,5.324153343699357,1.7888962564285185,Iris-versicolor
+14,6.133321544124875,3.147470108030192,5.102613926154742,1.603134927814935,Iris-versicolor
+15,6.835147958284251,3.640648214424801,6.065699724312216,2.3995681873703862,Iris-virginica
+16,6.523312841024999,3.213955494299032,4.836131769542515,1.9486639689220413,Iris-versicolor
+17,7.063212577586823,2.9747003532363814,5.205557712751369,2.0463110546226857,Iris-virginica
+18,6.488846311794461,2.9570170501059945,4.712894379448102,1.5930863025974176,Iris-versicolor
+19,7.733234361325436,2.6268941541182844,6.883550605197838,2.1652383897079828,Iris-virginica
+20,7.79264079310876,2.711352584558989,6.621210035822229,2.3399585581664866,Iris-virginica
+21,6.237556969034731,2.8366553130380083,5.124641118138863,1.749095733345619,Iris-versicolor
+22,6.337355880930101,2.4969671172275785,5.634014323424987,1.5001818955739488,Iris-virginica
+23,6.2090648066687555,2.6975427068280187,4.002238838477416,1.0423324066399378,Iris-versicolor
+24,6.640594686978592,2.910772341072353,4.825994379164314,1.5815439434933038,Iris-versicolor
+25,6.69350177079688,2.792815498027562,5.234301848204569,1.7176450880143626,Iris-virginica
+26,5.987251909559156,2.3450868243112053,4.127857340597933,1.2771015467396674,Iris-versicolor
+27,6.079062297224346,2.825709597109492,5.038921582464704,1.6216237958323676,Iris-virginica
+28,6.116947657982416,3.0840695896215293,4.744294257599897,1.4097264171829706,Iris-versicolor
+29,4.99903427136733,3.2642043907760074,5.105208046778293,1.423104598034323,Iris-versicolor
+30,6.739131215559107,3.0283542419496245,4.834311254639427,1.6669171158616118,Iris-versicolor
+31,5.359379295700062,2.9415961086895437,4.7025189003672505,1.446971340870919,Iris-versicolor
+32,4.9133146661290095,3.0755561657398522,4.4689767882804805,1.2773855259693143,Iris-versicolor
+33,4.610698876999642,2.9112685121523416,1.1192181272891344,0.21931275029850295,Iris-setosa
+34,6.52866469990939,2.882753135434093,5.072349165236997,1.5584816698428998,Iris-versicolor
+35,6.346823349550583,3.42784330746875,5.714474678900228,2.3385535098646675,Iris-virginica
+36,4.541909795235804,2.6858678632411404,0.9842784346333673,0.20226633017119663,Iris-setosa
+37,6.137741880646354,3.965074979868343,1.6681353300625414,0.31282891732474655,Iris-setosa
+38,5.262687309142462,3.8728327336387385,1.3247417267311663,0.32365618971529286,Iris-setosa
+39,6.649720077189946,3.2579835000510675,5.107875360562267,2.4616983637713825,Iris-virginica
+40,5.527963259732234,2.0825203693967134,3.519598105475975,1.2259443026049275,Iris-versicolor
+41,5.306662896339108,2.3911060877759103,3.496470516686742,1.1799687828040728,Iris-versicolor
+42,6.128033666642981,4.020576582577938,1.5581607075690034,0.32604746806502977,Iris-setosa
+43,5.890605121922445,2.728421981240718,4.409886329979354,1.2363878044491443,Iris-versicolor
+44,5.986474843526756,2.7823863651037017,4.1312125634592025,1.3441668122907373,Iris-versicolor
+45,6.239972881539191,3.3270999504359686,4.787953152770393,1.3782413009628143,Iris-versicolor
+46,5.0546450721442024,3.109685764734963,1.2953965040222535,0.16525384673607693,Iris-setosa
+47,6.352440224464129,2.6493855421909465,5.12858144161727,1.69853230671949,Iris-virginica
+48,4.704305206301106,2.6414043510378824,3.9923112721961513,1.3462305483595904,Iris-versicolor
+49,4.677611317215191,3.1856353714478045,1.647252113784875,1.3356756130402845,Iris-setosa
+50,6.244982682256314,2.1692569767992476,5.063298212477272,1.412321261975178,Iris-virginica
+51,6.06114558896962,2.7271053481805603,4.489551433571525,1.0456871087120727,Iris-versicolor
+52,6.700890001040248,2.9781597848148973,4.81077139025839,1.964760444668783,Iris-virginica
+53,6.390267972227428,2.1662996523143114,5.2529809106083265,1.519450523302149,Iris-virginica
+54,6.230966596344218,3.09084540368778,4.6647188062041405,1.4400709287793991,Iris-versicolor
+55,7.249159684972967,3.2713552421978256,6.331187717120462,1.916875197619404,Iris-virginica
+56,7.475353666332295,2.9075980890749245,5.213214139928047,2.1032884793569044,Iris-virginica
+57,6.368919804561889,2.8106718520261023,5.626157808536436,1.3670288242309638,Iris-virginica
+58,7.124073305585979,3.68072705035244,1.733052087337719,0.5626521836242232,Iris-setosa
+59,5.030153283327755,3.7940199428064307,1.5571983715955329,0.2954846083210796,Iris-setosa
+60,5.8269852954767405,3.1046064827075184,4.996431212575658,1.8208362957794102,Iris-virginica
+61,5.894034915402195,3.552666516252097,1.5054239806505527,0.13871886730912222,Iris-setosa
+62,5.187525458635834,3.6566750411879836,1.590307111748812,0.41881861735906944,Iris-setosa
+63,5.218715438631965,3.6408549256551686,1.458069322082203,0.38821738100236247,Iris-setosa
+64,5.260598057710465,3.3669343405273056,1.2872065518730365,0.21352479266758503,Iris-setosa
+65,4.994934379013964,3.065877260807511,5.040216457006522,1.6733684242373796,Iris-setosa
+66,6.533569870870133,2.928010402824813,4.252640817337859,1.6324754110263224,Iris-versicolor
+67,6.796733112642764,3.1135438439017897,5.088258408831275,1.949926392250406,Iris-virginica
+68,4.815400924365434,3.3172623721666428,1.5093735535290407,0.001718956620831158,Iris-setosa
+69,4.551494072274088,2.8376784147609877,1.4922223692454,0.10861069285282524,Iris-setosa
+70,6.338635049886802,3.127965112142745,4.7418615472249765,1.4284694233872632,Iris-versicolor
+71,6.713841086514165,3.0585049279043437,4.616782180114643,1.3919214184254662,Iris-versicolor
+72,6.558839590387089,2.9728712019252153,4.993493509385642,1.5221139464398932,Iris-virginica
+73,5.388912221409492,2.6397650482074413,3.690374403527919,0.9675029805130909,Iris-versicolor
+74,5.140921688628939,2.942727303258097,1.2115090492363856,0.10013765623183907,Iris-setosa
+75,6.2710274621956765,4.21862310156854,1.5265702431719657,0.32324401072137715,Iris-setosa
+76,5.329970481290279,3.214614044764812,1.2411874123817541,0.21738858035197497,Iris-setosa
+77,4.101633158212165,3.1713178649815554,1.334818125932191,0.2182914476359322,Iris-setosa
+78,4.61477243513948,3.0657840258571434,1.3408810504681008,0.2443311921373069,Iris-setosa
+79,5.158513876753409,2.7875472003738575,4.585809848171215,0.985302231960207,Iris-versicolor
+80,5.296693762582718,2.6230628199563673,3.6954380653431933,0.8408971425369992,Iris-versicolor
+81,5.398652212505958,2.981325111560566,4.732111194296455,2.0685604235693056,Iris-virginica
+82,5.022875427268159,2.9612259021763663,1.4098235771913796,1.3859260677793972,Iris-versicolor
+83,5.625365554595956,3.786003017839448,1.34521681324424,0.28911406588184696,Iris-setosa
+84,5.689487131879607,3.2557694989778145,4.847396525605432,1.5777014491087578,Iris-versicolor
+85,5.380249749126124,2.5574501598950032,3.5934263131628743,1.3919111199741736,Iris-versicolor
+86,5.618262835858655,2.8208843608117036,4.534694503394508,1.5530055728575658,Iris-versicolor
+87,4.607087388363663,2.9087534177841654,1.4267162886293605,0.13935931406682883,Iris-setosa
+88,6.326026064262912,2.646916593747526,4.821478058775029,1.4832070549829248,Iris-versicolor
+89,4.750013325869635,3.3669123929301694,1.5040456361964412,0.26698166903756365,Iris-setosa
+90,5.71462313261348,2.5725142792331046,3.3541195541395448,1.2460885383049947,Iris-versicolor
+91,6.241994837632744,3.324095827774178,4.476227325532479,1.7689826763767422,Iris-versicolor
+92,5.245990671112909,3.389258300381977,1.343977897643787,1.4478865949153477,Iris-setosa
+93,5.0071031247172,3.415402476886143,1.5629220935976726,0.4892851072612522,Iris-setosa
+94,6.014525542198342,2.936562845647779,4.33655722559179,1.1101782510910152,Iris-versicolor
+95,5.072039701454416,3.4003255398290584,1.6798066521058594,0.2690709794320602,Iris-setosa
+96,6.179242566851685,2.8932600497693417,4.377828330932987,1.6230025537194552,Iris-versicolor
+97,5.610753488201151,2.5768527199579085,4.349490211410405,1.1770843798484472,Iris-versicolor
+98,6.61796275603177,2.935979811695788,4.996063989254996,1.933352243681362,Iris-virginica
+99,6.716666382166702,2.835154233489966,5.752610555630087,1.8581836508600251,Iris-virginica
+100,6.377496231622059,2.655634629831956,4.801359720790606,1.6524752434944436,Iris-virginica
+101,7.372945928310955,3.6540814398432246,6.251216318021355,2.044574310431125,Iris-virginica
+102,4.6331275821211335,3.063035912081267,1.2169947198043922,1.4220023050777038,Iris-setosa
+103,6.736068775212737,3.1954034462469587,5.733529902481302,2.332382131982379,Iris-virginica
+104,4.993846552184956,3.6133793286885405,1.8354254564751886,0.19836633874880277,Iris-setosa
+105,7.814719112114727,3.028722541607614,6.289437991859148,1.8612021312040483,Iris-virginica
+106,4.768601179430963,2.794456433920758,1.2198222650780766,0.13405454714357976,Iris-setosa
+107,6.671275137604569,3.3054485277081738,5.40215085365044,2.5598093738819685,Iris-virginica
+108,7.876369885562769,3.682048804185025,6.195804113868527,2.2406596749654932,Iris-virginica
+109,6.1451153805100365,3.1914371498304726,4.499743032242663,1.6679008524632326,Iris-versicolor
+110,5.3390414862284725,3.4993144086043646,1.6294232224492458,0.28149471331617076,Iris-setosa
+111,5.89766861265416,3.071657125042241,4.962764563116126,1.8429362827723548,Iris-virginica
+112,5.209130785166985,2.81963042991087,4.468563817114157,1.2934754311742496,Iris-versicolor
+113,6.189641651303644,3.148713425659384,4.662769770426059,1.286207019033739,Iris-versicolor
+114,5.811455916929549,3.0069374941663143,4.292646352657437,1.3295724233748534,Iris-versicolor
+115,5.707478465819835,1.9864019520218872,3.401223729606283,1.2180411582717983,Iris-versicolor
+116,4.854944490702418,3.091290650615665,1.5865162189199278,0.14864918876254216,Iris-setosa
+117,6.236633514680394,3.158200602449902,4.581424781661392,1.7363195611384636,Iris-virginica
+118,5.540496180663603,3.015260945618958,4.254904075550972,1.2192842343804946,Iris-versicolor
+119,5.216098596565212,3.7645707106995,1.622447189775373,0.251483643604091,Iris-setosa
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..ad92d511b5dd1e7ca430e4ac805a2891eb01ce7d
--- /dev/null
+++ b/iris/tvae/0/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.419766945459101,2.966920711610989,5.121333993204782,1.5763130756556984,Iris-virginica
+1,6.279759742903973,3.2176244261479106,5.12620755489988,2.407698891161223,Iris-virginica
+2,5.634170553167539,2.384734066046115,3.1316724431517518,1.0900683026175395,Iris-versicolor
+3,4.989203256481055,3.624610313008589,1.7104137748489576,0.22579781455861758,Iris-setosa
+4,6.933332418601063,2.5073147165905274,5.366200750254504,1.87803038398823,Iris-virginica
+5,5.899371109268776,2.988297384849132,4.725088495964075,1.8832663606877533,Iris-virginica
+6,5.151498326723762,3.287071013011378,1.7855275923807041,0.46226392189864884,Iris-setosa
+7,4.897959330184602,3.0008599425530234,1.4265511568879887,0.07585719357193774,Iris-setosa
+8,6.296927438138925,3.147487509582885,5.029122625223949,1.8531791365402732,Iris-virginica
+9,6.288882503955323,2.3028083737486487,3.4998549557387117,1.0082975730985386,Iris-versicolor
+10,4.645876203939706,2.915100544140614,1.494766154253268,1.4390430583210985,Iris-setosa
+11,4.806659939448937,3.1197146092225423,1.4746287094962292,0.1628611490053896,Iris-setosa
+12,7.0737380062890995,3.3787640949828632,6.241129041527873,2.210634486281881,Iris-virginica
+13,5.869751055695086,2.602874576241349,5.305446054409228,2.2123473958247137,Iris-virginica
+14,5.305061568025364,3.4101014993381433,1.3834070436336903,0.262339627944259,Iris-setosa
+15,6.680294332946229,2.4873646830777054,4.755700742615454,1.6545520303131727,Iris-virginica
+16,6.625977024206063,2.3892632265213347,4.919047358198335,1.3347551326144556,Iris-virginica
+17,6.1842905690631165,2.8995324005164114,4.773013008555549,1.5794337652733603,Iris-virginica
+18,6.51737480510757,2.2804837299855016,5.356981476911982,1.6655602176436248,Iris-virginica
+19,6.681851785460791,3.0078313943374746,4.543022018443114,1.643829983733823,Iris-versicolor
+20,6.761054761309935,2.9667236197903435,4.910879174521681,1.5314809111410685,Iris-versicolor
+21,6.791598243495445,3.2573670350483597,5.495631943938747,2.186004328200645,Iris-virginica
+22,6.49475217384117,2.730426419815104,4.739295250042785,1.8674237651685788,Iris-virginica
+23,6.421278421825592,2.890334363672733,4.15639115097,1.1260179357844828,Iris-versicolor
+24,5.811651244017617,3.250024319956371,4.75098630329445,1.6592220273973588,Iris-versicolor
+25,5.584135240094943,2.99790394582449,4.486582658897409,1.240735263350972,Iris-versicolor
+26,4.881479469513091,3.4666517071167924,1.5505904982686463,0.24039427085134688,Iris-setosa
+27,5.443391760742878,2.9845466167016323,5.544899301772098,2.2384549672178355,Iris-virginica
+28,6.086324162879381,3.1229093774406596,4.1519570988770855,1.605136614341958,Iris-versicolor
+29,6.105678054780244,3.1669243379989487,4.6854542693128955,1.5831114572954654,Iris-virginica
+30,4.616073332484585,3.0298111439336437,1.7527324889881302,0.1948707431495061,Iris-setosa
+31,6.825672047358787,2.9038605464037706,4.315236772707857,1.2106291690122508,Iris-versicolor
+32,4.582475211853898,3.059920484736073,1.1690995143732166,0.1781965837313432,Iris-setosa
+33,6.165377969104408,3.1700062288628335,5.437365141428157,2.215099360832161,Iris-virginica
+34,5.460006595328009,2.347051407936986,4.236436399866855,0.9676559983586933,Iris-versicolor
+35,6.784502943710449,2.9740316501002577,4.7278039967471495,1.6692157385225093,Iris-versicolor
+36,5.340668215017983,3.913107267090103,1.4686385368008434,0.41223447245464523,Iris-setosa
+37,5.480298848173971,3.665404189098162,1.628743866878209,0.34978086997062463,Iris-setosa
+38,6.660486083557489,2.9989894158001777,5.54580758997698,2.070417954025759,Iris-virginica
+39,4.9779595602075455,3.5284867476303776,1.3798191139572653,0.20778282606680815,Iris-setosa
+40,7.229822365415352,3.1411263293271086,6.486925689173878,2.265208230013351,Iris-virginica
+41,5.5124532010486815,2.0953565841526096,4.197305521165981,1.2327784259203443,Iris-versicolor
+42,4.953829301536221,3.2261127770383644,1.4612044244857307,0.24554624692230795,Iris-setosa
+43,5.793152832997593,2.471045038440473,4.39091217358792,1.2094370351702537,Iris-versicolor
+44,5.558754231820769,2.4435711797741204,3.64678524823829,1.0702423664768934,Iris-versicolor
+45,7.468617553218284,3.583293302507105,6.35012607002319,1.99728550096855,Iris-virginica
+46,4.983910294636378,2.917739466256701,3.9847439275953036,1.7162350777723079,Iris-versicolor
+47,5.255300848688682,3.701046835090625,1.7294816289262145,0.37659670571103465,Iris-setosa
+48,5.033464810998326,2.622450966317337,4.027295345154611,1.596105896351512,Iris-versicolor
+49,5.55344894715582,3.6232593773198505,1.4421159908695584,0.25601186606420745,Iris-setosa
+50,4.897957786441631,3.29048580646288,1.397176648770198,0.41611414418002246,Iris-setosa
+51,5.312842870800087,3.002568436256271,1.2798709157418684,0.15249274100096133,Iris-setosa
+52,6.082668450785094,3.2520620583777426,5.598610870089541,2.1950342800863893,Iris-virginica
+53,5.787466757700208,2.841660890793592,3.623577996810745,1.1757860174417232,Iris-versicolor
+54,6.576901832233273,3.2780313505248886,6.048810828447552,2.1918077470700315,Iris-virginica
+55,7.175846547626293,3.376393194377855,6.304321343456955,2.301538867980207,Iris-virginica
+56,5.158995661452362,3.6062597278871245,1.4108185500036696,0.2486042222697712,Iris-setosa
+57,5.28478037220299,3.4738950677178764,1.5890726221210338,0.2580486036319843,Iris-setosa
+58,6.239993411491409,3.056866538253375,5.056354683651349,1.3133951131005235,Iris-versicolor
+59,5.459354331626839,2.8993288900367746,3.7841847050258943,1.0663280595375462,Iris-versicolor
+60,4.9613130466948325,3.341136732179179,1.597623509276899,0.16033978507339453,Iris-setosa
+61,6.938519018420109,3.335816618691961,6.659170620607259,2.3789929630205946,Iris-virginica
+62,5.6454493980792,3.0322726345106803,4.3966474890772655,1.7249403020780951,Iris-versicolor
+63,5.2173751363468,3.372398649999502,1.6271087246284321,0.29067183960678405,Iris-setosa
+64,4.411820195369039,3.0617506059259396,1.5464317232953873,0.1463787049836723,Iris-setosa
+65,6.235083637797641,2.3961960209734143,5.240547675649532,1.2745355921707728,Iris-versicolor
+66,5.317071068294542,2.971178016931011,4.4485475306540385,1.2154152265457585,Iris-versicolor
+67,6.554129720303484,2.9123089354178027,5.3538345683747,1.6811410310231574,Iris-versicolor
+68,4.624322668013315,2.8961811936599147,1.4263858010944714,0.0950082229485327,Iris-setosa
+69,5.106826266620093,3.701870342230601,1.5239149179791849,0.3583306149031364,Iris-setosa
+70,6.355087421388681,3.056852355614336,5.0704251360183585,1.8672896929088503,Iris-versicolor
+71,6.6294856830596025,2.711192017183597,4.971443561680916,1.950748955447352,Iris-virginica
+72,6.629124517802426,2.4868804135366247,5.126494972280403,1.6156146330647136,Iris-virginica
+73,5.954807082450897,3.0421757684934962,4.999173220025925,1.995352898308675,Iris-virginica
+74,5.322806157308452,3.2464163773162245,1.5034160975626616,0.3447734179703516,Iris-setosa
+75,5.383707248212462,3.463653079315352,1.3586018699918443,0.2893060067765172,Iris-setosa
+76,5.062443401681698,3.37564374849285,1.6461587560835342,0.30644625039531354,Iris-setosa
+77,6.525982067668925,2.520326482626376,4.551696141227231,1.4147567455443193,Iris-versicolor
+78,5.420622341591079,2.9345161992801385,4.6965589805938155,1.5078340844442693,Iris-versicolor
+79,5.1469143980191205,3.1572368648030293,4.802306151799751,1.8202065602256872,Iris-virginica
+80,6.142338694859426,3.03197408939535,4.776426270161785,1.6458673037330733,Iris-versicolor
+81,4.783555811284151,3.5156281118491925,1.3701432970301437,0.13103443518876062,Iris-setosa
+82,6.245219190758215,3.2901523202912193,4.78430481167843,1.6560661566224275,Iris-versicolor
+83,6.271952770565599,3.0660079368162454,5.081128435953837,1.6458861890897356,Iris-versicolor
+84,6.921629777122504,3.2222504638336997,5.936261908788499,2.0609948962316613,Iris-virginica
+85,5.054373955617352,3.319913718765515,1.6678783719457184,0.6102974276169604,Iris-setosa
+86,5.636754185497411,2.3296085432500124,5.230289754483737,1.5237811510111694,Iris-virginica
+87,6.379781965559992,3.2462844147268104,4.803024302974841,1.6013641602665607,Iris-versicolor
+88,6.153195829812535,2.6560011317377534,5.007145526993879,1.8084740932605743,Iris-virginica
+89,6.049401720395589,2.8881770466890204,4.676956486289412,1.4287601701200614,Iris-versicolor
+90,6.333326691284364,3.2273334761103185,5.152717598117623,2.0464590269335226,Iris-virginica
+91,4.343120164595479,3.0621406221712815,1.1211097702962138,0.1459219899353255,Iris-setosa
+92,4.8636988119457865,3.4661866698526382,1.439710424437369,0.20934266294354456,Iris-setosa
+93,6.427381279571524,3.1363832182684295,4.578208488752904,1.6682522456163384,Iris-versicolor
+94,5.4968115156819035,2.426796112342758,3.4745832630897886,0.8939253304166536,Iris-versicolor
+95,6.045037911023253,2.768594066562871,5.267336953279052,1.9902794112626228,Iris-virginica
+96,5.637935405505106,2.4929772814927444,4.325986011794162,1.2038177144458033,Iris-versicolor
+97,4.924338530439401,3.3784755980724728,1.5574739981642398,0.21909597368583403,Iris-setosa
+98,6.772032924193034,3.0021674294601466,5.602252334162788,2.0393810381792417,Iris-virginica
+99,6.462064519328869,3.0429606875562607,4.845402050876217,1.8525527258053014,Iris-versicolor
+100,5.712768440435315,4.351120282922322,1.5335955102972203,0.22536646781689318,Iris-setosa
+101,6.153092444636205,2.6148106967589455,5.04838472116016,1.3828993793099695,Iris-versicolor
+102,6.998376480833726,2.860729839775449,5.426926215988045,2.0466619212800863,Iris-virginica
+103,5.247774183976261,3.22021183526629,5.208972575507193,2.1059833042882525,Iris-virginica
+104,4.769432542545778,3.668426486356532,1.6471305600024446,0.20454930344158156,Iris-setosa
+105,5.253957162038394,3.855213541935014,1.747003236602933,0.2726762162729251,Iris-setosa
+106,6.767041052407773,3.034781987010051,5.868705356591299,2.360578407870358,Iris-virginica
+107,4.882217562938636,2.8940572104652147,1.322909106060517,0.07193447737584935,Iris-setosa
+108,5.483787799979726,3.228078934667786,1.498571455315844,0.0827330542768667,Iris-setosa
+109,5.799065783588036,2.8067129420266372,4.540596609303822,1.4616754676376738,Iris-versicolor
+110,7.0416317799369015,2.895527595562856,5.202986075733024,2.156825352605426,Iris-virginica
+111,7.653239445199639,2.776327676043592,6.308694559141687,2.1244511784444016,Iris-virginica
+112,6.642807279435938,3.0756703429933268,4.688248651665742,1.5836715255332132,Iris-versicolor
+113,6.637555580858655,4.345287618533439,1.558121248063883,0.3946992430753686,Iris-setosa
+114,6.433316492028018,3.2037814958777706,4.918286892639636,1.5738713616399465,Iris-versicolor
+115,6.0629847843045965,2.986205351093607,3.9364695467816597,1.244087742580513,Iris-versicolor
+116,5.039044132860577,3.7161940906443816,1.7082703632925504,0.38425852667762433,Iris-setosa
+117,6.530662258325439,3.065185497783239,4.478141477318844,1.4646634021469085,Iris-versicolor
+118,4.390392172087799,3.0468884940286203,1.307742020083675,0.1792482972358685,Iris-setosa
+119,5.914831813344356,2.4150240211929828,4.939085168419502,1.6294530640272227,Iris-versicolor
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..8375ab9ff4c6dfe628808033c070f01fec51395b
--- /dev/null
+++ b/iris/tvae/0/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.383110119729594,2.773386652505089,5.150746029933329,1.7104513639653174,Iris-virginica
+1,5.1844155919416,3.4415590548962163,1.2518354635265692,0.21011602473952315,Iris-setosa
+2,6.6514964856153,2.8194673269589527,5.038427829117465,2.193326978854937,Iris-virginica
+3,4.711675145048558,3.1091530029330805,1.5882935263142761,0.29762088196687736,Iris-setosa
+4,5.487766520742343,2.0693256988194433,4.420053740590155,1.195364856538691,Iris-versicolor
+5,5.823489841460086,2.515234911447644,3.60655800164332,1.2197596407268296,Iris-versicolor
+6,5.677547892659996,2.761947815756817,4.262546546612675,1.403538521623452,Iris-versicolor
+7,5.309668727165735,3.3643652335155094,5.336856576495263,2.2071712408909234,Iris-virginica
+8,5.197298087475627,3.2104402240359358,4.5353649413297354,1.458199929960092,Iris-versicolor
+9,4.933691068224163,3.191370150399569,1.3238055050008946,0.20423435875791063,Iris-setosa
+10,5.130504593676994,2.468765621485205,3.3329229443950967,1.1065641908468868,Iris-versicolor
+11,5.731547779399148,2.4136044356582325,5.452743907513661,2.0994036929413,Iris-virginica
+12,4.83692161140957,3.374921600955159,1.3436241770057646,0.19948646396381486,Iris-setosa
+13,4.762244677541523,3.2531410736930977,1.4810720175821424,0.2015698428139906,Iris-setosa
+14,6.655984438024354,3.080607935398595,4.75588295005322,1.5108621620978777,Iris-versicolor
+15,6.815617936200683,2.8025833943815917,4.777520991903039,1.5383934758928552,Iris-versicolor
+16,5.079759107153703,3.221270350931125,1.3229537252936119,-0.01110884109138266,Iris-setosa
+17,5.153556422269288,3.0715286019758903,1.7162765097143997,0.1659878292261791,Iris-setosa
+18,5.134187673903792,3.8844478095656827,1.359149302640469,0.2429771753669471,Iris-setosa
+19,5.037646554830452,3.2396749523854513,1.4934213285742968,0.10873255966036283,Iris-setosa
+20,6.14697653611681,3.143507210504334,4.738422509993476,1.6397667269540084,Iris-versicolor
+21,6.005254935300937,4.013158810935084,1.973051329059103,0.41299376202142357,Iris-setosa
+22,7.385765166810384,3.3230530195709034,6.398965829535761,2.0649198349214384,Iris-virginica
+23,6.323603049344727,3.2186247810367994,5.232368334582672,2.2092315240617153,Iris-virginica
+24,5.124312523214383,3.13549570446168,1.6509418608626674,0.3186685769754822,Iris-setosa
+25,7.28974475661803,3.2126431325492693,6.254007298617859,2.307244613726044,Iris-virginica
+26,5.6611268910029455,3.1547923836788776,4.277092102767087,1.2664287061256057,Iris-versicolor
+27,6.507783205895106,2.929794383636545,4.786127400813966,1.5996337830292249,Iris-versicolor
+28,6.6026702364204075,2.670221552347181,4.949131805414528,1.900688773652253,Iris-virginica
+29,4.892032065344618,3.667188650632755,1.5143090278438014,0.11330167687428178,Iris-setosa
+30,5.735024619415484,2.6167189448857746,4.1253796016157676,1.2406438298700513,Iris-versicolor
+31,5.269254551477496,3.21982113331567,1.2647907336078152,0.3028309084181644,Iris-setosa
+32,6.032943372546681,2.894979161925371,4.4729973358362205,1.3594624588415813,Iris-versicolor
+33,5.04386220242004,3.341455060713828,1.5843948299623194,0.22581114666308208,Iris-setosa
+34,4.983797597390205,3.164142066826562,1.113258549816129,0.27172397886303984,Iris-setosa
+35,6.643616016862374,3.374682970611025,5.009101525386203,1.449943325962168,Iris-versicolor
+36,5.3284051579101614,3.9685069474852166,1.620431018832409,0.26981497290007483,Iris-setosa
+37,4.866242325769059,3.392205493163459,1.5667663198691208,0.34079565731250594,Iris-setosa
+38,4.820594646927161,3.51698872940942,1.7911272948409134,0.3843744200658195,Iris-setosa
+39,7.768036457733908,3.417059862746874,6.954793402515914,2.0912588891972583,Iris-virginica
+40,5.774529618947096,3.04595825981764,4.200816873785176,1.3547502547406816,Iris-versicolor
+41,4.796539545473737,2.9607403505071153,1.4045815385759068,0.2480238426298485,Iris-setosa
+42,5.173031520324883,3.4736301712353743,1.5424684817701348,0.3322790227872762,Iris-setosa
+43,6.2426628938496505,3.09258929348006,4.918177786084423,1.710207277500579,Iris-versicolor
+44,6.351791473574058,3.1066997061753634,3.878165896074258,1.3193934210199696,Iris-versicolor
+45,4.481060873668772,3.4409051328465834,1.2057612909759827,0.27560744271150034,Iris-setosa
+46,4.6475669975064156,3.0141790398814963,1.7644248722225604,1.0595035769010104,Iris-setosa
+47,4.82375145133165,3.062274785095241,1.4589899768997394,0.14767842972262277,Iris-setosa
+48,6.326159727413249,2.9927006335469675,5.343058214771927,1.9744515078587774,Iris-virginica
+49,6.407284463394325,3.1711529976040285,5.196102610050517,2.146965900246898,Iris-virginica
+50,5.28035159164122,3.145573897556871,1.3953838428936498,0.25803150956689247,Iris-setosa
+51,6.239951788915613,2.843553185145526,5.19294586653799,1.3645252543722564,Iris-versicolor
+52,5.841197948123449,2.366662142135513,4.064798850810986,1.3043292153697839,Iris-versicolor
+53,6.32276175202419,3.009693111053592,4.848414550747503,1.5767459448707035,Iris-versicolor
+54,5.663868293300252,3.173043383409401,1.3573101889269232,0.12334069241429785,Iris-setosa
+55,5.068029761011484,3.419367485109884,1.6668236685038258,0.3775093282318533,Iris-setosa
+56,6.7633018434708765,3.202861886280534,5.185222144217696,1.9317609007627843,Iris-virginica
+57,5.1478525096717815,3.1055217256347745,1.2940378386056348,0.35956053703432,Iris-setosa
+58,5.085525634734402,3.256845054666191,1.6173257626770623,0.2789235475357138,Iris-setosa
+59,6.155919531402736,3.2843121317590045,5.066327814840379,1.7490690544338496,Iris-versicolor
+60,5.525810209605816,2.604903201012157,3.8086790040093685,1.246630709060614,Iris-versicolor
+61,6.496797004963112,2.50390081975636,5.1766052324727125,1.5934131002729746,Iris-versicolor
+62,7.5491963333665035,3.458020173550328,7.113130675281154,2.2206218657501813,Iris-virginica
+63,5.086248598901175,3.351302302400815,1.6041448653304176,0.42804188236092844,Iris-setosa
+64,5.91346142439196,2.5986958073353668,3.864263982391109,0.984598072276594,Iris-versicolor
+65,5.07897459124666,3.587971909301065,1.7802895308777067,0.2933234197981907,Iris-setosa
+66,4.5231294527258195,3.117241160064373,1.3322421114256269,0.18988111221059256,Iris-setosa
+67,5.178014970366873,2.741396725713745,4.161906725540608,1.4690379672789773,Iris-versicolor
+68,7.541880027657456,3.092075693765904,6.416855960304553,2.2421617405700225,Iris-virginica
+69,5.444030845957538,3.3323365152430315,5.646520681483047,2.2614268133598685,Iris-virginica
+70,4.950741225546093,3.2509771813176993,4.812770515939706,1.5298738170843909,Iris-versicolor
+71,6.285539873542143,3.015326757421812,4.978286586454206,1.441879359629251,Iris-versicolor
+72,4.915567194483341,3.369372457667312,1.5074782738656294,0.06456189787502542,Iris-setosa
+73,6.470277587770116,2.981774822791063,5.655170276966893,1.6957007833797146,Iris-virginica
+74,4.87940516672614,3.180676801493235,1.6185190761145256,0.1503546936122942,Iris-setosa
+75,6.704001742738941,2.929440051604054,4.265157166373835,1.5608175574554952,Iris-versicolor
+76,5.838380597699743,2.7540937997433814,4.226357586752874,1.0933064190542152,Iris-versicolor
+77,6.294566941440722,3.109427211456566,4.489655531827737,1.357710092820674,Iris-versicolor
+78,5.515814333351067,2.557446195739242,3.14128059820946,1.275667635042563,Iris-versicolor
+79,6.376443135305559,3.174153108486112,4.6249509124013395,1.641307408017865,Iris-versicolor
+80,6.390692263363348,3.2674671691690285,5.215505727071155,1.435786443875711,Iris-versicolor
+81,6.128231808179879,2.9347204587936067,5.125185854395066,1.771082725918803,Iris-versicolor
+82,6.162506797901383,2.873702067701204,5.291289272168961,1.7796221844034532,Iris-virginica
+83,4.953421789312258,3.152485528011857,1.513394757126959,0.07952600403742363,Iris-setosa
+84,5.593026145902489,2.4435389450240095,4.1025855697185065,1.0517484361930427,Iris-versicolor
+85,7.215590350215303,3.8460913868543085,6.465270444599684,2.3177161364115957,Iris-virginica
+86,4.435516354621455,3.12520046152811,1.4429316654485693,0.12979330280284979,Iris-setosa
+87,7.033292182971273,3.268290672841099,6.09140925097728,2.2888308712484884,Iris-virginica
+88,4.936112364936429,3.4117866300279185,1.442942565131768,0.20112350423631592,Iris-setosa
+89,6.240154401962409,3.113899279142145,4.688599177993699,1.2439284651408444,Iris-virginica
+90,5.811032312927499,2.9847412415782375,4.480176563056533,1.5581074974904514,Iris-versicolor
+91,4.798608598920049,3.0693753831529555,1.3782359379821107,0.2109630864294787,Iris-setosa
+92,4.745216336532998,3.076075466066201,1.5006630632549611,0.17668415146472247,Iris-setosa
+93,5.036902027032965,3.1936710861455624,1.2594248242311474,0.06255207641394,Iris-setosa
+94,6.43004859597027,2.759408702067,4.4107184521217615,1.2096245944675157,Iris-versicolor
+95,6.191095443605266,3.173067948700707,4.241952735655097,1.5028728086091498,Iris-versicolor
+96,8.191407097426499,2.618039766479572,6.930353983298785,2.1097184115588705,Iris-virginica
+97,6.098323049419827,2.8550508676891035,5.399460678166788,1.6567313894000901,Iris-virginica
+98,4.561647831619149,3.1843872778589786,1.6352438967550533,0.06442640031650199,Iris-setosa
+99,4.611859855643772,3.206082662071872,1.3915161468232138,0.19493882893842016,Iris-setosa
+100,4.232741638731596,3.0077020806642336,1.5740405418022296,0.24207450703479744,Iris-setosa
+101,6.2626594922082015,2.882129915403678,4.365351342381652,1.4805316330198859,Iris-versicolor
+102,6.474801468323199,3.3628166509893322,5.703912979255671,2.427671476019869,Iris-virginica
+103,6.411956434442578,2.7972881971825587,5.1774427288109335,1.9385729089300783,Iris-virginica
+104,6.703428192021489,2.768176537908813,4.731716639350956,2.145627516199207,Iris-virginica
+105,4.732411057174116,3.0679171240067835,1.4651051745382364,0.10896553737294512,Iris-setosa
+106,5.9631192623282505,3.4241689805006947,5.314077698057688,2.1720383538395382,Iris-virginica
+107,7.023002969740812,2.469030181637785,5.573297989165758,1.9482279784730383,Iris-virginica
+108,5.847390820778673,3.273394692326315,4.749110812229207,2.0452108351959053,Iris-virginica
+109,4.919363921695036,3.232402884862997,1.5600874754283545,0.12317985966861722,Iris-setosa
+110,5.148736198426169,3.2709990927906336,1.4184149917646203,1.6256043765982944,Iris-setosa
+111,5.8261230463723495,2.8440779448887703,4.665859229639332,1.4912374622499143,Iris-versicolor
+112,6.202996303928608,2.432768289048596,4.892720801395596,1.7736610730800966,Iris-virginica
+113,4.893915865003254,3.1650698598403664,1.5518782523224055,0.13554053464007773,Iris-setosa
+114,5.162683852824873,3.3074662120794245,1.3913221879426578,0.2815500918693959,Iris-setosa
+115,6.392391488044436,2.547394296301074,5.533457464805306,2.026262454039167,Iris-virginica
+116,6.595838615174231,3.4035435212403655,6.310226213519329,2.423104339464974,Iris-virginica
+117,6.798895552136168,2.8599574759815543,4.859638346744792,1.44284134158663,Iris-versicolor
+118,4.803792724033289,3.3476166177593387,1.5539760908270392,0.20496743659349248,Iris-setosa
+119,7.946003225405299,3.200846344812275,6.378117111777969,2.279693803260591,Iris-virginica
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..d6a14d6f327366bc26fb24b09ac11b8ef6086331
--- /dev/null
+++ b/iris/tvae/0/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.324322007409619,3.9710528287396163,1.6578780814971328,0.43469378714250695,Iris-setosa
+1,6.169248105915661,3.1576590635586035,4.586988973000126,1.5590963859697582,Iris-versicolor
+2,6.532357008917492,2.872581836191194,5.312843924654211,1.921787685612904,Iris-virginica
+3,5.008132973382732,3.336143553181122,1.1807093265514297,0.1992926608041102,Iris-setosa
+4,4.420573705747994,2.920806218393936,1.5456309683962413,0.10087235474965217,Iris-setosa
+5,6.206811505333975,3.084192872648206,4.836029449573543,1.2539950934144057,Iris-versicolor
+6,5.980308439889214,3.2260183249450414,4.968243565856287,1.3919158147478148,Iris-versicolor
+7,5.269389366197649,3.5724558635259003,1.6061662071788598,0.5275864109252121,Iris-setosa
+8,6.3033971699514515,3.078645096975851,3.957709606514851,1.2884351781367271,Iris-versicolor
+9,5.074405895848727,3.323290393215044,1.3114707576296796,0.21104399548847302,Iris-setosa
+10,6.482842536313346,2.9606742874934104,4.632368087226589,1.6966269708351884,Iris-versicolor
+11,5.61854390098593,4.0395037347247245,1.941880000664746,0.38249684273354123,Iris-setosa
+12,4.236746214031437,2.907538676503355,1.2727160930359462,0.13251626027457092,Iris-setosa
+13,5.1816710641321135,2.4869490818615194,3.53996207764873,0.991509701197529,Iris-versicolor
+14,4.907609297973304,3.411023096201723,1.3395449919655658,0.14634306522838916,Iris-setosa
+15,4.641895413540686,2.9578022859614053,1.2187122760467113,0.21554448475403587,Iris-setosa
+16,7.148323731323639,2.5988006844649747,5.232344633465481,2.0886921397330562,Iris-virginica
+17,6.533676508993207,2.9985286169185743,5.115718104615708,1.7343211148415447,Iris-virginica
+18,6.304610490088011,3.146937137974623,5.022026133693066,1.9901222039816242,Iris-versicolor
+19,6.2225596832488534,3.4110111379612342,5.660299090741975,2.4201481202460453,Iris-virginica
+20,4.475888487221609,3.1664829287950362,1.3664289545418418,0.15999996532868063,Iris-setosa
+21,5.596804299088103,2.796844010764616,5.233861390231933,1.7225044036147954,Iris-virginica
+22,6.2660585203528445,2.4298077551541595,5.80342207352152,1.9896587986526098,Iris-virginica
+23,5.106755485998788,2.8184829369888758,1.3947127174098501,0.019835713396945398,Iris-setosa
+24,5.729574361117372,2.537226123038215,3.8081573765597776,1.328625039042832,Iris-versicolor
+25,4.8938470912957435,3.291186709208225,1.2846531033317043,0.21014118081990374,Iris-setosa
+26,5.872606307383807,2.5412387771391898,3.579322289686985,1.5398001748842851,Iris-versicolor
+27,6.262499919815321,3.078170973617058,4.817340199533981,1.495773944479472,Iris-versicolor
+28,5.517411915847039,2.3987704790812274,3.8969483297564147,1.3971421983482193,Iris-versicolor
+29,6.470725015779145,3.218944657540724,4.565753009693515,1.733000744090473,Iris-virginica
+30,5.402058759984043,2.7189959686735046,4.614188317909442,1.1399806277270161,Iris-versicolor
+31,5.414322572593305,2.086468538958392,3.5787643665632203,1.0887393332288486,Iris-versicolor
+32,6.588062924586253,2.713443134629635,5.094637341963625,1.7090432092293704,Iris-virginica
+33,5.451493119807039,2.8884679850789,4.542007877146023,1.2601658078162363,Iris-versicolor
+34,5.089383117819239,3.556427531793502,1.5630375944375268,0.17298965112546752,Iris-setosa
+35,4.652947651897517,3.040837388146055,1.1357864987330815,0.1648548824456822,Iris-setosa
+36,4.462504791417174,3.156134311767526,1.3024071772119035,0.22655090011293588,Iris-setosa
+37,4.5244631423814905,3.2947955553729438,1.6102876531547814,0.26084191645909127,Iris-setosa
+38,4.646564666335107,3.083181833475269,1.5774342359589248,0.16856937580782064,Iris-setosa
+39,6.5857457606502665,2.769308984404104,4.484812777345516,1.425053780502317,Iris-versicolor
+40,5.1944626625290145,3.5744894359639954,1.4228377044841485,0.294716177519612,Iris-setosa
+41,4.9060523167548995,3.4660256314256963,1.13524417311777,0.21123843146814625,Iris-setosa
+42,6.168154330884271,2.4922329625898536,4.292329154889201,1.4048759342540975,Iris-virginica
+43,5.667710654480876,3.066125742129939,4.0822938727935805,1.3035797603032446,Iris-versicolor
+44,6.64781747077107,2.6086568671135173,5.174466745063481,1.830170169045507,Iris-virginica
+45,6.303931439232856,2.99689144307216,4.586426144435182,1.7236921845137771,Iris-versicolor
+46,6.81886611985122,2.9349671008010008,4.144537200994522,1.4895086147001655,Iris-versicolor
+47,6.814330505134123,2.845220686007608,5.215102855940488,1.81893901666621,Iris-virginica
+48,5.116379860018946,2.095196894430367,4.084063501451966,0.9442349854794544,Iris-versicolor
+49,4.6990727932579075,3.1439404783600975,1.429135668257831,0.3052108624947394,Iris-setosa
+50,4.817874547820303,3.342942885519224,1.4250771723317532,0.3134127817350201,Iris-setosa
+51,4.746818587144648,3.1953843627840923,1.8596961291487974,0.12302167156265822,Iris-setosa
+52,6.749671551437647,2.935712698941348,4.369267972427688,1.395923412611753,Iris-versicolor
+53,6.354059958107578,3.3250413599620505,4.851445325370269,1.9302916940167085,Iris-virginica
+54,6.499619083606238,2.641677182613434,5.643605150599212,1.982949316882555,Iris-virginica
+55,6.95767968984917,3.0384324503590245,5.195868280738089,2.2009577905625166,Iris-virginica
+56,7.278261138022687,2.874197084329942,5.359060424916961,2.3981144536756713,Iris-virginica
+57,6.986880682968849,2.5418238722290463,5.285008653280765,1.7472147570987706,Iris-virginica
+58,6.55063561371662,2.8437436950801476,4.5889435931898435,1.3087417212052266,Iris-versicolor
+59,5.1866716739929535,2.179453368244149,3.4006933574465674,1.1309375913663064,Iris-versicolor
+60,4.951034771821654,3.528142294634534,1.599628154033337,0.2500437253924969,Iris-setosa
+61,5.886931115364203,3.0936012874403374,4.684593995289858,1.8577308613757393,Iris-virginica
+62,6.345291725531833,2.718211729457818,5.116147772275441,1.7392529923470288,Iris-virginica
+63,5.637886337679143,2.31042023420336,3.85259228840214,0.9284546481521915,Iris-versicolor
+64,4.56017030899353,3.3518372243026686,1.4191812480991466,0.21593950746547294,Iris-setosa
+65,7.333319705711662,2.2632619955580253,5.717433007261143,1.769890291081177,Iris-virginica
+66,6.436700925721097,3.053028259027823,5.179628916618915,2.148590826592425,Iris-virginica
+67,4.955943525555385,3.4225655941136712,1.471688496003887,0.19144887321501258,Iris-setosa
+68,5.59699395900726,3.8304804684568845,1.41317126194918,0.2930862734310736,Iris-setosa
+69,5.095974337038069,2.757275312543041,4.292388470134395,1.6071671408572796,Iris-versicolor
+70,6.162377179648393,3.0774461539581757,5.829188404701955,2.1978447090257704,Iris-virginica
+71,6.856144619139093,2.923074687208014,4.881535545882449,1.6623839156647582,Iris-versicolor
+72,5.374398408894735,3.3848706590091213,1.7499388983808202,0.3707476638868585,Iris-setosa
+73,6.540219723041777,2.9756971191655324,5.144582090888095,1.983208955803015,Iris-virginica
+74,5.573816259138829,2.5338765741838856,5.35523312882067,1.8334805180091491,Iris-virginica
+75,5.063586219512304,3.0702536038293515,1.4344125324140924,0.10117406150607336,Iris-setosa
+76,6.3367883700816305,3.0555010870354793,4.777693634669775,1.4670353545150177,Iris-versicolor
+77,6.732943395660248,2.662876113655271,5.41239280314819,1.55191493711429,Iris-virginica
+78,6.217900563004396,3.1281573622395555,4.977941550962538,1.6794441926215173,Iris-versicolor
+79,5.48566469040903,2.506160880736325,3.616482573000149,1.1147860157821152,Iris-versicolor
+80,6.740682116677531,3.26297081918306,5.683706735529214,2.200291886682954,Iris-virginica
+81,5.27597176046429,2.946109679303275,1.0951602115040235,1.209844566091153,Iris-setosa
+82,6.275153968800755,3.392134398598925,4.944629809399496,2.0343247520166474,Iris-virginica
+83,6.765683608029298,3.0491635906891896,5.719025205121651,2.158966133924485,Iris-virginica
+84,6.694817194417484,2.810690861895522,5.396049833515116,2.3513102159556585,Iris-virginica
+85,6.689000576219315,3.3412221442875993,6.32517348114307,2.323139036930758,Iris-virginica
+86,4.807066499375683,2.9510383842164303,1.3386669799101811,1.381226110967846,Iris-setosa
+87,5.2770967768585235,3.4320259870174805,1.3956179982376908,0.27802783305256923,Iris-setosa
+88,6.221244180276521,3.290226194554156,4.720423858570071,1.5456284083748257,Iris-versicolor
+89,4.956249495940856,3.4198538996615007,1.5584722771084578,0.27488830126458963,Iris-setosa
+90,4.5158560181312595,3.0889935404028477,1.2681280354228295,0.0648425806100201,Iris-setosa
+91,7.282482221917801,3.205549881108929,6.197693688531758,2.41253778038317,Iris-virginica
+92,5.14900419588908,3.784747600449342,1.6437284852157656,0.09077682277584323,Iris-setosa
+93,5.1009795453466555,3.209719460549072,1.4320407040175287,0.1269544657582839,Iris-setosa
+94,5.014102023738573,2.9804104860885365,1.255688021508115,1.4024682863203533,Iris-setosa
+95,6.0578443584923765,2.62355383686831,4.960843809861842,1.5371396530165922,Iris-versicolor
+96,6.338269966000064,2.8661094291573024,4.245152635446935,1.3287012340150808,Iris-versicolor
+97,6.552214111600418,2.1030945906128005,4.936882844990753,1.6932034250137844,Iris-virginica
+98,6.381379664857295,2.7572919050478366,4.926685332087952,1.7511059828254114,Iris-versicolor
+99,5.177137408384509,2.992480811063644,4.661566135495983,1.3950993078070848,Iris-versicolor
+100,6.2387253106871645,2.565912275575057,5.393284934751268,1.989922865423002,Iris-virginica
+101,4.776499163792905,3.1424111335314566,1.4042838258093893,0.21193542049285838,Iris-setosa
+102,5.605436291490337,3.8344761985165254,1.6581152300238255,0.6067193473172079,Iris-setosa
+103,6.582406382380292,2.985405514536456,4.928667438201892,1.9509055832997875,Iris-versicolor
+104,5.211537451799455,3.2912523926203656,1.738223361127175,0.4461167041057179,Iris-setosa
+105,6.3656294821011885,2.9290609001957244,5.031854268784275,1.6720245600379937,Iris-virginica
+106,4.757374669650229,3.0565965957656616,1.350615489070084,0.13525237216324865,Iris-setosa
+107,5.010119435585952,2.354996439673077,4.259596357317233,1.22258544085374,Iris-versicolor
+108,7.134503561123248,3.5091805159558294,5.866490807957552,1.997570461841567,Iris-virginica
+109,6.66183368736258,3.4950097522898886,5.660287379293035,2.3345786285344827,Iris-virginica
+110,5.053789944910955,3.360452072704107,1.6244756907260107,0.29376763404224526,Iris-setosa
+111,4.997061115451871,3.4300630716051397,1.6759291601286321,0.369089560253505,Iris-setosa
+112,4.9273560391496085,3.2691112690797324,1.2832160035853297,1.7325562912000236,Iris-setosa
+113,4.931170907411519,3.1619193848984386,1.4426017244403926,0.29562052034897435,Iris-setosa
+114,4.76611527140636,3.338508997931807,1.1402706910819715,1.1349704328909522,Iris-setosa
+115,5.020098137684894,2.4844350489958593,3.929935501364477,1.1235871897250496,Iris-versicolor
+116,5.975028110898387,2.2329801162776945,5.416645961582392,1.719129826122199,Iris-virginica
+117,6.410937666259406,3.142563691061387,4.893117045602306,1.3750081258213198,Iris-versicolor
+118,6.06252747932737,2.7320566492609117,4.717469213666998,1.697843712123648,Iris-virginica
+119,5.075876907554676,3.22638779755783,1.334947148477414,0.24045128614450398,Iris-setosa
diff --git a/iris/tvae/0/14/test.csv b/iris/tvae/0/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/14/train.csv b/iris/tvae/0/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/14/val.csv b/iris/tvae/0/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/15/synth.csv b/iris/tvae/0/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..88c3ae65987624e2eea7d316813066dd9598f410
--- /dev/null
+++ b/iris/tvae/0/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.465685475868488,2.395725175285156,4.148872212203799,0.9283777356434285,Iris-versicolor
+1,6.739669424034395,2.746312022850366,4.56598859659277,1.5363269272890454,Iris-versicolor
+2,5.685646014871238,2.813855381339029,4.352793346130792,1.5660980142157988,Iris-versicolor
+3,6.143500550335099,2.7564426439744736,5.1821073221206415,1.8294974737402006,Iris-virginica
+4,5.296057392649922,3.2696647501430602,1.4437341803118886,0.08428204741516959,Iris-setosa
+5,5.834284634922027,2.770476685813716,5.27987684959883,1.6697931952904663,Iris-virginica
+6,6.246714337006247,3.161608803188482,5.511173800911975,1.9120776158065143,Iris-virginica
+7,4.87024179122223,3.2990769037061076,1.5444846647129757,0.1336305064059725,Iris-setosa
+8,6.313808117693619,2.0615448564363392,4.983403132662168,1.3682215011126064,Iris-virginica
+9,6.425908534306617,3.061138416531283,4.8565802751394545,2.1592918377246,Iris-virginica
+10,6.362922493315317,2.940727676631014,4.530997614667564,1.904375263472718,Iris-versicolor
+11,5.109615006811227,3.188137583126517,1.5244447364480602,0.24359072494504228,Iris-setosa
+12,6.8881298119416146,2.9182329851276587,4.161909943326104,1.59149638178692,Iris-versicolor
+13,6.522114125572432,3.1406723059241632,4.607147740941151,1.471289453159595,Iris-versicolor
+14,5.1008006731340245,3.494720962970212,1.7994271384242009,0.4722099362363011,Iris-setosa
+15,6.5491258636921525,3.115790194462112,5.2453096108614865,2.0912886340755055,Iris-virginica
+16,5.152956472943865,3.3891392026866187,1.568320151849139,0.5460363139946236,Iris-setosa
+17,5.619356847441675,2.522732328661489,3.9634876451875876,1.4383141814113087,Iris-versicolor
+18,6.653024641151062,3.1339518776812576,4.8445943537310425,1.1541091442361766,Iris-versicolor
+19,5.610272320671102,2.252965729882543,3.82698338375656,0.8974850546509116,Iris-versicolor
+20,4.9529857373900175,3.130321794812457,1.3405086195948086,0.19472092159520882,Iris-setosa
+21,6.234196329870373,2.8997559259400987,4.014445323558896,1.4018657769961353,Iris-versicolor
+22,6.362496894142087,3.0027578641889567,4.243153811083673,1.3051730425406385,Iris-versicolor
+23,5.480782593535641,4.099086363119376,1.3417879659784966,0.44521249601177254,Iris-setosa
+24,6.938476592663468,3.5302956706650637,6.49881096965059,1.9524020260037025,Iris-virginica
+25,4.636483970129792,3.1890970894649904,1.5462549187677967,0.19973713166312057,Iris-setosa
+26,6.356550281532468,3.4340588436358117,5.5614753125002325,2.166156191332285,Iris-virginica
+27,5.118511558541351,3.0052921470142784,1.5050672551866764,0.1561200424516335,Iris-setosa
+28,6.462645922841082,2.924749004229533,4.658142026240094,1.4015760129435604,Iris-versicolor
+29,7.986008607658617,2.9907645259982942,6.219135226282151,1.9811254163656375,Iris-virginica
+30,6.374154605889834,3.040203250366045,3.9178816250462485,1.4227629018449002,Iris-versicolor
+31,6.006771123012388,3.1464186469416617,6.135837832600465,1.9805406250930007,Iris-virginica
+32,6.584408984539386,2.973411469580406,5.174907388237552,1.9535261123424097,Iris-virginica
+33,6.054382937523239,2.99306245668083,4.774238742321482,1.7100654099185897,Iris-versicolor
+34,5.388610334555349,3.8909787781748824,1.583062339277735,0.21073080730812632,Iris-setosa
+35,5.2803739232385425,3.994311528429467,1.3058682214541075,0.2501566706344975,Iris-setosa
+36,5.171181241101244,3.5709393891471093,1.4901776630806802,0.3534901278192469,Iris-setosa
+37,5.288968960414761,2.648535064519706,3.691730920832513,1.0400805570096594,Iris-versicolor
+38,5.4373639080073115,2.865003712573918,5.412763608990931,1.9795891886760164,Iris-virginica
+39,5.318622045153263,3.2278545750677243,1.365658752677805,0.15585533297170537,Iris-setosa
+40,7.522298612954609,3.777540109801911,6.35702635974663,2.4744678787971677,Iris-virginica
+41,5.822346578056035,3.0738662288864327,4.701399143472982,1.3864612033008414,Iris-versicolor
+42,6.566167281249735,3.2844504948708293,5.539214451215813,2.644751421691006,Iris-virginica
+43,4.954449106384287,3.1400392288879764,1.7529921566809485,0.15112244449715256,Iris-setosa
+44,6.6673220796438075,2.8752673386619243,4.568605108670922,1.6079193640611962,Iris-versicolor
+45,6.0608675437673805,2.463633869626702,4.76639366471547,2.03952182150326,Iris-virginica
+46,5.039488108632682,2.65944267961846,4.296443477156171,1.3996098169436717,Iris-versicolor
+47,6.592564622989821,2.997121604381331,4.974800313289262,1.4229472644361012,Iris-versicolor
+48,6.602203913860974,3.176664891569159,5.633646151231633,2.350922697929279,Iris-virginica
+49,5.072567027195537,3.5187222223539747,1.4336250890983053,0.4205560464121614,Iris-setosa
+50,6.0969105480386085,2.3464582563585097,3.6532071978278324,0.985569498119442,Iris-versicolor
+51,6.038471403415044,2.7280107384142447,4.054710131629892,1.103025792579666,Iris-versicolor
+52,5.402313825255026,3.4719877769801464,1.6034886618936304,0.5075097795919709,Iris-setosa
+53,4.957537294793409,3.161974857532438,1.5839318535124907,1.7775919251028758,Iris-setosa
+54,4.820610663206215,3.0675987723706686,4.945541452857118,1.3843290546168165,Iris-versicolor
+55,5.6472202613705536,3.0252439330850973,4.724619608439024,1.3125773837633141,Iris-versicolor
+56,4.5740806232690385,2.970989541330916,1.493138381829842,0.04819669498904833,Iris-setosa
+57,7.071044779937426,3.2033606189821104,5.250799251376651,2.2075516893345712,Iris-virginica
+58,6.29949254033392,2.4282597436863727,4.458814711982765,1.493396156541325,Iris-virginica
+59,5.221601718450055,3.0811381354328646,1.4351532566723648,1.1783546250473473,Iris-setosa
+60,5.225491465765542,3.311794692478628,1.660467250705544,0.3945272123444038,Iris-setosa
+61,5.427717176436732,2.843190592413749,4.377521069616116,1.2994376637320393,Iris-versicolor
+62,5.096449790188673,3.5372487732415205,1.31924631790623,0.06009648618639918,Iris-setosa
+63,4.762588860077931,2.708137884079492,4.241601718604649,1.3326584337180323,Iris-versicolor
+64,5.49297470184861,2.500478740628546,3.976740688279981,1.6061888863181835,Iris-versicolor
+65,5.103491192833369,2.4350411453886505,4.467685645551992,1.284580867764759,Iris-versicolor
+66,6.9965081751457365,3.607837759987425,5.890013284881152,2.2438685529157394,Iris-virginica
+67,5.319522375629505,3.4972719482904737,1.3662357507302991,0.44513310368642045,Iris-setosa
+68,5.672403925976244,2.6866194445350318,3.9711984706988517,0.8085896789849805,Iris-versicolor
+69,7.216163595191546,2.4169086782541562,5.526764157850566,1.9556041649705866,Iris-virginica
+70,6.374658312136697,3.336647688709119,4.932218199011931,2.239383199241232,Iris-virginica
+71,4.7382394532971075,3.655691692042337,1.430636031840469,0.2801184191088781,Iris-setosa
+72,5.090597028562162,3.1812522732948185,1.600873358782422,0.0497348738194327,Iris-setosa
+73,6.274252738763486,3.2028010048555187,4.537244962306915,1.5590785351521972,Iris-versicolor
+74,5.488336426172731,3.9032232778040106,1.7146497603243038,0.3710452676086412,Iris-setosa
+75,6.056582292001972,3.38410904321991,5.004524368184812,2.3661275775492054,Iris-virginica
+76,5.688688724753516,2.217275098934803,4.044999749031838,1.2350891572320513,Iris-versicolor
+77,6.5458654292918395,2.8576512300971175,4.785375412634314,1.5420143973927436,Iris-versicolor
+78,6.007006382888609,2.9918134959089544,4.170236398102086,1.403016664594154,Iris-versicolor
+79,6.713418550369522,2.848034199849462,4.916546254257774,1.704693426448214,Iris-virginica
+80,7.143974000148042,3.2679225642694187,6.0510457125034325,2.2059407387974046,Iris-virginica
+81,6.424304113283319,2.971973855791514,4.960840993150915,1.6406819703516418,Iris-virginica
+82,5.230054040675491,2.9923028842846957,4.63113771699333,1.4204781882552502,Iris-versicolor
+83,6.539241201713494,2.596321843701894,5.182291311455779,1.4969175675430217,Iris-versicolor
+84,5.243692285256558,3.5690209576801055,1.7671553924642303,0.49260085803837245,Iris-setosa
+85,5.026992100316751,3.2861958712869948,1.3581855849069446,0.16077441799744088,Iris-setosa
+86,5.621829834068543,2.7796399130159064,4.765807846393437,2.0096777333996902,Iris-virginica
+87,6.466178509066528,3.246340456094094,5.623156789188379,2.251744643706668,Iris-virginica
+88,5.147221718355138,2.355686901386821,3.3255645297904897,0.9457827961790088,Iris-versicolor
+89,5.421969008181007,2.5930818200439543,3.472558270423776,1.4466491293017238,Iris-versicolor
+90,5.2207338720605145,3.640132872400766,1.5381300727925709,0.4261813102502696,Iris-setosa
+91,6.056887231405466,3.503109069319908,5.458384284326439,2.651827652590062,Iris-virginica
+92,6.178091307615589,2.53891479117791,4.241323781555912,1.037950565912999,Iris-versicolor
+93,4.706212199859125,3.466310483449421,1.252223654112508,0.25623787677564697,Iris-setosa
+94,4.691212298180156,3.3067118801332422,1.2725871402734374,0.17128520277948006,Iris-setosa
+95,4.580897731284895,3.047457280772877,1.1218807878142034,0.16503501621378114,Iris-setosa
+96,5.234015217923574,2.739392581901009,4.148848102957612,1.2788068527158187,Iris-versicolor
+97,6.268847071650036,2.7326110463719373,5.319458712159566,1.968802574276957,Iris-virginica
+98,5.8829927871919825,3.0223611777122996,4.721850999502393,1.3197951317286827,Iris-versicolor
+99,6.1377425649408135,3.0076154858636945,4.851146908632549,1.6334891436161367,Iris-versicolor
+100,4.924707671797586,3.204184394278944,4.472441645816968,1.7452962533545435,Iris-setosa
+101,7.661088369102483,3.211790914357366,7.0428892112130335,2.3196607680296455,Iris-virginica
+102,6.428094589833871,3.1368143337916012,4.777968970930832,1.5580330789508443,Iris-versicolor
+103,5.657338253508684,2.7370985894043622,4.984149189887628,2.077732951093311,Iris-virginica
+104,5.228978529047153,2.931942666329314,4.440761135224059,1.3142861425219483,Iris-versicolor
+105,6.6166056235146735,2.820943517640785,5.095840601315526,1.7101157312543778,Iris-virginica
+106,4.757672944571474,3.4738547180057666,1.2960979863064643,0.16276736743671927,Iris-setosa
+107,6.814917585277632,2.8833173002458303,4.51128108630287,1.3597344614081968,Iris-versicolor
+108,7.928283441685343,3.177095910538765,6.442984958792537,1.9123287618705578,Iris-virginica
+109,5.241561341056317,3.193787271445914,1.4540814569028642,0.11491957209808346,Iris-setosa
+110,6.024712974293216,2.701068365139636,4.266062005458606,1.141588661331363,Iris-versicolor
+111,6.741850294026367,3.223556475924435,4.562874881601787,1.51239564714882,Iris-versicolor
+112,6.085536135496272,3.0068277283621394,4.467692341856191,1.6304512864063114,Iris-versicolor
+113,6.52167963726173,3.394994107664916,5.5093239341814035,2.5179187972136052,Iris-virginica
+114,6.573416675861209,2.829419922983322,5.123019715773067,1.3086030716559105,Iris-versicolor
+115,5.567266958936806,2.3939778090695105,4.74093035485965,1.8864037544884065,Iris-virginica
+116,4.891061675744972,3.071044158435127,1.6412633964185943,0.24121731028490598,Iris-setosa
+117,6.885232722604264,3.098161896935159,4.773231143173832,1.2984407206118016,Iris-versicolor
+118,6.289083354829219,2.4291728485773283,5.326929270762488,1.623979543438869,Iris-virginica
+119,7.2920274725487335,3.2083610903825823,6.189201485044415,2.219919015819739,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..2bd671cbe1af0babc1d1ff6c90e197b7f2613e15
--- /dev/null
+++ b/iris/tvae/0/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.640684592820458,3.145523503746972,1.5035016811690893,0.24440159059052236,Iris-setosa
+1,7.016439475917773,3.335210663865,6.460354599025991,1.8871376858735587,Iris-virginica
+2,6.127243998904909,2.8893141954788595,5.062589420363992,1.6934661374676536,Iris-virginica
+3,5.361976251035023,3.8441762120789833,1.3637591624187633,0.25720182419814724,Iris-setosa
+4,6.116573131516403,3.1407938979541794,4.549811372216133,1.8026568652955821,Iris-versicolor
+5,6.104643035373629,3.104129614497581,4.813532292746714,1.4796956413148983,Iris-versicolor
+6,5.572860135666939,3.1841810414406826,4.6004523336458885,1.2873297851293564,Iris-versicolor
+7,6.782681320129721,2.9269748188162765,4.323815168347613,1.3394747558302291,Iris-versicolor
+8,6.260385632885092,3.177817457806372,5.194711780932304,2.3500477488179916,Iris-virginica
+9,6.5304062550113,3.0516751707035468,4.578796103128532,1.7914746127660472,Iris-versicolor
+10,6.327957959960849,3.065947234872384,4.648419078692434,1.368972370236355,Iris-versicolor
+11,5.254803285710793,3.5019592898587093,1.589142567619894,0.3717181407679612,Iris-setosa
+12,4.834027960884473,3.1940285134602804,1.5192002214981293,0.22570866962303687,Iris-setosa
+13,6.054742898843108,3.3689107837609753,5.359370749825756,2.0112463838697154,Iris-virginica
+14,5.6557509054929636,2.5229156426106174,4.240857098392431,1.4268701593908748,Iris-versicolor
+15,5.525259439871051,3.649133622739087,1.3416540861712778,0.27289756143530475,Iris-setosa
+16,5.046531870518582,3.7261973029806352,1.67817502545434,0.3594633975751464,Iris-setosa
+17,4.509418924399473,2.864439261750672,1.349747236631074,0.219560278748618,Iris-setosa
+18,6.172803357218633,3.1331006809912534,4.915540409120123,1.732803443231846,Iris-versicolor
+19,7.286382810459033,2.8872688505156896,4.276476357838026,1.3085445905378834,Iris-versicolor
+20,5.755298645032812,3.211819962873215,4.304973944549664,1.2360199789368145,Iris-versicolor
+21,5.056178696090001,3.191750873565912,1.4304121002336136,0.22185835944453206,Iris-setosa
+22,6.831174603039627,2.843321688435585,4.020065120066651,1.6312693615519933,Iris-versicolor
+23,7.0451848926909495,2.9067713288343127,4.474943700207763,1.2917634713110129,Iris-versicolor
+24,6.69534646211355,3.08404907240916,4.836920550490158,2.1552672366842143,Iris-virginica
+25,6.517474559002061,3.273556940180127,5.8845998914463715,2.3480960606112573,Iris-virginica
+26,6.748028523927056,3.212145444342585,5.601936425813819,2.163666866544525,Iris-virginica
+27,6.502903283340235,2.8946890144302295,5.325172659624888,2.052895055355243,Iris-virginica
+28,6.424861241140645,3.379326096861879,5.096589919161947,2.394413587823603,Iris-virginica
+29,6.575645715974467,3.1050460568083054,5.312895584819857,2.0483980235142107,Iris-virginica
+30,7.77502588820887,2.388220551108829,6.745888752449044,2.394944093128327,Iris-virginica
+31,4.688357793054657,3.252866921439253,1.2955374936627537,1.3794800599246813,Iris-setosa
+32,6.81698742706428,3.0189797750296865,5.2042498860582,1.4536987128056769,Iris-versicolor
+33,5.382790774007191,3.63106214643759,1.5447028478061198,0.3654069509169169,Iris-setosa
+34,5.310944212474463,3.5644872819230913,1.2573666413316555,0.4608959445363455,Iris-setosa
+35,5.7947915131585415,2.8970869899230696,5.541521119134058,2.265922455446896,Iris-virginica
+36,6.975516915245667,3.1545529457474424,5.787122389353034,1.968821052570803,Iris-virginica
+37,5.0079390231986585,3.30725994083292,1.4858231805008841,1.7204489366578304,Iris-setosa
+38,5.08364769562238,3.818404713948098,1.2928652541018457,0.20118777483757833,Iris-setosa
+39,5.5271517997797055,2.963985872950552,4.271928326102657,1.259250151641231,Iris-versicolor
+40,6.33801363565547,2.804842945597844,4.8360178100566475,1.3166726826563397,Iris-versicolor
+41,6.146326148276418,3.294017822921725,4.942848536526377,1.7283305255529158,Iris-virginica
+42,4.624793151015071,3.4698743498812537,1.2967970879241708,0.19973377358444824,Iris-setosa
+43,5.749713217555086,2.8294705210109963,5.501543237034778,1.956051613034519,Iris-virginica
+44,4.637031487188155,3.2033729211659034,1.4943711152471866,0.2181695932772857,Iris-setosa
+45,5.266491490722745,3.4935146536123143,1.3946541193710793,0.07415451633949258,Iris-setosa
+46,6.826017975528694,3.3096457801473838,5.689285603738788,2.4231395310138515,Iris-virginica
+47,6.095379312007903,2.5888119100043525,3.8258096939216193,1.251464830309147,Iris-versicolor
+48,6.541706476163764,3.0810755812247965,4.961214119706149,1.7499422756510445,Iris-virginica
+49,5.591422818913382,2.7731943380759896,3.762390591534192,1.5375635699578205,Iris-versicolor
+50,5.50640619784946,2.9367269130414178,4.6137689326685685,1.4304466543410732,Iris-versicolor
+51,6.055069452610082,2.9586994516219094,4.382628140592906,1.563088275078167,Iris-versicolor
+52,7.768305788561656,3.3816681197227414,6.173556966441203,2.3382220488231726,Iris-virginica
+53,6.598965088689678,2.880949932384071,5.346144043604236,1.6901115506855673,Iris-virginica
+54,4.887173056283073,3.403738126804381,1.5306682456578364,0.15391301179584246,Iris-setosa
+55,5.305266697851718,3.5378214612583263,5.313510546426513,2.2523150409271397,Iris-virginica
+56,5.317588187311918,2.9596402938108346,4.6521119925792265,1.350431945000644,Iris-versicolor
+57,6.224459690383844,3.1443670969495754,4.685835692482838,1.6036641582462234,Iris-virginica
+58,4.941531553207424,2.845691307752526,4.247990726754438,1.3846128233124895,Iris-versicolor
+59,5.39585941372079,3.2130577113989207,4.849797253718509,1.799978837785486,Iris-setosa
+60,4.510608915303862,3.368427276600862,1.5695795675746105,0.1308878737739042,Iris-setosa
+61,5.087938078839057,2.7410797436479815,3.991172473822826,1.3133359636756397,Iris-versicolor
+62,4.537398595515697,3.081769013935279,1.4752328100780023,0.13545365501967432,Iris-setosa
+63,5.965095894660273,2.560833614967876,5.113553852894851,1.9497249132931207,Iris-virginica
+64,5.018146780158652,2.9331483932324485,1.3520955214496424,0.08855687485674185,Iris-setosa
+65,6.389025385725984,3.0115530214438575,4.131112820334594,1.370099804817915,Iris-versicolor
+66,4.7959542948801,3.2908615048694507,4.823246619547158,1.4045631825150826,Iris-versicolor
+67,5.694211053851402,2.8174818529381316,4.704148584432853,1.5616080770706968,Iris-virginica
+68,5.4636238127582715,3.588479482551609,1.2982965201917758,0.10283988846779607,Iris-setosa
+69,5.154773248063933,2.6107729268316002,3.107749809607779,1.0983011476934081,Iris-versicolor
+70,5.0117093456915605,3.1707598938213595,1.5214203245314006,1.3146630651011009,Iris-setosa
+71,5.204525273653004,3.3555436141657475,1.5939307812002188,0.3969942913009708,Iris-setosa
+72,6.763262050229516,2.9591540434959276,4.427571277364844,1.401415750909993,Iris-versicolor
+73,4.082999898533956,2.4641924981158914,1.187105629833483,0.21894463031157604,Iris-setosa
+74,5.47275299758512,3.9664162005463695,1.6121484224520257,0.27631221842190523,Iris-setosa
+75,6.342028246798103,2.942463762897527,5.208250947188743,1.6608611184562714,Iris-virginica
+76,6.167452194915154,3.2410403674773165,4.581860695645815,1.5847944702265306,Iris-versicolor
+77,4.872744639610147,3.4791184913105098,1.6290123728943786,0.2712028443402436,Iris-setosa
+78,4.969345709050877,3.246085455187661,1.5764171931503435,0.16673212542493987,Iris-setosa
+79,5.071731202515071,2.926156667261382,4.680368670059827,1.2570003148125908,Iris-versicolor
+80,5.41883109179452,3.4487733011604482,1.4194601382686258,0.24428860859346965,Iris-setosa
+81,6.2683761285925,3.1138698315383695,4.569219352582486,1.6424599162097402,Iris-virginica
+82,5.220005068493146,3.6090071419895806,1.4431904412320362,0.24300105372971967,Iris-setosa
+83,6.085538759422525,2.5894729458608428,4.079467835738014,1.1874449150096662,Iris-versicolor
+84,5.093412216064074,3.4537965473954237,1.4150345033309304,0.2385181639539745,Iris-setosa
+85,5.352147675181765,2.846485718676261,3.856577620170902,1.0931679348056271,Iris-versicolor
+86,5.0120038170077486,2.7498898378857275,3.835197869268132,1.0747611044310945,Iris-versicolor
+87,4.952842594137141,3.2251822008816795,1.3132274208829173,0.20935740387939475,Iris-setosa
+88,6.627704912653166,3.1397616523674574,5.194506933321649,1.5866247778316565,Iris-versicolor
+89,6.179944953858857,2.8749103268242147,5.0632680698567105,2.2095135505032064,Iris-virginica
+90,6.9330682716736565,3.055304822546799,5.269152540203908,2.2280133974258005,Iris-virginica
+91,5.283125513572055,3.0178376119980794,0.9631084096334119,1.3885695473499222,Iris-setosa
+92,5.621240604433008,2.42596427888058,4.24054057004352,1.3795426066584073,Iris-versicolor
+93,6.5637176215067825,3.2887838620424943,4.593992620599083,1.539011767546952,Iris-versicolor
+94,5.407501789830818,3.307068172604988,1.5197667947348816,0.39949865832704107,Iris-setosa
+95,7.119798355884313,2.9454114588360536,5.820582930750714,2.357918556827981,Iris-virginica
+96,6.993919525600599,3.1737795165247693,4.469761688647258,1.4050969832277864,Iris-versicolor
+97,5.759788433797435,2.403146644611608,4.224430448416659,1.3517456794379357,Iris-versicolor
+98,5.847786599316187,3.239185214228811,1.401600608644713,0.2360141525429249,Iris-setosa
+99,5.573725616066055,2.5769779468306013,3.7728306474825146,0.9766673778751246,Iris-versicolor
+100,6.183065030315536,2.4435122587033566,5.292397290082979,1.5529155556234986,Iris-virginica
+101,4.904895175214601,2.898596573067043,1.332909842011875,0.06133765501905447,Iris-setosa
+102,5.136508675983238,3.265463358491668,1.2780246847698256,1.418951946973357,Iris-setosa
+103,5.404050928134501,3.5140121752124416,1.6368410315798674,0.3608683497650613,Iris-setosa
+104,5.54504654462301,3.6442136233403097,1.8285953534873178,0.638265088728269,Iris-setosa
+105,7.344418427553851,3.1465828379276313,6.086934330646612,1.9356630917376874,Iris-virginica
+106,5.7276711832470175,3.4644102413480233,1.548768981747084,0.2919683984482609,Iris-setosa
+107,6.511185805206564,3.19445237934371,5.851755305177161,2.2684278660977526,Iris-virginica
+108,6.7256572488713555,2.6234347625655325,4.597443496384653,1.9170150630704639,Iris-virginica
+109,6.403789687549528,3.1328891372395664,4.916542663769299,2.190234680851649,Iris-virginica
+110,6.759939147881929,3.189562443756896,5.768489971752738,2.559028036205753,Iris-virginica
+111,6.532462873628118,3.1772970036885195,5.15583200986098,1.8007344175100424,Iris-versicolor
+112,6.423231257929306,2.862011808512997,4.920705853002623,1.7393860617167736,Iris-virginica
+113,6.087930435164237,3.235582786348258,5.405691672612672,1.6791308539162384,Iris-virginica
+114,5.05330916745929,3.020845787707167,1.4944673756092273,0.12119543433282506,Iris-setosa
+115,5.418165008536162,2.5750598467108037,3.145522650820232,1.1888359905159522,Iris-versicolor
+116,6.647353288020042,2.875224419741224,4.679872367433609,1.5070120622294751,Iris-versicolor
+117,5.470192507396105,2.5800672687422783,3.662204053283344,1.0881469958183194,Iris-versicolor
+118,6.44696367245116,3.0210605591971444,4.5424953859536075,1.548511282552944,Iris-versicolor
+119,5.557467930451361,3.992701035679456,1.732721769574093,0.36505934763415965,Iris-setosa
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..ce843b32e5c0f78f3940a66c7a0ca1d24c9ee7e8
--- /dev/null
+++ b/iris/tvae/0/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.940437813175892,2.7462576537468473,4.888807206891395,1.541044585404009,Iris-versicolor
+1,4.961485812317807,3.554892267205478,1.3877457521929664,0.3310377660523457,Iris-setosa
+2,4.696897027080833,3.5287856548811893,1.5967658548164232,0.25760561919471997,Iris-setosa
+3,4.871123610155156,2.7933147585583886,1.0886218406186505,-0.06883199079760871,Iris-setosa
+4,5.2970320136265885,3.6445881225181385,1.7487000415730667,0.5009608725573201,Iris-setosa
+5,7.132172778011264,3.393756491719305,5.910772327258766,2.4568455049301425,Iris-virginica
+6,6.195967783839693,3.4388523995900533,5.002574110068558,1.4882155927878307,Iris-virginica
+7,7.060575909468798,3.194486120112698,6.657319829561336,2.2652010815691916,Iris-virginica
+8,5.797273514727014,2.4720516536639945,3.789579286441921,1.0581127470267697,Iris-versicolor
+9,5.431564631892204,2.775000203155565,3.2847988886660224,1.3191020099476467,Iris-versicolor
+10,5.283207685022221,3.2084522255362917,1.5549499226088164,0.1157676752170674,Iris-setosa
+11,4.910238787493461,3.1824994575724235,1.419148181735318,0.19571295024935284,Iris-setosa
+12,6.165923676423626,2.8602897376316134,4.715847766935737,1.3840961938378173,Iris-versicolor
+13,4.9761891070152915,3.6326850354455376,1.5449193845141491,0.24158015810443023,Iris-setosa
+14,6.667069345166752,2.9544495443533223,3.9107725838875504,1.4104889569079275,Iris-versicolor
+15,5.126775038172829,3.797302267458691,1.386921878256983,0.43466840836243226,Iris-setosa
+16,6.795920091170768,2.659474728189292,5.227655119741602,1.7659914410322166,Iris-virginica
+17,5.708328483827851,2.3744352755708795,3.4311105436827676,1.1348551924572547,Iris-versicolor
+18,5.658457164045746,3.2445351106475044,4.680626763375968,1.439816361942407,Iris-versicolor
+19,6.547358730310066,3.1233121368577397,6.259371488950825,2.3244855234866746,Iris-virginica
+20,6.56307518203443,2.066491422937744,4.749742064064637,1.6682947612854861,Iris-virginica
+21,5.2885510803748845,3.3775011683116047,1.4954521198668949,0.35728600026379476,Iris-setosa
+22,6.227572962053984,2.984734600160198,4.515764373069535,1.7125427217766724,Iris-versicolor
+23,5.533607761298007,3.171819657930577,4.86656195377578,1.4590190076142964,Iris-versicolor
+24,6.3246660355663264,3.1037469193069134,5.406350344990138,2.3739969320192915,Iris-virginica
+25,6.6329097872475975,2.4327058992708266,5.146016874267131,1.9883649441447784,Iris-virginica
+26,6.510611537840943,2.8013858136049317,5.104693495065217,2.0319257776913826,Iris-virginica
+27,5.159952958739104,3.281336844129985,5.056057171720381,1.6750550781670734,Iris-versicolor
+28,4.887999813906289,3.2344853128508317,1.5559795747563605,0.15224315319382128,Iris-setosa
+29,7.750095544903047,2.9427680335526003,6.293718037240563,2.045753911672729,Iris-virginica
+30,6.3113653247489,3.229804584472127,4.976747343590579,1.7536423699143917,Iris-versicolor
+31,6.203320011839225,3.190415258723529,5.241196308289849,1.9159619155922134,Iris-virginica
+32,5.775403721516316,3.1808125285894664,4.685254236421039,1.4836736866996056,Iris-versicolor
+33,5.151095435640749,3.4541796773035407,1.638607747215591,0.2660831148498187,Iris-setosa
+34,5.6195227637718075,3.3306349154583073,1.597780354481968,0.24274702318672103,Iris-setosa
+35,5.861876475106852,3.0008402634467695,4.05150230111279,1.4698604837333908,Iris-versicolor
+36,4.861876250544886,3.1453218510002623,1.2714238828340623,1.3470038179960107,Iris-setosa
+37,7.109480632854623,2.9496696179847355,5.281335393240165,2.0583863243236946,Iris-virginica
+38,5.6220697445358745,3.095618598694525,4.507278689618936,1.510419662895556,Iris-versicolor
+39,7.01608734955527,3.040020162285397,5.878503698181078,1.8171091449528973,Iris-virginica
+40,4.843961597634269,3.542538697062488,1.3569631357629879,0.39968802000634296,Iris-setosa
+41,5.250639319390343,3.0844399018707676,1.1913957785230076,1.5485310359979767,Iris-setosa
+42,5.314979288439032,2.807207479424135,3.7363154246873513,0.9867793835003851,Iris-versicolor
+43,6.726479256096358,3.2615623330814816,6.038842025157057,2.5274064985636597,Iris-virginica
+44,7.605355595707183,2.809597751029554,5.7595600512400615,2.254215755264863,Iris-virginica
+45,6.253917797941239,3.4172449193615426,5.043305005652499,2.1439621762695387,Iris-virginica
+46,5.6371627320008715,3.901299199895718,1.478971951367168,0.26818619114739284,Iris-setosa
+47,5.231583945343262,2.6745901706946404,3.5589102703976554,1.2367842763812649,Iris-versicolor
+48,5.184078307668502,3.8241101327917164,1.309533547205979,0.15629139122946034,Iris-setosa
+49,5.0997507386401875,2.734435108961107,3.487198967255946,1.2223259149956356,Iris-versicolor
+50,5.289204683967666,3.3997318424084213,1.3961493813115773,0.4865822148755125,Iris-setosa
+51,6.0572958732550815,3.1958896411915134,4.908210998843491,1.43533463997469,Iris-versicolor
+52,5.125356333230675,3.324045082211985,1.3758574501862508,1.6600285999352293,Iris-setosa
+53,4.49631649051825,3.116883844400158,1.5124994610369296,0.30690828370400935,Iris-setosa
+54,6.431911585472651,3.178982746679944,4.521882269404153,1.8333803001544557,Iris-versicolor
+55,5.0581963321906285,3.0913777674177996,1.621316825049908,0.17944478807928235,Iris-setosa
+56,6.122222288807408,3.3360317643827213,5.135101714630318,1.9429645566429947,Iris-virginica
+57,6.711304307504786,3.1636649764828353,4.437089186793562,1.6638065799797608,Iris-versicolor
+58,4.839388207323128,3.6081711331024398,1.2561204019514634,0.22360046461977198,Iris-setosa
+59,7.573471228748323,3.9218637014830686,1.9829253468346075,0.2719265839977773,Iris-setosa
+60,7.116571636496009,2.985400057241073,6.2323164962512205,2.3946610590102213,Iris-virginica
+61,6.220244091621055,2.8288900774733556,4.397256740635564,1.4165702923074501,Iris-versicolor
+62,5.0998478447899,3.7103935982803624,1.4810955463720101,0.307813435715074,Iris-setosa
+63,5.869764607324676,2.8522219728312814,5.433068844102569,1.9178641611370935,Iris-virginica
+64,6.886022047202116,3.5250092075964106,6.032252814800488,2.0201995451526553,Iris-virginica
+65,4.8638900351717425,2.3893859123280494,4.219098802040492,0.10069906756085284,Iris-versicolor
+66,5.31636042979263,3.5635043689331907,1.4739906421046167,0.40452405091019716,Iris-setosa
+67,5.67937281653496,2.9120392661581267,5.284840771193446,2.1592093480977317,Iris-virginica
+68,6.76892506437893,2.6128602095782925,3.9780374470644677,1.2713737085237287,Iris-versicolor
+69,7.225037509836502,3.7257781025593935,1.9916255778693157,0.4101759001724037,Iris-setosa
+70,4.85495602460317,3.003772993478658,1.4909293473568295,0.20544911051918746,Iris-setosa
+71,6.39342695104041,3.2408730495828943,5.1139221563967565,1.5169292027905308,Iris-versicolor
+72,4.782637986800143,2.59153512496311,3.9578790613132315,0.01972912036446714,Iris-versicolor
+73,6.567742750524522,3.038874565678563,4.538707087560784,1.3939722607202907,Iris-versicolor
+74,7.588768811653194,2.941902727461485,6.600313326062524,2.1549626347689204,Iris-virginica
+75,7.0877835417501025,2.9948190432253456,5.275850954545426,2.116086455305023,Iris-virginica
+76,3.745393755277712,2.6145830422499783,0.9568814599889777,0.15243990229245744,Iris-setosa
+77,5.851129793302418,3.5602490930562336,1.5900588665289765,0.2904656488143827,Iris-setosa
+78,6.677363545944195,2.7996205459212833,4.2100295955645395,1.4000328556773602,Iris-versicolor
+79,6.339221917991445,2.557807893783605,4.736527401603414,1.3543089512664421,Iris-virginica
+80,6.436036551776308,3.011009918610554,5.280627440434784,1.739865155919705,Iris-virginica
+81,7.647047264151632,3.3397318566556677,6.3799757728526645,2.7899665794331434,Iris-virginica
+82,6.6744986407357185,2.7982828226659775,4.015379308221066,1.6168854808778326,Iris-versicolor
+83,4.761558967542199,3.2292788390080345,1.4336355636671672,0.08339393464007869,Iris-setosa
+84,5.624843019158348,3.4444696672199484,1.5948988828529531,0.3719502455578599,Iris-setosa
+85,5.571557672851961,2.921126536690923,4.435351225104888,1.1550217386722594,Iris-versicolor
+86,5.489158487701677,3.0514147844379496,1.5026240434070093,0.16144531078969304,Iris-setosa
+87,6.5081462486374475,2.8112192511914764,5.567675868648685,2.0064664305596627,Iris-virginica
+88,4.9829454269239335,3.281776734405013,1.5288282793081749,0.19984663017375404,Iris-setosa
+89,6.69130082692424,3.7429715138892825,5.542058728710673,2.5509250082285835,Iris-virginica
+90,6.182325893565168,3.0179486750092486,4.934871340812953,1.9865341958459712,Iris-virginica
+91,6.41078850062562,2.7528335988458803,3.999704109017549,1.5466646240491109,Iris-versicolor
+92,7.1331306709319175,2.9539941018518276,5.546618591109752,2.0589971567497276,Iris-virginica
+93,6.1216342875541745,2.9653866330296292,4.89153833713304,1.9334564653810389,Iris-virginica
+94,5.583757499198024,2.534866027105115,4.397590524238755,1.33034118186689,Iris-versicolor
+95,5.802981466678753,3.5252748110280843,1.2737191216363823,0.20707636278150512,Iris-setosa
+96,7.014755880766541,2.8790291202587657,4.133905649119969,1.7147926843323342,Iris-versicolor
+97,7.327005027406596,3.4613016984869565,6.465002444129404,2.236671636662727,Iris-virginica
+98,5.790583044346736,2.414424984364593,4.162470578536823,0.9122373025242682,Iris-versicolor
+99,6.652485409012325,2.6962447550657647,5.436446669353065,1.8821601152052236,Iris-virginica
+100,5.019970495193352,3.340566243232599,1.4529339509060184,0.1853091477282543,Iris-setosa
+101,4.402939417326943,3.1199003684305455,1.5081743314135352,0.1949996061602413,Iris-setosa
+102,6.430958508758785,3.1868404877384564,5.097190758167247,1.8363843007486744,Iris-virginica
+103,5.830573506028627,2.4593092884371224,5.26555769788198,1.771850424919447,Iris-virginica
+104,5.384831537570239,3.6058904346903833,1.636374931502805,0.3741891497250425,Iris-setosa
+105,5.412322622973613,3.753330396848904,1.3330222590096812,0.29889874824175516,Iris-setosa
+106,4.630037647537519,3.289408540651832,1.314302746463517,0.08203540388452946,Iris-setosa
+107,4.802747282931847,3.0848535959447245,1.5613922157306848,0.21516971218005257,Iris-setosa
+108,6.094343344635603,3.0031605610309233,4.333552627011459,1.4171514851937381,Iris-versicolor
+109,4.844774344994751,2.3281208983641983,3.802990699326913,1.1632020458309849,Iris-versicolor
+110,6.063945691939949,3.2889107640878446,4.509274729300611,1.774424125274729,Iris-versicolor
+111,4.667391748174241,3.3304241898837237,1.5070774333833845,0.2326100860362158,Iris-setosa
+112,7.10062222870609,2.746027589409789,6.114313274808598,1.9135699846991234,Iris-virginica
+113,5.601768569444824,2.78314381745815,5.00861421744053,2.04214362128427,Iris-virginica
+114,5.722843639425991,2.780829804171013,4.969197655691575,2.211549475037233,Iris-virginica
+115,4.8755428158059395,3.4486703186796843,1.653601826457739,0.20794367762331187,Iris-setosa
+116,6.485234797332664,3.1805454531246293,5.197503574254164,2.1900706568085124,Iris-virginica
+117,4.5650439269843615,3.461642981476433,1.2767570161640749,0.14350646896033864,Iris-setosa
+118,6.776155622384588,3.028213955471646,4.508781700658481,1.7789564809310336,Iris-versicolor
+119,6.570590918093227,3.1573647712513995,4.706649231023893,1.6270114882989937,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..ada40bbcdbebab9958f6a2a1cd6694d1371eb242
--- /dev/null
+++ b/iris/tvae/0/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.51919597979685,4.0037825330419405,1.5925946397593027,0.10789945954493868,Iris-setosa
+1,7.090026571131865,3.241971579639144,4.410719535037465,1.6568990408663122,Iris-versicolor
+2,6.561635272268274,3.1332719373534683,4.793796553878314,1.3315422466548585,Iris-versicolor
+3,4.9124416770315715,3.029658074580011,1.4640276734702489,0.0697421223891525,Iris-setosa
+4,5.254534514003842,3.360572324889774,1.7086733017819462,1.5673371816039063,Iris-setosa
+5,6.607576681337307,2.5026354510961664,4.4084851408369925,1.6062838349298465,Iris-versicolor
+6,5.151338006010289,3.3032949690121907,1.207091087065355,0.07474507054029667,Iris-setosa
+7,5.2606928758889975,3.1215284470736364,1.3204465760403354,0.2544690469231603,Iris-setosa
+8,5.67818373846595,2.4933989883655334,3.7890365893246263,1.100163369784085,Iris-versicolor
+9,4.593698850691408,2.832289495456231,1.4023886013530236,0.2951314237731924,Iris-setosa
+10,5.762653245993929,2.57231740528373,3.931934873886498,1.1027662273230268,Iris-versicolor
+11,7.295268238167397,2.9874624416841624,5.718191963700518,2.2075426607631714,Iris-virginica
+12,5.012541061676865,3.4960951986336664,1.442321553143066,0.21998696355496195,Iris-setosa
+13,6.314889023565708,3.111870895590756,4.839701569881129,1.8335369727373323,Iris-versicolor
+14,4.4809929934628805,3.0615180250954315,1.263537804316604,0.21842740271884914,Iris-setosa
+15,5.3021485958990064,3.6167922198931,1.4587037507459217,0.28005771457023804,Iris-setosa
+16,4.860634736554045,3.0794291850897735,1.3269148561020487,0.07510945718472767,Iris-setosa
+17,5.68151359779463,3.920755986714946,1.8151964533033615,0.45943157418127956,Iris-setosa
+18,6.892106913063733,3.2206338316855128,5.479448574907162,1.7906970207493749,Iris-virginica
+19,6.327621089037037,3.3102207379999817,5.109207964609594,1.924279481790529,Iris-virginica
+20,6.384958871686865,3.3116794383283152,5.106817428730605,1.816580604310761,Iris-virginica
+21,5.38686987000845,2.307102467257846,3.723288111593351,1.3427173876497194,Iris-versicolor
+22,6.409652817284325,2.607072858244269,4.615755764725532,1.2526670998219376,Iris-versicolor
+23,5.5465564446737865,2.7636080113812866,5.112267803670008,1.8811791244462757,Iris-virginica
+24,5.0678501954913235,3.201464891476769,4.352005144756002,1.4701534370707678,Iris-versicolor
+25,5.469530222393594,3.507214512780707,1.4400421329516275,0.2272448584553294,Iris-setosa
+26,5.787635254425146,3.099412138760698,5.026182017145846,1.3704646471392978,Iris-versicolor
+27,5.525893479209402,3.627028510971081,1.9131580971603919,0.4297269706808793,Iris-setosa
+28,6.7373777278692675,2.3405496787249302,5.22201507427756,1.808357089815464,Iris-virginica
+29,5.371349416572653,3.494730740290264,1.423775877105986,0.2599554220099429,Iris-setosa
+30,7.819663788854255,3.128640969046266,6.334280340508721,2.1935610371586507,Iris-virginica
+31,5.264597498594403,3.34934598576255,1.500491747887505,0.43616166427321046,Iris-setosa
+32,5.118458246319929,3.7776121272472416,1.2265319115767412,0.3412131374934047,Iris-setosa
+33,6.173185935871711,2.5008787175967364,4.626267524766964,1.6793320958041837,Iris-virginica
+34,5.302551810877846,3.564343195527831,1.4976678204570564,0.17167918631738233,Iris-setosa
+35,5.372962797209933,2.6818908708392684,3.362005660768636,1.4196821777198827,Iris-versicolor
+36,6.964077704837336,2.981792862021707,4.975034253215186,2.067361539620211,Iris-virginica
+37,8.024745596012005,3.04413745640506,7.070689053832519,1.8782716936443284,Iris-virginica
+38,4.762727006686629,3.225971409378534,1.1940716264054316,0.14412546966620787,Iris-setosa
+39,5.832539070563953,2.8089414772353,4.780833298443431,2.178191595206174,Iris-virginica
+40,6.448849771031954,3.20691544435307,5.075590348992163,1.612605435005848,Iris-versicolor
+41,5.327491990377605,3.590906574583304,1.577801114630395,0.4779971744815761,Iris-setosa
+42,6.39313299270113,3.4074013693185847,4.905521779861051,2.606643144696063,Iris-virginica
+43,6.062336385672907,2.773612964212205,4.260751546339363,1.1893190386431856,Iris-versicolor
+44,6.767435224748433,2.7537877439650504,4.831631415231684,1.5864767762088634,Iris-virginica
+45,6.363310299700797,3.270283436603705,4.576824765087968,1.7220133616135196,Iris-versicolor
+46,4.44015298928861,3.092261178820907,1.297116715005417,0.09691859668973782,Iris-setosa
+47,6.454794049891845,3.2456554265903117,5.616433707002434,2.1462671360298233,Iris-virginica
+48,6.368151868279817,2.6152638119704585,4.677411844456664,1.7461212724324673,Iris-virginica
+49,6.669244627265725,3.511306669821843,5.506457613179989,2.073340058228497,Iris-virginica
+50,6.256483657012763,3.16313442548167,4.870510630961071,1.5361658308728607,Iris-versicolor
+51,6.46974202876689,3.0344289964287166,4.878228424642767,1.9289445833476973,Iris-virginica
+52,6.458458948105242,2.961308407538841,5.1138696393210035,1.702426662497211,Iris-virginica
+53,7.399259966904641,3.0053382937466733,6.381612722401375,2.150396239951192,Iris-virginica
+54,6.087998885082293,3.2243019275291016,5.169051213553057,2.1059545167266314,Iris-virginica
+55,6.306522969419742,3.0157316212869887,5.16934057538131,1.8385116166374653,Iris-virginica
+56,5.470540483534218,4.078423520203778,1.3426782803240795,0.3482714664778271,Iris-setosa
+57,5.0250830686960875,3.352520210424238,1.74010907933109,2.20682649048497,Iris-setosa
+58,4.500087978191973,2.989517059268895,1.4085080552032279,0.15850570067649752,Iris-setosa
+59,6.495881710776064,3.184002374767131,4.905191241194076,2.2030857246620514,Iris-virginica
+60,7.161594051156328,3.40749508330938,5.945516254104507,2.4116896781560238,Iris-virginica
+61,4.965562077196673,3.4788570237517686,1.3417986401834048,0.0985369565767874,Iris-setosa
+62,5.360760953592686,3.623899854871108,1.503117163732745,0.3999151886452768,Iris-setosa
+63,5.965768120817287,2.8089247538604107,5.253262015209739,1.9187591890716482,Iris-virginica
+64,6.429109718327705,3.031144564999947,5.0992864163461284,1.95503076890888,Iris-virginica
+65,5.826984392127321,2.999878313522422,4.499600804952758,1.9798118589997649,Iris-versicolor
+66,4.898543926307209,3.4952065673079447,1.5936306936926325,0.4342690407430532,Iris-setosa
+67,4.293037103190059,3.0629798171258957,1.2065154815927053,0.28836649447995355,Iris-setosa
+68,4.691864789413499,3.034516228548016,1.256066997378933,1.3252234091890478,Iris-setosa
+69,4.620083217380013,3.484828963009051,1.4527178947445794,0.20666176542814865,Iris-setosa
+70,5.842978376857922,3.141365751393418,4.698291835840319,1.314989418563465,Iris-versicolor
+71,6.427871112031735,3.3036218499500034,4.972890866362414,1.6477977998764162,Iris-versicolor
+72,6.2249255032589055,2.4980902728880308,4.4490573987231015,1.4405757111734592,Iris-versicolor
+73,5.541582850107304,2.7202154574759034,3.81514645780598,1.3835045059577427,Iris-versicolor
+74,5.803540170017901,3.0061750910252196,4.393682106371519,1.4720489028508843,Iris-versicolor
+75,6.849469969091158,3.297139544747697,5.224133501835367,2.3213433837966164,Iris-virginica
+76,6.903718973798638,2.8883277322671566,4.146992128718813,1.4150774623001223,Iris-versicolor
+77,5.001380131635746,3.350182182707067,1.4816067069029817,1.702119878020538,Iris-setosa
+78,5.632408245635801,3.3460253895382417,1.2655899824579095,0.26269458102178034,Iris-setosa
+79,4.664591352848873,3.198651705761705,1.4249949589088198,0.16503357375834474,Iris-setosa
+80,5.319240623924471,3.822445210134839,1.430753113112201,0.6320828503779057,Iris-setosa
+81,6.454701219079404,3.2468712796547985,4.694049845436219,1.574454065255369,Iris-versicolor
+82,5.779866397504577,4.019628565567034,1.9626076271529325,0.30568328786002663,Iris-setosa
+83,5.240717313061393,3.716305890430047,1.6301872979568557,0.2947206518038812,Iris-setosa
+84,7.258123481981977,2.8933636951755335,5.564763816933052,1.9428837789740718,Iris-virginica
+85,5.168110484712987,3.745994758133854,1.430588108483929,0.2336579010479519,Iris-setosa
+86,4.919306518822666,3.937772211857219,1.6723862460962526,0.15852515306712534,Iris-setosa
+87,6.783916471527918,3.4339757390338415,5.486306993805394,2.451331956337904,Iris-virginica
+88,5.536294667189441,3.6961743555599313,1.3705148925791175,0.3524762430293744,Iris-setosa
+89,5.111618178173304,3.494472325791561,1.5166879745282091,0.5610375527385705,Iris-setosa
+90,7.5192217208366365,3.3417896457177294,6.636256628458173,2.306720601164961,Iris-virginica
+91,6.158771179026771,3.182855980510288,5.325820189116897,1.9296435550446789,Iris-virginica
+92,4.872987710459497,3.4801534381445736,1.3298719168656832,0.36693714021526747,Iris-setosa
+93,5.857095725214905,3.073685767405515,4.762199161429378,1.704814754365722,Iris-versicolor
+94,5.133799354744275,3.3720207130941917,1.6055888499037132,0.21635826859952784,Iris-setosa
+95,5.392518133230537,4.03243396797971,1.8588926028253994,0.3462168514786611,Iris-setosa
+96,5.39203253325894,3.652877583689681,1.1098930615332812,0.330822327880659,Iris-setosa
+97,6.988479232941716,3.112766893092861,4.972986383502822,1.5508048799259417,Iris-virginica
+98,4.6221108377575435,2.8074956787877583,1.3011085616040965,0.21820252538490748,Iris-setosa
+99,6.071490784233635,3.2508960420122346,4.265439447514073,1.7513828389886783,Iris-versicolor
+100,5.741377035261494,2.9494333847492014,5.267218539303472,1.199106361857961,Iris-versicolor
+101,6.680129670257439,3.0545244094116293,5.0111804302798975,2.3203821823097615,Iris-virginica
+102,7.866900800970853,2.918821397714769,6.742687450140666,2.0839230583455843,Iris-virginica
+103,6.574245911060739,2.808667670334397,5.180054859091942,1.8148661746481072,Iris-virginica
+104,5.2636193242207305,3.8036583946059874,1.6998027812243703,0.29147975833062856,Iris-setosa
+105,6.648630698210941,2.9746073648785174,4.977160362573091,1.4296606451936116,Iris-versicolor
+106,5.2699369511807435,3.88489634003927,1.4300021688715774,0.3064753357455758,Iris-setosa
+107,6.628512794823129,3.061583631260611,5.576135965511783,2.2100972663882024,Iris-virginica
+108,5.498987343797677,2.777828192377956,4.2222967637227615,1.3504037466337864,Iris-versicolor
+109,5.120484862913083,3.435791158242955,1.565564652652542,0.2250004172122522,Iris-setosa
+110,7.914872785837146,3.7353856496855964,6.8746796747222465,1.9650908413079404,Iris-virginica
+111,5.5721707721608045,3.5877607249234034,1.5165719469462728,0.05892252176636742,Iris-setosa
+112,6.916403046501834,3.5918179819158134,6.434431563576488,2.3142450315784147,Iris-virginica
+113,4.698522490379028,3.415040015861408,1.4435447346879386,0.17244265167825468,Iris-setosa
+114,5.848900798895302,2.679215322684546,4.781951845187597,2.0616649070471045,Iris-virginica
+115,5.0615280526781365,3.282977698431028,1.6693084861908327,0.17757870051839947,Iris-setosa
+116,5.730505307717631,4.074192996828781,1.4834096086199908,0.41157213360358647,Iris-setosa
+117,6.844003550098461,2.8817230780904057,4.99569088449491,1.9334066848169784,Iris-virginica
+118,6.444151342629552,3.155379086281366,5.111161356776229,1.5585313872773194,Iris-versicolor
+119,5.5191753781946415,2.5542988286171657,5.626133010654803,1.5272621925872625,Iris-virginica
diff --git a/iris/tvae/0/18/test.csv b/iris/tvae/0/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/18/train.csv b/iris/tvae/0/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/18/val.csv b/iris/tvae/0/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/19/synth.csv b/iris/tvae/0/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..22c8039b76b0590ec17201033ac2bc3297d6dea4
--- /dev/null
+++ b/iris/tvae/0/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.21250531942707,2.453585836469413,3.6865171413395945,1.0675198449956604,Iris-versicolor
+1,6.231009954938097,3.133409572267655,4.565748416365094,1.2362298744123397,Iris-versicolor
+2,6.203609863509411,2.648502217269662,5.126777387382803,1.3408218644020244,Iris-versicolor
+3,5.431130514509366,2.5015211732137836,4.3092748038752635,1.265888395269879,Iris-versicolor
+4,4.892817373632905,3.6851807686937534,1.1189887185928251,0.23721294362165743,Iris-setosa
+5,4.631160017116402,3.1678884638916527,1.5430120420381725,0.11744712123490461,Iris-setosa
+6,5.319140170821359,3.430067466134589,1.5022020180419822,0.5210997562847435,Iris-setosa
+7,5.747169478742038,2.484957404496455,5.632016987614298,2.274512700819575,Iris-virginica
+8,4.409609181547364,3.4214051137239765,1.310353098284165,0.2129689632831019,Iris-setosa
+9,4.645698596348192,3.1699963262307325,1.3194368454621221,0.196546742420467,Iris-setosa
+10,6.009378331954392,2.9011329405626047,5.387222856536143,1.692116227658037,Iris-versicolor
+11,6.015359917864572,2.868925637120139,3.915680998883909,1.1925840177832543,Iris-versicolor
+12,7.299962749562216,3.1156447908493305,6.079826099534487,2.043151891368244,Iris-virginica
+13,6.409053912762086,2.9815119015580196,4.494497124911381,1.407138264327468,Iris-versicolor
+14,7.1935296415259815,3.3147948752558674,6.406250147132628,2.1958867183000894,Iris-virginica
+15,7.494535930437838,2.694754235789195,6.333614934163889,1.989158304836474,Iris-virginica
+16,5.792863899391252,2.5399586843926967,3.449722707295747,0.997818614728703,Iris-versicolor
+17,4.837575935261403,3.413318894122296,1.579051107825721,0.19228019108118766,Iris-setosa
+18,6.5114257143834395,3.0687567860279663,4.839153486899516,1.5407388916408409,Iris-versicolor
+19,6.366779891540174,3.142225106866812,5.105152663044951,1.985875465652309,Iris-virginica
+20,5.177357484650256,3.5033528345878646,1.32205580564292,0.24184146264133444,Iris-setosa
+21,5.269140181402459,3.2387651413949765,1.4507190000514347,0.4005488487133365,Iris-setosa
+22,6.13932360825273,2.831552262931879,4.27496029726149,0.973697476222479,Iris-versicolor
+23,5.306978495947785,3.4552895991201464,1.6783282705307874,0.35061770682534477,Iris-setosa
+24,5.071837519909418,3.3226691496648275,1.500786611001989,0.1793428183693332,Iris-setosa
+25,5.457767246367961,2.3184944887183363,3.952331977480655,1.1677330530472836,Iris-versicolor
+26,5.030825419103571,2.3573220665385044,3.9518426061793743,1.073972589001417,Iris-versicolor
+27,5.036708961318724,3.5453381570685427,1.504016965471022,0.21134630543731703,Iris-setosa
+28,4.859029071471961,3.4964147903381693,1.4450821559839442,0.25830333944917244,Iris-setosa
+29,4.50529410493662,3.3005928964206026,0.90410544287526,0.4077422245463475,Iris-setosa
+30,6.938477310896394,3.087168609875627,5.3155937058673945,2.3350058380333873,Iris-virginica
+31,5.116701037800527,3.227719461773528,1.5263855166027684,0.21411779833321884,Iris-setosa
+32,5.116390575170818,2.7318331711735397,3.9679305951987827,1.2862202265919909,Iris-versicolor
+33,4.7093459881365005,3.729672876445723,0.8437973860561682,0.13461438531249986,Iris-setosa
+34,5.353403880201561,2.438096626745942,3.9821730716709443,1.4460896814310664,Iris-versicolor
+35,6.442783645825414,2.8828829526358697,4.903740770581891,1.6994627812074563,Iris-virginica
+36,4.754563858614488,3.321107074393808,1.5323465913696483,0.30635685710093286,Iris-setosa
+37,6.684428893732555,2.9964281951160037,5.288967342578177,1.7991311399441137,Iris-virginica
+38,5.078121511027106,3.357391861672209,5.155734051135046,2.2641762517457606,Iris-virginica
+39,6.399577104879779,3.072058238115907,4.853141732890376,1.7176212764680272,Iris-versicolor
+40,5.047591908464365,3.0372391816941726,1.4415931030638454,0.20929810749103261,Iris-setosa
+41,5.299813845925956,3.7590576366319217,1.1529055009384204,0.19627863625026665,Iris-setosa
+42,4.846652701472992,3.1039691762486914,1.48502999401684,0.02749959968031071,Iris-setosa
+43,6.281119333672894,3.2692947066333256,4.866512749265618,2.0843188366708922,Iris-virginica
+44,5.976809256216305,2.543380983302547,3.9325755635775366,1.3052502502190924,Iris-versicolor
+45,5.129023271153069,3.8318736085346385,1.7541957702352011,0.184290133921595,Iris-setosa
+46,6.259790150357057,3.1569684009427226,5.091362711336257,1.2392281435061039,Iris-versicolor
+47,5.301862638832255,2.9835850565783173,1.1736164140472947,0.10639000283881964,Iris-setosa
+48,5.175543071741367,3.315584650339417,1.8654455535929721,0.42971999125054006,Iris-setosa
+49,5.131011700821521,3.3420918826520754,1.4088213564971028,0.16971709226650505,Iris-setosa
+50,7.912578018554141,2.392530084528178,6.93602222546601,2.150537967251635,Iris-virginica
+51,6.369851083960026,2.821329462671407,5.142032605965351,1.619496912625493,Iris-versicolor
+52,7.478693069148897,2.9389287260586823,6.2827277004052835,2.066739199028257,Iris-virginica
+53,5.9972192011296555,2.7859030756039473,4.417095178967193,1.350481348028653,Iris-versicolor
+54,6.152758533865102,3.0913355529837188,4.60632329597975,1.4741806552251666,Iris-versicolor
+55,6.397598478182322,2.715646799323641,5.579366840743466,1.839676053722824,Iris-virginica
+56,6.343996154770068,3.1600067624795605,4.875406435242669,1.6243883810022868,Iris-virginica
+57,4.570231932609985,2.779526205919127,1.5091302851006063,0.2196627489245678,Iris-setosa
+58,6.49032239027784,3.1739032085221415,4.664370643585059,1.5542185774607349,Iris-versicolor
+59,5.778893561923976,4.043688973501216,1.2870095840174716,0.28494180263617525,Iris-setosa
+60,7.329994491267421,2.770592840464431,5.562774620897027,2.085312590313011,Iris-virginica
+61,5.151319809989192,2.727163495460674,3.969409284501367,1.208554167286416,Iris-versicolor
+62,5.354994951084665,3.0502938511591755,4.488970968673262,1.1433105510114978,Iris-versicolor
+63,5.041965004580351,3.049934376291365,1.3664076927656934,0.18073448550428023,Iris-setosa
+64,4.954547765020586,3.200354965656092,1.4934172530982537,0.20994472906391246,Iris-setosa
+65,5.665850255660118,2.730566943564151,3.15215218219175,1.1694959588642333,Iris-versicolor
+66,6.355803757997795,2.7025462902890203,4.165286720173573,1.175259860616672,Iris-versicolor
+67,4.9797837837402765,3.6476405706419364,1.3480580770959296,0.20440514738556798,Iris-setosa
+68,5.123093394171986,3.3824140580428623,1.494475319669913,0.4118213442549652,Iris-setosa
+69,4.496386292429329,2.9530650971461165,1.4421149743284223,0.1179576926904182,Iris-setosa
+70,6.444178212131126,2.649892063493761,5.672174648882892,1.6358969449275864,Iris-virginica
+71,4.7676925929729315,3.1488134770156346,1.30295892979492,0.0817368408818924,Iris-setosa
+72,5.830668741995264,2.9910594196445737,4.512322011289317,1.4177990954495108,Iris-versicolor
+73,5.193330334065809,3.2161317249077594,1.277081691555309,0.2448394009576005,Iris-setosa
+74,7.187464729051048,3.3124179630614994,6.476445499058315,2.278068130700535,Iris-virginica
+75,5.570629477262226,2.927246440904429,4.979385197297284,1.88492102826497,Iris-virginica
+76,5.477301414663974,2.8557884911614355,3.606615108178556,1.42662669801667,Iris-versicolor
+77,6.469291924023059,2.8873232165803526,4.878634463076861,2.044227018954723,Iris-virginica
+78,5.287760473471819,1.9561299746482974,4.15766967140391,1.2476192628781118,Iris-versicolor
+79,5.944738581900004,2.792723436556619,5.265808602508649,1.5434003123692643,Iris-virginica
+80,4.6292255400055,3.0849899343250247,1.6077081004383167,0.1433228184196588,Iris-setosa
+81,6.9941429972295825,3.5164560106913614,5.8545693268433725,2.187328484467981,Iris-virginica
+82,6.669137632127688,3.125452558233424,5.000062547325811,1.7460285236662514,Iris-virginica
+83,5.813158942609459,2.752904478934096,4.406406572605216,1.22619378232574,Iris-versicolor
+84,6.412551537812404,3.4283040995530967,4.995666710764669,2.1700234483701406,Iris-virginica
+85,5.393485383402487,3.0187835394745557,4.41709179469059,1.508549013797755,Iris-versicolor
+86,5.137528106039555,3.3096227199883925,1.6395444139857442,0.3493348678892536,Iris-setosa
+87,5.059096674747706,2.7911500725763254,3.806192813103201,1.5463384200615005,Iris-versicolor
+88,6.326085411595421,3.2591769206141348,5.581044323458353,2.1349156647976035,Iris-virginica
+89,5.065792149135861,3.749007768529438,1.4159843924213447,0.34010495609128866,Iris-setosa
+90,4.873894488865312,3.04520601415402,1.4419527543634663,0.11117737112703568,Iris-setosa
+91,6.83725028037975,2.7350965972686883,5.258318133668302,1.9919258820814032,Iris-virginica
+92,5.4303189898674,2.9775961520519534,4.38528510002679,1.0927924901616963,Iris-versicolor
+93,4.942395920159454,3.0978308989192267,1.4021841333339453,0.08284954686975754,Iris-setosa
+94,6.903467571465601,2.8697637354437595,3.819171966689007,1.0864017524410037,Iris-versicolor
+95,6.585658278576814,3.2650889229263025,5.030597704110992,1.9887917573765956,Iris-virginica
+96,6.041156543022187,2.787250890698647,5.481524158503692,1.9558610990049212,Iris-virginica
+97,5.0733053090460825,3.2431565438506724,1.5129796888909335,0.232237352242217,Iris-setosa
+98,5.5135003334065225,4.154149216972892,1.3205432217239863,0.15827980928341534,Iris-setosa
+99,6.177315167860267,3.096937754017157,4.2530271416394765,1.7721795919216887,Iris-versicolor
+100,5.917235166007036,3.0430133407767155,4.513548836723703,1.5202785480040206,Iris-versicolor
+101,6.4493668318743556,3.2045348333951,4.759313982122096,1.6074967022624675,Iris-virginica
+102,5.361359556806601,3.529074687421042,1.5011727037719578,0.2538563825408754,Iris-setosa
+103,4.974402539973065,3.364980881150305,1.6534730432459308,0.45512965033205766,Iris-setosa
+104,6.362950625108245,3.017680563145974,4.888627419760589,1.5455584309866983,Iris-versicolor
+105,7.48045852265389,3.0344346946943226,6.512989139412845,2.18884684057596,Iris-virginica
+106,6.887510118939889,2.5258593765054007,5.201302690606593,1.568991780397233,Iris-virginica
+107,4.4417857002075465,2.921681110157155,1.4953514175319849,0.1957793416287198,Iris-setosa
+108,6.9365665876929254,3.2815265085258942,5.975433678544761,2.0559265638190145,Iris-virginica
+109,4.9889011504170835,3.35920163937395,1.674117718681646,0.1847352470505732,Iris-setosa
+110,5.249076655618754,3.7539134321016894,1.6864731425329473,0.19844585927833985,Iris-setosa
+111,7.07675876428406,3.5276885096289528,6.110476788895877,2.3896758402654945,Iris-virginica
+112,4.606244471865564,3.31210458177106,1.3593898584034343,0.2677516736111084,Iris-setosa
+113,5.148354747797127,3.3946597907237397,1.4929194116206177,0.09017158179331092,Iris-setosa
+114,7.752529769293227,3.886649626995902,6.5176685613630445,2.487169003213317,Iris-virginica
+115,5.449654850744896,2.6801456352568027,5.069142312533506,2.359528222904401,Iris-virginica
+116,6.667760888868938,3.144401589244675,4.289380961687122,1.477700457811458,Iris-versicolor
+117,6.602133866053498,2.6542942295652225,4.893179194977332,1.838993306399342,Iris-virginica
+118,6.418133372326174,2.940675058923922,5.33440972760878,1.886237255622528,Iris-virginica
+119,6.090443223403684,3.015729359584248,4.3233312980307375,1.3473646217887996,Iris-versicolor
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..29802fd37a11d6bbb07a2450750dd13e7d57b3b4
--- /dev/null
+++ b/iris/tvae/0/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.234202401707105,3.112417802557024,4.597220410141972,1.981028124280134,Iris-virginica
+1,6.487703668592252,3.001431786175524,4.315911880876742,1.3987626963896107,Iris-versicolor
+2,6.067730978337553,2.7909952794039588,4.769518263756763,1.482853846941954,Iris-versicolor
+3,6.870345732683242,2.623719697539732,5.165533964747462,1.7358343021143412,Iris-virginica
+4,6.240227096527263,3.3036351991244137,5.930196251692491,2.4533171553487483,Iris-virginica
+5,6.320427112642159,3.254395795738515,5.441351501788591,2.0953215388543054,Iris-virginica
+6,5.094541973021877,2.639864967589807,3.734190133998562,1.395715894576993,Iris-versicolor
+7,5.38562548253987,2.961442848561019,4.661458055252071,1.6524252121246237,Iris-versicolor
+8,6.454532697829568,3.6882063808755614,1.9609006817411716,0.48894231245183484,Iris-setosa
+9,5.042886165170179,3.3955146132988308,1.6011016010094008,0.44089797400950603,Iris-setosa
+10,5.543469037323688,2.8442307969621217,4.030825041813628,1.4020731266158075,Iris-versicolor
+11,7.163813489805787,2.978680136024994,5.371993836737389,2.031183287062775,Iris-virginica
+12,6.4152438079061715,3.0465011176552808,4.937407574662414,1.9178443554835534,Iris-virginica
+13,5.1804840046485765,2.548250286451173,3.98452388944482,1.1984089059074106,Iris-versicolor
+14,4.775279350734907,3.3020222568557016,1.1486529191755965,0.2598964273624438,Iris-setosa
+15,5.340158703989549,2.755251094270974,5.195917697830168,1.9533741790173784,Iris-virginica
+16,5.407886811581956,2.866718038301573,4.542255174417313,1.3636636635750252,Iris-versicolor
+17,7.9886429484692085,2.7944401942596433,6.311173163127256,2.0648588394115075,Iris-virginica
+18,5.662281582024126,2.6976712085670607,3.9940850449221736,1.35700718062603,Iris-versicolor
+19,5.122533758070697,3.449278421334523,1.852014392056621,0.6180241895251364,Iris-setosa
+20,7.016598203366827,3.0861512243989053,6.338855864240751,2.377624864914915,Iris-virginica
+21,6.608128473494566,2.859744043821095,5.4148589112534795,2.016655700662554,Iris-virginica
+22,4.795089403685311,2.7873484150680268,1.1647605558577219,0.23397097106485515,Iris-setosa
+23,4.907792438032481,3.3833203464950428,1.4458692436377079,0.26873033526143253,Iris-setosa
+24,4.569086766090026,3.325850465386177,1.2457111375340155,0.04534656781710136,Iris-setosa
+25,5.006534833480269,3.8297120726471916,1.466071650279339,0.2860319714257765,Iris-setosa
+26,5.401921009484546,2.7071856827238454,3.937614094642636,1.4350885363543517,Iris-versicolor
+27,5.238899490019261,2.8802652936296234,4.128299094451148,1.30672660083004,Iris-versicolor
+28,5.601427247369788,2.72460945685613,5.109789335779016,1.863177529300094,Iris-virginica
+29,4.862874504609012,3.7017054852710114,1.4566001085798863,0.33737649271430775,Iris-setosa
+30,5.3593633890892916,2.009705219385004,2.8913291672320254,1.1401584344136642,Iris-versicolor
+31,6.043776649290538,2.4647392897236275,3.709638249653776,1.2983951127181113,Iris-versicolor
+32,6.296113932930363,2.8193167039591303,4.103662733328475,1.5345437356956904,Iris-versicolor
+33,4.859684083974331,3.0328517826340917,1.4004861029892315,0.3441773218874262,Iris-setosa
+34,4.967203035186888,3.554473956813145,1.4642356774047536,0.3887216743443803,Iris-setosa
+35,6.839424344460992,3.1569843233385875,5.313343451754261,2.3395243847261744,Iris-virginica
+36,4.669146245573936,3.162534570895175,1.5792085089356342,0.1438857389703223,Iris-setosa
+37,5.054744660034586,3.289061530331872,1.6989661872453712,1.8640958941266148,Iris-setosa
+38,6.692819163358221,3.163400208645397,4.702581212007892,1.4358214283506396,Iris-versicolor
+39,6.090592970077966,3.087072071785052,4.536270563191311,1.6061779064479955,Iris-versicolor
+40,5.4002730764269,2.552243279379391,5.643132528424786,1.7988406816937859,Iris-virginica
+41,5.795316824360783,3.131538701584604,4.0705420652571345,1.6220764636749405,Iris-versicolor
+42,4.556530518945929,3.348966715950882,1.287137485054439,0.25194720028246326,Iris-setosa
+43,6.341450307011524,2.7870203496409522,4.466025673414181,1.346315332268929,Iris-versicolor
+44,5.324819797509058,3.4783977446463346,1.4679987968553465,0.2964683090985833,Iris-setosa
+45,6.339456139004613,2.5702262376465344,5.20334897949257,1.4315080158655888,Iris-virginica
+46,7.739343450355078,2.9358321125835976,6.031933653805861,1.9683432537279653,Iris-virginica
+47,6.269463132373221,2.648327293420416,4.620267202410101,1.52360578979343,Iris-virginica
+48,5.996434988503298,3.605731089164242,4.456956993498501,1.716204595005929,Iris-versicolor
+49,5.423930797045715,3.785716028549296,1.8097685369104133,0.2155775127881997,Iris-setosa
+50,6.676743508255897,3.155232059573464,5.1552716652223305,1.8702604840808021,Iris-versicolor
+51,6.328291274215854,2.962716852297983,5.112295364480941,2.0732670243892453,Iris-virginica
+52,5.822002821145996,3.028119598465507,4.941393392123062,1.4823099628229424,Iris-versicolor
+53,5.836306578862494,2.4765238865547516,5.1245586236371725,1.9640485205452949,Iris-virginica
+54,6.491888716121872,3.0351313433586724,4.7801478308995415,1.8860028850800556,Iris-virginica
+55,6.53405265219656,2.7019360220312323,5.126453996254677,1.6507730490467807,Iris-virginica
+56,4.886906554887842,3.8172660667222527,1.4672169381690485,0.31074329283782454,Iris-setosa
+57,5.857333503521153,2.9762197067739304,4.313276510896836,1.3180969250419534,Iris-versicolor
+58,4.914626932615947,3.2285483952334144,1.3698695915617298,0.13700739597304445,Iris-setosa
+59,5.303915585894838,2.79117624756958,4.025309167828289,1.2026301014150762,Iris-versicolor
+60,7.042047222233182,3.2442600289981636,6.518991134952962,2.3948406068147787,Iris-virginica
+61,6.618595270228272,2.7662198836444536,4.766220280392799,1.3233001596512675,Iris-versicolor
+62,6.419980924247491,2.9545025161257534,4.710882838893058,1.4603841428087738,Iris-virginica
+63,4.8344150227493135,3.1826297319517685,1.378805130615362,0.12972233128911645,Iris-setosa
+64,6.779924698418691,3.031858739795409,5.738804086752337,2.297508060570611,Iris-virginica
+65,4.703469172767947,3.0991188145295605,1.2979624537261647,0.025047783439199583,Iris-setosa
+66,5.928944272409904,4.052491676989026,1.3767665809728271,0.3235352318420161,Iris-setosa
+67,5.197764269661722,3.4012082221576745,1.5930503029365524,0.27718609324734494,Iris-setosa
+68,7.113422688510623,3.4871814354061934,6.388183397115897,2.216407832859037,Iris-virginica
+69,5.642600142354375,2.769836698882842,5.006879440440437,1.9063742412465705,Iris-virginica
+70,5.5830782947387725,3.100161893193777,4.657388106087414,1.5977662353827462,Iris-versicolor
+71,5.4012901996852225,3.705404206394825,1.3285781713570106,0.48231854975593913,Iris-setosa
+72,6.300761749309319,2.938155055288657,4.477762260982267,1.6771084961368632,Iris-versicolor
+73,7.02799408377752,3.3329516508231674,6.286287461822752,2.325312508261239,Iris-virginica
+74,6.203820283997967,3.106869576361387,5.0244440632286125,2.1440953151357323,Iris-virginica
+75,7.011837776576729,2.730547326100823,4.909217859601855,1.6508543865837548,Iris-virginica
+76,4.766761965615151,3.371639074041552,1.4982818619509874,0.27031287277729005,Iris-setosa
+77,5.424574140882836,2.5784813996637133,3.7466414194537396,0.9948512699832129,Iris-versicolor
+78,5.924055053189928,2.3858503027033486,3.882350059448444,1.3618402317612888,Iris-versicolor
+79,5.895153253289709,2.904410916393263,3.9753635221943515,1.332553481181307,Iris-versicolor
+80,6.1771628866148625,2.722423426457332,4.0956587327343845,1.4104787906660796,Iris-versicolor
+81,5.240168032754937,3.532690468662316,2.083766132923601,0.562678436899123,Iris-setosa
+82,5.262573287789585,3.4628524453420706,1.4710529701974988,0.1884335789743989,Iris-setosa
+83,6.836086441541898,3.242767503553223,4.159488758350287,1.6564487150806244,Iris-versicolor
+84,6.154351949279475,2.7942917423808127,5.356284110235939,1.763659444905234,Iris-virginica
+85,5.260030903562496,2.290518253677326,3.7906258670879405,0.7693850033901932,Iris-versicolor
+86,5.121738062840971,3.5508216788807583,1.7526413306692514,0.25508487339111524,Iris-setosa
+87,5.385373929302244,3.459035015887413,1.6260753689170364,0.37521651284219076,Iris-setosa
+88,6.006210791796359,2.929188266611858,4.31281504807917,1.400656601368788,Iris-versicolor
+89,4.7423163369116015,2.9153508851352137,1.4766619435566881,0.17258411020774242,Iris-setosa
+90,6.276639797037375,3.024224652537236,4.881809096680358,1.867650222361855,Iris-versicolor
+91,6.593685240459203,3.1415227717258194,4.737016711300962,1.8846625669889252,Iris-virginica
+92,5.098596754476469,3.641880943130072,1.7485202825870907,0.251626112832425,Iris-setosa
+93,5.81841370153227,4.047415645423334,1.3366012914731153,0.2930074922882387,Iris-setosa
+94,6.337369113699351,2.774990759306541,4.702176025756174,1.4343670414455252,Iris-versicolor
+95,6.597876670032355,3.1410200345102544,4.826736229046392,1.708865506230111,Iris-virginica
+96,6.313191247874211,2.7520324878088154,4.412597773181212,1.0981792906264352,Iris-versicolor
+97,5.503490136577732,3.0354405724689975,4.495159103749139,1.2264459447880172,Iris-versicolor
+98,5.0990377283948005,3.80844391274725,1.7794572260431847,0.30272596507577815,Iris-setosa
+99,5.807270873920406,2.931604383850141,4.9020120235787195,1.4612762850407526,Iris-versicolor
+100,5.083807337140685,2.945961275943216,1.2412070427382247,0.09464045732183521,Iris-setosa
+101,6.455624133896822,3.486827264598554,5.190924121938661,1.8784260584427606,Iris-virginica
+102,4.877928722306875,2.1392328229168722,3.712949605630928,1.2165924410707265,Iris-versicolor
+103,5.613824969680428,2.962965709164531,4.689917126816417,1.097848311030317,Iris-versicolor
+104,5.22374962674998,3.7150027457228973,1.6439899486232474,0.4622988800298041,Iris-setosa
+105,6.123327823371879,2.8926167393647426,4.675232808762891,1.3116756763483775,Iris-versicolor
+106,5.098283241999604,3.3281189143730807,1.4856948400773204,0.13765254451524178,Iris-setosa
+107,5.829600557222511,2.6310593811612812,4.50760903792846,0.9670737648390717,Iris-versicolor
+108,4.6625483476601,3.1776449331566847,1.425377076710283,0.23696525853961975,Iris-setosa
+109,4.978519146660643,3.724566464807085,1.6952708109206067,0.31344161231561396,Iris-setosa
+110,6.609634272221069,3.008857013691192,4.12518715529134,1.2191144784304777,Iris-versicolor
+111,6.242678344910344,3.109494287142748,4.458502796392701,1.4637705884880827,Iris-versicolor
+112,6.588757028060577,3.1580176866854193,5.762444688906522,2.1576301442594765,Iris-virginica
+113,6.227315860292966,2.952767148390377,5.070464464750346,1.6971445390433681,Iris-virginica
+114,6.63647185084374,3.1047613413745587,6.164535183529051,2.321011504775396,Iris-virginica
+115,5.195169123068726,2.7445677050956907,3.628729562778859,1.4154909803287201,Iris-versicolor
+116,6.484196224873591,2.645648103121597,3.7735587225342537,1.026344621510399,Iris-versicolor
+117,6.295832108440893,3.2115421709789658,4.9396789237490015,1.2712168218752213,Iris-versicolor
+118,6.012823189742724,3.3445092712280013,1.3645788786915687,0.2954341769647817,Iris-setosa
+119,5.912457670145751,2.614069486119371,5.859931502431559,1.8116949664532689,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..7412d9f8c6ba6bdd0d5039b4ee13611f699b42ee
--- /dev/null
+++ b/iris/tvae/0/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.307728448193489,3.3334017564160563,1.2795359834989322,0.1562358920491447,Iris-setosa
+1,4.78940690536038,3.5582411781889696,0.9675460180037546,0.14395836490844044,Iris-setosa
+2,5.999039742657227,2.8331402794895517,5.625671528806859,2.2459099019014084,Iris-virginica
+3,7.055115134297817,3.155355674298736,6.2598361733763825,1.9086687016513695,Iris-virginica
+4,4.625449368820349,2.623085326737867,4.6272179869714485,0.23359556103470364,Iris-setosa
+5,6.823439559035954,3.2571773261342107,5.822099064638224,2.4981363932969898,Iris-virginica
+6,6.684328719551409,3.2542329665505614,5.219478649030317,1.9322185612489982,Iris-virginica
+7,6.169557108015506,2.567788911658371,5.009596103825816,1.3462952431896926,Iris-versicolor
+8,5.156662683959213,3.667478431853935,1.5048177151373394,0.08003682415234542,Iris-setosa
+9,5.850913962902878,3.264910720858191,4.941248180203407,1.6607585703218366,Iris-versicolor
+10,5.864914882562738,2.7778144259808877,4.424408710119963,1.2988656291281968,Iris-versicolor
+11,6.110108529704479,2.4926757983805894,5.511356965952461,1.5940245824081007,Iris-virginica
+12,6.99696875013762,2.7151294211905603,5.893776963170597,2.2980682464975426,Iris-virginica
+13,7.8596846223027015,3.2024970750307453,6.799308003965008,2.0583948993356826,Iris-virginica
+14,6.071878557706098,3.19117365027758,4.700098920763783,1.8528245447511777,Iris-versicolor
+15,6.3419098839927015,3.2930327123580385,4.975800363719143,2.2788534436553665,Iris-virginica
+16,6.957690375421813,3.0542789088877846,5.116247743737499,2.1431690243649375,Iris-virginica
+17,6.7199225148144555,3.276640755204788,4.368538278772444,1.3253590408966174,Iris-versicolor
+18,6.579571678746108,2.9978539263283928,5.216139117320379,1.5696495286700556,Iris-virginica
+19,5.186308970576095,3.268298233776606,4.594587907311362,1.8777469813119174,Iris-setosa
+20,5.058001486131022,3.3579066296441766,1.4377030253376777,0.1794973526583173,Iris-setosa
+21,4.72024303043072,3.4681072649246567,1.3998486222355189,0.16049490458880386,Iris-setosa
+22,6.441581773098845,2.518209099201906,4.7342051235195,1.488373971931873,Iris-virginica
+23,6.649317177756465,3.1508949761987877,5.089850211856106,1.6678091257387706,Iris-versicolor
+24,5.51512282523663,2.7329699960907927,4.4349168932302465,1.289720918358308,Iris-versicolor
+25,6.343349713441739,3.004758153655779,4.615959719577313,1.8820589456893293,Iris-virginica
+26,6.639948374304012,3.001697504205382,4.612844457179452,1.2848982291188515,Iris-versicolor
+27,6.983727514508636,3.3974160386051775,6.090170508736381,2.503281848019447,Iris-virginica
+28,4.8380102455739955,3.210117577903232,1.3724356761631973,0.14787220586418187,Iris-setosa
+29,5.011585198889138,2.989194203179559,4.579238868554758,1.656566144344968,Iris-versicolor
+30,6.3463742985523455,3.2536117240022224,5.264181343292053,2.2657185245708713,Iris-virginica
+31,4.355184827940214,2.8926674516117505,1.5751749383340605,0.19686555987771934,Iris-setosa
+32,5.242716940376777,3.163405338471525,1.4859424177919245,0.4061491752248272,Iris-setosa
+33,6.019913182757347,2.6022062751190114,5.350960313307222,2.0289719921550002,Iris-virginica
+34,4.9586606355397675,3.5496223143331775,1.4044079553345337,0.23322578682002018,Iris-setosa
+35,4.75917093150659,3.642264986182167,1.1567000479825178,0.0782894026131152,Iris-setosa
+36,5.25402802721508,3.6049720334080972,1.7362001270356087,0.5623785898449813,Iris-setosa
+37,5.628800958385721,3.0495942891751446,4.86671218951517,1.7143970931959363,Iris-versicolor
+38,6.670716852996412,2.7595437403318277,4.789931296840883,1.4625863758834323,Iris-versicolor
+39,5.004290351637299,3.7902317858302226,1.4192275964631316,0.1630460352062167,Iris-setosa
+40,5.63487901221956,2.600545503147467,3.7725768193412677,1.1340343202875345,Iris-versicolor
+41,6.713772686604923,2.903873113890468,5.392975546461949,1.9848177114343035,Iris-virginica
+42,4.701864750079618,2.9968378172620986,1.248974695029533,0.15343287256196556,Iris-setosa
+43,6.552576705439571,3.2583817880471866,4.551628029984008,1.4260929241093339,Iris-versicolor
+44,6.876468751325941,3.0247593299271154,4.501193584807755,1.3946338099845537,Iris-versicolor
+45,5.260142474015825,3.3492912283680387,5.13687054490548,2.3440767170430923,Iris-virginica
+46,6.365779471891717,3.207172344765909,4.487336499792571,1.6354541686730146,Iris-versicolor
+47,6.912380283136447,2.629173099980132,4.1374763664720176,1.473687063932119,Iris-versicolor
+48,5.22361356713028,3.4401548496013685,1.337911077738198,0.24005298441639505,Iris-setosa
+49,7.06395829069091,2.8894011587520074,4.374385144446735,1.6289849977319453,Iris-versicolor
+50,6.711477877722703,3.0574592663296185,4.436220158918154,1.4119945983346394,Iris-versicolor
+51,5.97214510817903,2.7917006947076985,5.522232223179078,1.9697210075888216,Iris-virginica
+52,5.054727918674928,3.8301089048148342,1.6977850158179868,0.1514883196576413,Iris-setosa
+53,6.458484734727751,3.1116470961239613,5.462690200318211,1.823126617687644,Iris-virginica
+54,5.820704270142197,3.8009010811434583,1.6511482298386002,0.42831641403775517,Iris-setosa
+55,5.419637028945861,3.662082580236839,1.5109214063521956,0.2846598057402699,Iris-setosa
+56,4.635826922679225,3.068306680432872,1.3590305641954823,0.06471742175211084,Iris-setosa
+57,5.329714914632109,3.7355539236743027,1.530390543187017,0.2787829385914038,Iris-setosa
+58,6.276978316060111,3.247952256335802,5.388721309776882,1.7948067252974067,Iris-virginica
+59,4.940055582892141,3.1398001200423047,4.700494767891448,1.5124723551758121,Iris-versicolor
+60,4.464156555001701,3.1671751149737157,1.5821864814066071,0.14143698885682532,Iris-setosa
+61,4.876885266048466,3.1072837463140495,1.6398198730272684,0.13506395862215226,Iris-setosa
+62,7.266778288803076,3.0843454297334434,5.83206847030883,2.186767786039694,Iris-virginica
+63,5.018901050396983,3.033481566655859,1.4448983701899918,0.16093283312254802,Iris-setosa
+64,5.655929201187174,3.9306994443389813,2.069549284094181,0.3024902966912211,Iris-setosa
+65,5.393244734697925,4.145078713170456,1.45900876920682,0.23285838798614641,Iris-setosa
+66,7.096863049607256,3.4894396146542634,5.7241752257331475,2.20162757872102,Iris-virginica
+67,6.527616036123473,3.113544109644357,5.084295639989293,1.8678052979070432,Iris-versicolor
+68,6.076861639384917,2.9405843086919186,4.669351283591855,1.172926193352336,Iris-versicolor
+69,4.814665639990189,3.2462124354936064,1.3118262156373393,0.15627435932260797,Iris-setosa
+70,5.078384075367451,3.225162546840196,1.2753618293116324,0.26768098830064857,Iris-setosa
+71,6.38744870350795,3.104991999126414,5.287107174468917,1.9368528255065875,Iris-virginica
+72,6.267395308171433,3.167004478109988,4.843692554645433,1.8816088553841799,Iris-virginica
+73,5.641742951027407,2.863850807590945,4.536735644501498,1.4724228312449228,Iris-versicolor
+74,6.0369753175301035,2.768433068142815,5.477204574843563,1.6004170291766942,Iris-virginica
+75,6.881012737164251,3.1267606198120275,6.331026444381201,2.2429756679510566,Iris-virginica
+76,4.794710815654191,3.2717417862534743,1.6761434469043897,0.12366938422646662,Iris-setosa
+77,5.507328152302593,3.9468735640888575,1.545718621582265,0.25202909282201036,Iris-setosa
+78,5.907016594729113,2.9449454652810236,4.536891211913378,1.3520362589719197,Iris-versicolor
+79,5.15186497058337,3.55582994807448,1.6460835929022337,0.3262957337550915,Iris-setosa
+80,4.4323708457546624,3.0857340132946267,1.4417368483308248,0.2553410006287183,Iris-setosa
+81,5.716569762327422,3.504821886195856,1.460113438612927,0.13091045062092516,Iris-setosa
+82,5.096208679862437,3.302477920821282,1.6349554173920635,0.2901379300188781,Iris-setosa
+83,6.307947996727641,2.437977941574682,4.841270078505115,1.6154342449169836,Iris-versicolor
+84,5.0324115789987935,2.6723169507448974,3.9057662601607417,1.2035649760130886,Iris-versicolor
+85,6.563612524369164,3.3020480483828107,5.271603300706722,1.6897096571669932,Iris-virginica
+86,7.5108610979923185,3.1030620485069313,6.383830065064525,1.8383761705540234,Iris-virginica
+87,6.358881313775261,3.0785811379731407,4.615644832314779,1.2373210003725468,Iris-versicolor
+88,5.879696905054029,3.063157483835907,4.355611405149641,1.4607966955000733,Iris-versicolor
+89,5.551611245451879,2.762543465626916,4.1368505772855,1.2311866787659032,Iris-versicolor
+90,6.3513333294762875,2.807110333858343,4.3242652561152415,1.4561753655464211,Iris-versicolor
+91,6.932680982722297,3.1372225269646314,5.570314124240918,2.5637134277856464,Iris-virginica
+92,4.471194668800037,3.0913362250497993,1.2696210996192805,0.15982546881612375,Iris-setosa
+93,7.461072026301885,3.084191282907042,6.7864850368107765,1.9022462418547164,Iris-virginica
+94,5.818939042883247,2.427831104831596,5.644702252273618,2.1429336623919366,Iris-virginica
+95,5.904615496476244,2.9749455912101666,5.030066797816892,1.9309190710835804,Iris-virginica
+96,7.06911138986942,2.926841440790128,6.098357569578376,2.1225307961961666,Iris-virginica
+97,5.197840667434778,3.372179542517297,1.4883585687992336,1.4871361837328159,Iris-setosa
+98,6.8467775074002555,3.7377579083090353,2.089538092086456,0.522776347493608,Iris-setosa
+99,6.858557903650757,3.338371822556833,5.216097487715963,2.3919939079074894,Iris-virginica
+100,5.201523275614906,2.7518552728786037,4.223785609208606,1.1062720262849803,Iris-versicolor
+101,7.47132207507544,3.587933349105235,5.730342164915531,1.9141977966671597,Iris-virginica
+102,6.5462427774052525,3.020036693703927,5.278418583038901,1.8746206709832334,Iris-virginica
+103,5.979191330412018,3.123574873190196,4.924360934760843,1.4559389153593454,Iris-versicolor
+104,4.629570586334695,3.200681587574659,1.6361278987090335,0.1805831911820695,Iris-setosa
+105,6.165917058299845,2.865521204856687,4.881883670150376,1.3556372402244812,Iris-versicolor
+106,4.728190219571656,3.135264970596201,1.098444144862889,0.16284093835613442,Iris-setosa
+107,6.268126305301467,2.853652149029886,4.199117365795558,1.319481052331402,Iris-versicolor
+108,5.94510487685581,3.087854386957713,5.448783564952542,2.0803847519110676,Iris-virginica
+109,4.871129368845502,3.772546976395235,1.4900186179135249,0.27950945798143156,Iris-setosa
+110,5.720372740668825,3.9520313993999903,1.55486784609534,0.2846062698599661,Iris-setosa
+111,6.883078838306972,2.7403865902333493,4.957242049661396,1.6868116963694606,Iris-versicolor
+112,6.11363826492115,2.64634483078815,4.967189253717848,1.707021079790564,Iris-versicolor
+113,5.383391285312274,2.7285455712689615,4.278993878891241,1.5670731788302197,Iris-versicolor
+114,6.439377566342105,2.8697037471055795,4.096757907333692,1.4362717776883513,Iris-versicolor
+115,4.650010535920094,3.4348658735420687,1.3820237788113825,0.21570852462196496,Iris-setosa
+116,7.220489904168862,2.9698912932953214,5.922155301648539,2.3261887962888865,Iris-virginica
+117,7.703646411362288,3.4367979836179323,6.384762470195463,1.9954821781226446,Iris-virginica
+118,5.521934999714888,2.9195037871306,4.544068555900333,1.4039856586904274,Iris-versicolor
+119,6.6464161370915065,3.0234196312550163,5.044520127188252,1.9553125365236144,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..a0ece7759f12a13a7172965009f62915862b9d93
--- /dev/null
+++ b/iris/tvae/0/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.802994527969551,2.945285772404836,4.976792756877943,1.2169022545417885,Iris-versicolor
+1,5.509081242374086,3.066577368200998,4.426472381161187,1.6220399779617543,Iris-versicolor
+2,5.789399454977975,2.5708321960144787,5.2154971346781185,1.8663540098157598,Iris-virginica
+3,6.1865551822762335,3.179474869255451,4.724815334253327,1.4529693717044747,Iris-versicolor
+4,6.269665907710428,3.0653599062695522,4.59064878699465,1.4906531173244775,Iris-versicolor
+5,7.126503233948983,2.880401058921745,6.102145169453756,2.228790914765976,Iris-virginica
+6,4.9880085447269025,2.607962467662048,4.334954612485265,1.025288517028841,Iris-versicolor
+7,5.8943147121939266,3.150545934782673,5.079033723788023,1.1363107553591631,Iris-versicolor
+8,4.696996810454975,2.9806387376461987,1.3588333864362565,0.0832677542307523,Iris-setosa
+9,4.5810865347604635,3.232349305154596,1.6872020621271684,0.23052363879337492,Iris-setosa
+10,6.460461595416447,2.9775225395512344,4.791033402339874,1.3694661279818536,Iris-versicolor
+11,6.813892083935089,2.716224985459195,4.879641972195256,2.079115136305991,Iris-virginica
+12,6.759733079425159,3.0739142466984535,4.873624748414217,1.4103370427383277,Iris-versicolor
+13,5.519473619572376,3.044609654497201,4.737405406329258,1.527100103096439,Iris-versicolor
+14,6.683143213571769,3.194136685341419,4.756276716851385,2.1565589495894057,Iris-virginica
+15,5.523249498429908,2.639722845156937,3.755238103615795,1.278998591358839,Iris-versicolor
+16,5.791355301698184,2.6548672224956418,3.749271351401503,1.2211071564064515,Iris-versicolor
+17,6.275250728729585,3.2083585049236825,4.402167344354896,1.5332274354010342,Iris-versicolor
+18,4.85321817144817,3.238777316763339,1.470542807735049,0.2222493892969692,Iris-setosa
+19,8.196718183881945,2.7381897531687347,7.168233161053871,1.7687524948777744,Iris-virginica
+20,5.608856878589972,2.526009054578777,3.675062124155831,1.2044981997208632,Iris-versicolor
+21,4.644593424218037,3.1632330869849254,1.4532151367762722,0.18056504127915168,Iris-setosa
+22,7.454587565918764,2.7382059175387266,5.835792142280117,2.235422528365925,Iris-virginica
+23,4.435540869610149,3.6056919188933274,1.5597250806390288,0.30646179624091224,Iris-setosa
+24,4.565746018810364,3.0156157015003964,1.2706852291026847,0.13169196534296207,Iris-setosa
+25,6.6495015455463236,2.823917003408152,4.42195316491645,1.6012895702550252,Iris-versicolor
+26,6.773120167223875,2.7787338932261165,4.192360295769065,1.6850133428697276,Iris-versicolor
+27,5.794272566729388,2.449087880976744,3.7829319926686495,1.295044649552954,Iris-versicolor
+28,5.313104541238336,2.7586976107612253,3.6555770329590462,1.2247102025504426,Iris-versicolor
+29,4.774716639018051,3.409267353663801,1.0545326925942309,0.19967313546139195,Iris-setosa
+30,5.423506449039206,3.136809259194142,1.608750049878825,0.277590058977883,Iris-setosa
+31,5.007592484349479,3.5536997914033157,1.1820909459524858,0.1767262339216675,Iris-setosa
+32,4.195767661521496,3.483607357832149,1.5918076848494327,0.22331813632655545,Iris-setosa
+33,4.411631278481575,3.3627712460972323,1.3206390255552114,0.12607449389285594,Iris-setosa
+34,6.470953254781522,2.9610375151568724,4.735558393033955,1.413690227016294,Iris-versicolor
+35,6.693943232401725,3.315567212818843,5.077890253770706,2.269448938552789,Iris-virginica
+36,5.3492519565712975,3.706018407756584,1.6869059196396616,0.3632524903142058,Iris-setosa
+37,6.720647699868617,2.7076052126330925,4.076044315265535,1.2007995974021581,Iris-versicolor
+38,4.82685332387064,3.8102816134038373,1.5171960594248024,0.30522520395628217,Iris-setosa
+39,6.2189818074536065,2.2534388004101524,5.184865445642577,1.778517896318188,Iris-virginica
+40,5.336070859661422,2.5509237135582565,3.6672681712870197,1.5028678703746188,Iris-versicolor
+41,6.427951812863809,2.8289219187878247,5.252770155818861,1.8811047493053041,Iris-virginica
+42,7.332112610088131,2.730996090265204,6.130371247033157,2.513423899402543,Iris-virginica
+43,6.906294651284821,3.38404117455003,5.279067282736988,2.6604792590084325,Iris-virginica
+44,5.689596542862662,2.828278272313815,4.250187923693518,1.0013033631096597,Iris-versicolor
+45,6.182879378171055,3.2007345537479543,4.549068674659685,1.5674684225820479,Iris-versicolor
+46,6.57396843952875,3.451651502885113,5.71979513076461,2.4218653414609825,Iris-virginica
+47,6.1550800122200044,2.951108743561628,5.674555391922629,1.8779853585640458,Iris-virginica
+48,7.181586682339262,3.585592768259712,5.800119454428398,2.424651159396378,Iris-virginica
+49,4.842104152737444,3.3015892499129227,4.546039590173975,1.5710592799112346,Iris-versicolor
+50,5.578847751185407,2.8350704593430542,4.160242472955135,1.41496635407802,Iris-versicolor
+51,6.652051329668192,3.3537533154039725,6.129658452263994,2.3843340881495996,Iris-virginica
+52,6.334522459138493,3.1734543644314885,4.937135759857395,1.2397306213066577,Iris-versicolor
+53,6.416038518954912,3.071255281535815,4.607211530947385,1.7145371230901216,Iris-versicolor
+54,6.0435193750985725,2.934173907270027,5.11883120296982,1.538388101743395,Iris-virginica
+55,5.468189752815829,4.316844014973227,1.4991024290831059,0.33024354069808637,Iris-setosa
+56,5.670974383172665,2.8146411412516747,4.69389836628672,1.4416527961808174,Iris-versicolor
+57,5.962585263183918,2.3220309867340507,5.2331504893580085,2.3480692860754964,Iris-virginica
+58,6.812561596922155,3.164171715343863,5.862013017816335,2.306216814631677,Iris-virginica
+59,6.016802752341659,2.7015420832784263,5.428596304881204,1.8855473904452331,Iris-virginica
+60,5.364324197491439,2.4639199579218047,2.948792427162073,1.5248794642675938,Iris-versicolor
+61,4.6526919725796025,2.9581246926329183,1.26322727025906,0.19711073795478445,Iris-setosa
+62,4.914042411114854,3.1340757873612004,4.75419931128673,1.6114196664266593,Iris-versicolor
+63,6.461425923312534,3.2521275270437795,4.368968226334476,1.6890520026068065,Iris-versicolor
+64,5.9492896175634975,2.985578436468221,4.37172909669639,1.3262758106174588,Iris-versicolor
+65,6.507588710012021,2.805431587938001,5.0942609848591,1.6598810244679183,Iris-virginica
+66,5.579507767103261,3.187584389594453,4.737432185268918,1.5551989473437058,Iris-versicolor
+67,6.223022049045232,2.9499178370412396,4.530438774942072,1.1989680662783229,Iris-versicolor
+68,5.866379475633729,2.3015367876750537,3.4319210396621775,0.8157984590073476,Iris-versicolor
+69,5.621824480576575,3.7121632706639884,1.5535027207814207,0.19098553299357574,Iris-setosa
+70,6.850477624755774,2.8533463200110463,4.43102326139949,1.3197302828078818,Iris-versicolor
+71,5.347828414103006,4.074112972083255,1.445190806790391,0.31100863872719964,Iris-setosa
+72,4.9624885768282425,3.2146297428596595,1.6990077044233722,0.33856406946924433,Iris-setosa
+73,6.078772935977963,2.9736494436017264,5.157415375139089,1.781380563048265,Iris-virginica
+74,4.936707792362046,3.1462392424977055,1.2882539766414234,0.15677029659196737,Iris-setosa
+75,6.319819276847337,2.8415105050775704,4.342399944123117,1.2900152284825621,Iris-versicolor
+76,5.453783139035192,3.3456131227675994,5.06055258718512,2.165100580811807,Iris-virginica
+77,5.172502823666831,3.0322309089604778,1.5036809820668426,0.061014122288606254,Iris-setosa
+78,6.5194052203089745,3.1911585679594863,4.787219884886181,1.9644919609702496,Iris-versicolor
+79,4.921810695772351,3.522447833354383,1.6875228355832488,0.13576602508497798,Iris-setosa
+80,4.770723339446981,3.2617813191434766,1.6414976606203624,0.26385633665996544,Iris-setosa
+81,5.992300457276698,2.3009196523178117,5.384829761808211,1.7962476492959771,Iris-virginica
+82,6.723532417874027,3.805588615692605,6.01571768582243,2.0029616782392368,Iris-virginica
+83,5.132983722893784,3.1047293129035505,1.4234989930943385,1.57322503161566,Iris-setosa
+84,5.244147055795759,3.38293451313532,1.509863609457361,0.2279990566539151,Iris-setosa
+85,7.193066395975304,3.5047290617098232,6.362833770603137,2.3123650485879406,Iris-virginica
+86,6.789587391912984,2.894427024497486,5.471661647044953,1.8105865426422612,Iris-versicolor
+87,5.139331625206749,3.0622549641242296,1.5655953628573167,0.21213531348656942,Iris-setosa
+88,6.5522573159749316,2.9502231092177817,3.77439226618734,1.2690727915614168,Iris-versicolor
+89,6.36157613885771,3.1297221348989543,5.653568816342589,2.0564620394550035,Iris-virginica
+90,5.136859871538914,3.4115854466624285,1.485742314378971,2.053621450941368,Iris-setosa
+91,4.876827353780261,3.0475305824572505,5.229035719315581,1.609663157523355,Iris-versicolor
+92,6.031247016924998,4.132353313879529,1.7963362392602114,0.3519397820109361,Iris-setosa
+93,5.487708995048236,3.6963040142006167,1.5830651118876702,0.3111814246461427,Iris-setosa
+94,4.888726640784689,2.511184530725467,3.601370988399591,1.4866905222352091,Iris-versicolor
+95,4.882021245688736,3.1580106203675773,1.4700434713933956,0.129828295972612,Iris-setosa
+96,5.764785042035708,3.037298346793408,4.250290849233393,1.2855516139616776,Iris-versicolor
+97,6.373217289985932,2.5324735092895776,3.8415651259283408,1.1010569991893244,Iris-versicolor
+98,6.473253289643236,3.090477192820984,5.652453396718838,2.2556853065039553,Iris-virginica
+99,6.0969526541884616,2.705544833149914,4.533166309723426,1.558036073948664,Iris-versicolor
+100,5.740186020021393,2.624880242594336,3.7012441895287544,1.0597644540095865,Iris-versicolor
+101,4.977250906546758,2.4371366418236864,3.3394068073409553,1.0362934466079965,Iris-versicolor
+102,6.247822518228126,2.789913186499854,5.414727603071253,1.7833586485168949,Iris-virginica
+103,7.70336714559295,3.1730069197639086,6.419545989768163,2.2845997906254425,Iris-virginica
+104,5.102140009058027,3.2391686461474896,1.4076180941193268,0.38015474819817313,Iris-setosa
+105,5.604926303874485,2.8314511861033864,4.4955059117956075,1.6517464714798775,Iris-versicolor
+106,5.022571735528619,3.5246102360721143,1.6424821419324567,0.42868963622281686,Iris-setosa
+107,5.068066616003233,3.18920755806894,1.2254303950741194,0.3032791459810534,Iris-setosa
+108,6.142494113563931,3.17678752781962,4.80438950884194,1.4784731119365708,Iris-versicolor
+109,4.657625808696277,2.9444748282249313,1.53843732116508,0.16503465085624422,Iris-setosa
+110,6.791576578436029,3.6004238430960687,5.8002178103006585,2.0909111304122887,Iris-virginica
+111,5.306488662721102,2.3228327524642722,4.657649637073083,1.6608056280762171,Iris-versicolor
+112,5.22962848394123,3.6179284769449627,1.4426084985640997,0.2948411656671233,Iris-setosa
+113,5.026670638500502,2.415664896719292,3.6131247635530066,1.0323089820663718,Iris-versicolor
+114,4.572675890284457,2.5899329566752485,3.5875322775240077,0.14519049550875618,Iris-versicolor
+115,6.441763683478366,2.921126267623641,5.027535163913121,1.5390890001427489,Iris-versicolor
+116,6.3860621528603,3.1347532645180483,4.960410852026463,2.1890115723441657,Iris-virginica
+117,4.929793802857192,3.1390839587353305,3.8148274966347673,1.3800554571106283,Iris-versicolor
+118,6.17598264752333,3.011146623051556,4.6662479561403165,1.7199132690470862,Iris-virginica
+119,5.45657717773313,2.3999847505248946,3.6500047655321075,1.184626984629269,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..4a15960e8a6d50b10a986c403a7bf40488bdab42
--- /dev/null
+++ b/iris/tvae/0/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.569569222036187,3.487311161741418,1.195930532671424,0.11219674488370021,Iris-setosa
+1,4.769355374745406,3.464894450696518,1.6434104130130676,0.22982355197562002,Iris-setosa
+2,6.784207740806771,3.1165573024036934,5.362114909705616,2.1631223834903444,Iris-virginica
+3,5.6129991178619925,2.3644419804472747,3.491210746577269,1.0258340061660958,Iris-versicolor
+4,5.292944212510053,2.8284721314828176,3.6450957930640957,1.1936322185103674,Iris-versicolor
+5,5.0742195863779065,3.37811696487422,1.5199818821182143,0.3298929578595089,Iris-setosa
+6,5.035965663102984,3.184796090970468,1.2509966621726742,0.19667080237664733,Iris-setosa
+7,5.028347552260364,3.257355359519592,4.762800157753767,2.039480902321254,Iris-virginica
+8,5.0593215251208985,3.244731851715933,1.4284366801054564,0.2993330331612764,Iris-setosa
+9,6.3300240416865625,3.0787824151285768,4.914424507532528,2.1238788135277096,Iris-virginica
+10,5.154822144020689,3.110684405625092,1.5633602744328854,1.6143516801551832,Iris-setosa
+11,6.611899797221575,3.2805148233020622,6.070442292579807,2.2816885013425248,Iris-virginica
+12,5.168688312661177,3.139179406757862,1.284396902084184,1.4207123767041918,Iris-setosa
+13,5.063563101648158,3.4278621223340076,1.6556477302046662,0.14343076382314796,Iris-setosa
+14,5.041082320970769,3.3734453565952007,1.4564703437973079,0.46214873317604516,Iris-setosa
+15,5.993251537704087,2.6195063932583045,4.120853385644367,1.474699938696306,Iris-versicolor
+16,6.483147124566411,3.135225351474696,5.077054710859258,1.7907751020850884,Iris-versicolor
+17,4.820827687646013,3.111926552432297,1.8404949438769695,0.14545425708305915,Iris-setosa
+18,4.9068814472779545,3.3022817200819006,1.2858964983433885,0.3314759810773658,Iris-setosa
+19,4.890500265433228,3.7808964872705055,1.6722393996937268,0.12623256151935527,Iris-setosa
+20,7.232940036549925,3.260302816880015,5.4992625798347206,2.263920104737688,Iris-virginica
+21,5.823677736296782,3.0901438776934813,4.834433855893536,1.6765899694033808,Iris-versicolor
+22,5.170239135614203,2.691994673785116,3.7742610999304116,1.1534452701921232,Iris-versicolor
+23,6.340888189667028,3.233560377554051,5.337251112290603,1.5250543479216185,Iris-versicolor
+24,6.701387052780089,3.2871674496461702,5.918407782528292,2.106376608854849,Iris-virginica
+25,6.279634315381609,2.660371207313108,5.350320413771565,1.9410992249991685,Iris-virginica
+26,5.714524665230976,2.3882041133903837,3.599060843542621,1.0595994320832829,Iris-versicolor
+27,6.460184398441833,3.089506405287164,4.523444181397005,1.8963343030133195,Iris-versicolor
+28,6.457998412323127,2.681199734059546,4.695267188200212,2.0896155730338295,Iris-virginica
+29,6.339295168426525,3.056124352335351,4.146531738991065,1.4023789634659418,Iris-versicolor
+30,6.85990766823413,3.1839991740034246,5.447394728714883,2.1178293538014814,Iris-virginica
+31,3.7743684256737953,3.4209877118396768,1.0126245267235998,0.1960838024967425,Iris-setosa
+32,6.114626749099185,3.270904569963653,4.415595678587483,1.6221630483784288,Iris-versicolor
+33,5.67875391056545,3.3185280967127575,4.367207878716387,1.5410542539669978,Iris-versicolor
+34,4.878518653402007,3.0712820797854734,1.3097883520722047,0.23588635654507895,Iris-setosa
+35,6.288959609529969,3.0114710507317937,4.718300502049994,1.9914981973953163,Iris-virginica
+36,5.333728962984752,3.929784576915711,1.3744206058042252,0.4124874161113975,Iris-setosa
+37,4.574689663141018,2.9647731325841877,1.1819268188436838,0.20994419436178394,Iris-setosa
+38,5.334302408396064,2.737435000241902,4.261364521350995,1.219463595451803,Iris-versicolor
+39,4.999048183223244,3.4079522285225408,5.056758175594992,1.497927213924078,Iris-setosa
+40,7.3370177502654315,3.128252245516779,5.974699576803698,2.0933747793941344,Iris-virginica
+41,4.959439395971916,3.265744830053281,1.2464507750687361,0.20581292930814454,Iris-setosa
+42,6.7572421021159315,3.238346670435919,6.230288838778197,1.9156984023413626,Iris-virginica
+43,7.140752715994181,2.8762346428130527,4.579554702416516,1.5638863808567551,Iris-versicolor
+44,6.291086274391883,3.0999062787282354,4.4110267074337965,1.587187700512599,Iris-versicolor
+45,6.689031542713916,2.5655666472829735,4.881272797238326,1.957834372500953,Iris-virginica
+46,4.173145382101028,3.365344516219834,1.3437103845647267,0.24247805546306522,Iris-setosa
+47,7.736234240013307,2.937007411118899,6.245703873171094,2.2989290868411247,Iris-virginica
+48,4.426439608994262,3.685225090520057,0.9667421490080991,0.1608004728941678,Iris-setosa
+49,6.430761286793415,2.9305625276929987,4.385237133232248,1.327680366751634,Iris-versicolor
+50,6.348045745241879,3.2360041944833426,4.903183843138752,1.863480506886401,Iris-virginica
+51,4.863850377529117,2.4285761668046306,3.6158186578613245,1.122327071961596,Iris-versicolor
+52,5.69634483434486,2.710171710665418,5.697360331105747,2.312447159010394,Iris-virginica
+53,6.311570549526315,2.8217782396738085,5.203247600580988,1.562739042268042,Iris-virginica
+54,4.590211801509401,3.169705456965124,1.4240496307777055,0.26510012364747587,Iris-setosa
+55,6.4036398827978545,2.967036704942363,5.504081189134041,1.9521262483667936,Iris-virginica
+56,5.094880043039003,3.692500955663682,1.665341827521519,0.22723903876240364,Iris-setosa
+57,7.4468658335937565,3.474075947285544,6.478836662384078,2.106367834423753,Iris-virginica
+58,4.648005064294731,3.1523464379339545,1.0896405983382462,0.13058358752022184,Iris-setosa
+59,4.875142966448356,3.387461294583146,1.0362455371383037,0.18595103175821034,Iris-setosa
+60,5.741721864429309,2.618698511798356,3.9228643483842722,0.9755048628099425,Iris-versicolor
+61,5.73793951226419,3.0871998993770875,4.660344890258796,1.203008346812137,Iris-versicolor
+62,5.337250894572995,3.841253536836012,1.6499387782096502,0.33964174806426756,Iris-setosa
+63,5.2097718621019675,3.322373374272307,1.4978876315640908,0.029054692853811015,Iris-setosa
+64,4.812062003343185,3.7250218007812586,1.5707201662797896,0.3398876220989928,Iris-setosa
+65,7.092580075600184,2.9752166569667384,5.81122191274376,2.2729850719370868,Iris-virginica
+66,5.154742447459074,3.412685158829979,4.951301906694816,1.9873670222726192,Iris-virginica
+67,5.175469874217731,3.2394204403138467,1.6087182029300968,2.155792304664596,Iris-setosa
+68,6.626535493540353,3.286983934859684,4.889750717807912,2.0921448934197984,Iris-virginica
+69,6.709762307050546,3.0746592435777225,5.55002286449689,1.792936444463582,Iris-virginica
+70,5.353864858099794,3.827673301551495,1.274947809131344,0.2719200009750603,Iris-setosa
+71,5.749254849322864,3.985102711613441,1.779239328794103,0.4746873322510193,Iris-setosa
+72,4.775723245606593,3.2502425760947093,1.4225758488584364,0.11406627761883625,Iris-setosa
+73,4.673179614753628,3.0183343311653155,1.299132534445136,0.20588320306106994,Iris-setosa
+74,6.143638097146101,2.9876372135205704,4.347385639458846,1.6266631177770778,Iris-versicolor
+75,6.687517647770379,3.2385129710666805,4.729017202338981,1.845003671091652,Iris-versicolor
+76,7.709469455226788,3.6283311195174934,6.43240210919878,2.2200042547467875,Iris-virginica
+77,6.9723214720417594,3.1273618581285407,5.380577319724779,2.037026326277475,Iris-virginica
+78,4.944716537078608,3.258838880415094,1.5251029454478444,1.49151262951269,Iris-setosa
+79,6.546905752436134,2.790744839623712,4.4388777309727825,1.580873970887387,Iris-versicolor
+80,4.838822979569566,3.180843730847555,1.2568641419915119,0.2014154101241665,Iris-setosa
+81,5.731043486914569,2.8560663694972113,5.1627589983589735,2.164462175813287,Iris-virginica
+82,6.157221677822185,2.6353563952597434,3.8646083912398903,1.3807958156257403,Iris-versicolor
+83,5.365354753033811,3.4036363906071925,1.4030803200461857,0.30327858439851346,Iris-setosa
+84,4.964392440017889,3.2408033885651157,1.4402721428187895,0.19033205006491632,Iris-setosa
+85,6.20296834152301,3.0908507114305106,5.1756280619355,1.8302687675720961,Iris-virginica
+86,6.312002281338938,2.825323631131704,4.273186667023683,1.042142293868796,Iris-versicolor
+87,5.936098505486357,2.1081308083912393,5.483102316147967,1.9318892944118256,Iris-virginica
+88,5.5388086523399345,3.956011655420331,1.462379814245845,0.11457247449058194,Iris-setosa
+89,5.923914611791946,2.584563535080983,5.204216221659121,1.460595296254974,Iris-virginica
+90,6.384313247898432,3.119184306424127,4.916701032930455,1.6328185582039645,Iris-versicolor
+91,6.19248813720416,2.9765201571028053,4.66037162547727,1.2526441126793424,Iris-versicolor
+92,6.19041709881664,2.7223245080414826,5.469101795740439,1.7880362023465686,Iris-virginica
+93,6.421443501437577,3.198657486190431,5.191540941823075,1.705000449250299,Iris-virginica
+94,6.201542931081034,3.002690162304761,3.8037925527159775,1.3031196720605491,Iris-versicolor
+95,6.600005237436773,2.8620859815773763,4.042279036994445,1.289806921624202,Iris-versicolor
+96,5.4575507910847865,2.7774749113759207,4.337126028008207,1.3076530218764881,Iris-versicolor
+97,4.731084535834408,3.0970160081680547,1.2093354012059596,0.21757637529632984,Iris-setosa
+98,7.477087629511251,3.722766152258946,6.227000210346972,2.068217596164979,Iris-virginica
+99,6.204470665152121,2.3057529089989037,4.383345464346125,1.540175335654562,Iris-versicolor
+100,5.550777248890724,2.831280730281417,3.8877539322690167,1.1007524112244509,Iris-versicolor
+101,5.02851551752338,3.4308841042344347,1.6123365502558669,0.22862500213573916,Iris-setosa
+102,4.976834191515423,3.1355096079367044,1.3702517889554637,1.533551342313192,Iris-setosa
+103,5.470768171766261,3.3856410904326157,1.5417955348854029,0.3766861445583393,Iris-setosa
+104,5.262305927046355,2.808772750534744,3.83953034272794,1.4960982315944547,Iris-versicolor
+105,5.764450253678538,2.6146857103510768,5.836564758069117,1.8524890576904554,Iris-virginica
+106,5.474288733913183,3.113389299971397,4.11961690526318,1.2474924264729554,Iris-versicolor
+107,5.416894356484775,2.889275176802942,3.765573294715758,1.2689114168978242,Iris-versicolor
+108,5.170517833030041,3.352492958018518,1.4361160972758567,0.24095103011176808,Iris-setosa
+109,6.77048619286664,3.3322074117294735,6.253099393114222,2.565706419107764,Iris-virginica
+110,6.908657040384466,2.7366640834059672,5.125348382834403,2.203149773797514,Iris-virginica
+111,5.999024792715089,2.751567708676204,4.1805914996089575,1.1884809187850585,Iris-versicolor
+112,6.6701947017288665,3.467973507289004,6.125678477856927,2.37241446360144,Iris-virginica
+113,5.441296500564134,3.7688471641073864,1.4471745177874766,0.3056785126853197,Iris-setosa
+114,6.165077731034224,3.3708093564205432,5.683256706949466,2.2745599999379706,Iris-virginica
+115,6.3654214943492,3.3716370244392047,5.45788472751551,1.9754016122564162,Iris-virginica
+116,6.337478009156884,3.091228775634693,5.011863174888746,2.0563296711306567,Iris-virginica
+117,6.756873685653186,3.030481403119304,5.731044289301822,2.0416635852436644,Iris-virginica
+118,4.9910725002525735,3.350260870195197,1.6148057415382968,0.20819259849596294,Iris-setosa
+119,5.113086371628182,3.3440249969569544,1.3795601770717767,0.28172279322857674,Iris-setosa
diff --git a/iris/tvae/0/22/test.csv b/iris/tvae/0/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/22/train.csv b/iris/tvae/0/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/22/val.csv b/iris/tvae/0/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/23/synth.csv b/iris/tvae/0/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b9b106df195c0d13e176f5dea02d81a226dbcdfd
--- /dev/null
+++ b/iris/tvae/0/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.8772177330134205,3.427342035840165,1.4580212867752067,0.21774389212503334,Iris-setosa
+1,5.000209226633989,3.3258203155821384,1.372723199051319,1.1683838972240057,Iris-setosa
+2,5.726065185991088,2.781931278271088,4.16552661055006,1.3799287111438987,Iris-versicolor
+3,5.28863512916449,3.3936777138637924,1.20881983914537,0.24185693424479837,Iris-setosa
+4,6.66997131288753,2.7331694511372717,4.580507999793044,1.580403434902915,Iris-versicolor
+5,5.337448087986276,2.4718838042458966,3.7043903534127245,1.2109764801567537,Iris-versicolor
+6,5.063411098399748,3.5058247597526364,1.3619947014642968,0.21537166891278775,Iris-setosa
+7,4.787732601988792,3.114711033852176,1.2803204362264553,0.27144075126758155,Iris-setosa
+8,4.9505422969915465,3.4637482300209648,1.5731716229697732,0.2943506499614913,Iris-setosa
+9,6.974633254907587,3.0200308948027557,4.679005999632526,1.2862754560096927,Iris-versicolor
+10,4.9673748786199825,3.362806055836625,1.4561270853951265,0.16583613914615444,Iris-setosa
+11,5.145369188556258,3.2497313434115283,1.3317279558878503,0.19296153083384454,Iris-setosa
+12,6.976103568995962,3.5295407268187087,6.520234580357263,2.2037824287327807,Iris-virginica
+13,4.649663133177106,2.818213307932877,1.416411813565429,0.05248532325415983,Iris-setosa
+14,5.31531668112571,2.8308349490332034,3.7785510233310426,1.5216671436027616,Iris-versicolor
+15,6.36331870712932,2.881414549922816,5.1391842982538565,2.1620358800560084,Iris-virginica
+16,5.3793011050424235,3.8493924447846397,1.2635514206902787,0.3780756383574,Iris-setosa
+17,5.37144707275449,3.8996706846548173,1.2656190605327196,0.3941812784681603,Iris-setosa
+18,6.17776315406458,2.176465729626695,5.511034691563252,1.780471677280896,Iris-virginica
+19,5.320360883103643,3.9818165541273394,1.6318258275688613,0.17449295970343287,Iris-setosa
+20,5.227497701712717,3.476315650204741,1.2794272816044758,0.5663464250024697,Iris-setosa
+21,6.437272641600881,2.8287860914860348,5.176927462480217,1.5336627487982026,Iris-virginica
+22,6.452794345905169,3.279366596947656,4.753729443418616,1.8391992701151074,Iris-versicolor
+23,4.9443983356397565,3.338938378119867,1.5525636888339944,0.2758519499821522,Iris-setosa
+24,6.4890016607175385,2.9751043941159354,4.9806115848493295,1.7733840321736618,Iris-versicolor
+25,4.65934108033728,3.1677814776355273,1.5693171350216757,0.11511115742182945,Iris-setosa
+26,5.318073922490994,2.624743610872495,3.9730206909319,0.9420549558941808,Iris-versicolor
+27,5.6961103323273115,4.373860959155377,1.3308432095168579,0.27738252146510234,Iris-setosa
+28,4.778640138223893,3.1413422167929457,1.561653724549536,0.23179229436677762,Iris-setosa
+29,6.3923033958574225,2.9823965712025378,5.756145691580771,2.1121950590545078,Iris-virginica
+30,5.389452988581366,3.5519077802449948,1.400473088669414,0.419094008874161,Iris-setosa
+31,6.691545166145641,3.1339011649418675,5.015671440566341,2.086074104697889,Iris-virginica
+32,6.8418952091851795,2.8226282893845243,5.141393846302218,1.8927693174710551,Iris-virginica
+33,6.976333042059945,3.1398176594853213,4.995023511795176,2.1250204476658188,Iris-virginica
+34,6.936433105091796,3.105890466378729,5.729122292564631,1.9987995806384915,Iris-virginica
+35,6.175590941057387,2.8324629080220993,5.119549006882554,1.5051101067078132,Iris-versicolor
+36,5.9996916047317495,2.9917665981979034,4.831823233850772,1.625235714610671,Iris-versicolor
+37,6.55697132605351,2.922977647936182,4.258291166813843,1.3375683106548504,Iris-versicolor
+38,7.939139614298534,2.8314873795265965,6.717123625149718,2.0198769456096057,Iris-virginica
+39,6.209851785539543,3.25054781410418,4.8102750278909046,1.7726427679813606,Iris-virginica
+40,5.156995977150751,3.343918119450017,1.7678767879824646,0.523625050987664,Iris-setosa
+41,6.566180312009007,2.846069807649044,4.835357779228026,1.75951746970543,Iris-virginica
+42,7.156446924731471,3.0786461208678757,5.322143053214818,1.9967371494865116,Iris-virginica
+43,5.1946945895709575,2.414432181238233,3.2598637088683886,1.448765328315615,Iris-versicolor
+44,5.6797577280009595,2.4147462238045514,3.8348379171723517,1.1556561358828916,Iris-versicolor
+45,5.824366469862508,3.134090581072178,5.035068722351141,1.3733170746140293,Iris-versicolor
+46,5.068636888434185,3.0682821464327503,1.4109084685302227,0.04042981331592785,Iris-setosa
+47,4.813720110748737,3.3264504505193546,1.4549803441230764,0.1660120638129632,Iris-setosa
+48,6.093994440568657,2.7054209798002002,4.635697138408228,1.334303267944998,Iris-versicolor
+49,6.272923255866538,3.013502094197978,4.877621352614255,1.732508863537743,Iris-versicolor
+50,4.443176963082394,2.3140872468914297,4.325770646290318,-0.0004971063294431088,Iris-setosa
+51,6.392380831696964,3.0304127645636907,4.919511751852403,1.4762163380464706,Iris-versicolor
+52,7.745724091470688,2.7708593460266475,6.093158550718021,2.1523791350513317,Iris-virginica
+53,5.405045768904292,3.8437689047639063,1.637880442341689,0.4079469263702462,Iris-setosa
+54,5.8389864426652816,2.745256968370982,4.237195928051599,1.582593813491739,Iris-versicolor
+55,4.929504041161275,3.3188014486482555,1.4130117746078248,0.34245299350948866,Iris-setosa
+56,6.962468714051811,3.003927770991003,3.9708325604902472,1.2083113528501639,Iris-versicolor
+57,5.453505805908798,2.689740990730093,5.421618410546212,1.78492657164808,Iris-virginica
+58,7.214998783395576,3.0919944394693752,5.8813027100172075,2.1043632039075364,Iris-virginica
+59,6.752871105118831,3.086536648464514,5.317948674733635,2.0739216948850276,Iris-virginica
+60,6.475059357749322,3.2474264227783136,4.946000208073638,1.5182389351502747,Iris-versicolor
+61,5.483799223589461,2.7943522872074427,4.703095992264851,1.7901615062868343,Iris-virginica
+62,6.0701254303558905,2.583521140828611,4.00301778235238,1.359076367484269,Iris-versicolor
+63,4.913071367053161,3.1353096357516335,1.1942003736534903,0.13860120977261425,Iris-setosa
+64,6.643964029009677,2.656775844245426,4.633996612590992,2.045835532848323,Iris-virginica
+65,6.79192468729224,3.1901320119437933,5.37567915133657,2.3489588093961213,Iris-virginica
+66,5.246207292316565,3.590131593829379,1.3949082029809732,0.22887959918425366,Iris-setosa
+67,5.255690369398463,3.1094256944725216,1.1495889887106947,0.1719651822738814,Iris-setosa
+68,5.326053281461671,2.9086934510196234,5.116391894977917,1.855678570398332,Iris-virginica
+69,6.4922929280413735,2.954036346308579,4.35109254764248,1.388530104710001,Iris-versicolor
+70,5.2295437204839486,3.3845743819982186,1.6018822948712323,0.14285226222330896,Iris-setosa
+71,6.710642130014794,3.1329515203589553,5.079441213529656,1.746796779279658,Iris-versicolor
+72,4.9876021448265515,3.334283225443116,1.439867765543622,0.07315640975065324,Iris-setosa
+73,6.679553680386183,3.190678124203898,4.299869150948776,1.6173369432875215,Iris-versicolor
+74,5.096417488962117,3.3472931609039227,1.4468229473749898,0.2495762311298294,Iris-setosa
+75,6.886941521426337,3.635543364340649,5.738954273676564,2.3653075908784538,Iris-virginica
+76,5.14308772752517,3.6245374433192072,1.5159459425623552,0.14562168566580364,Iris-setosa
+77,5.02030885406539,3.4014698896528826,1.5631851102503744,0.20763702506567688,Iris-setosa
+78,4.935217903542773,3.181770092488329,1.3789203217688695,0.2479097101710472,Iris-setosa
+79,6.522280652807627,2.9622167380748983,4.746691677206336,1.4441160190599944,Iris-versicolor
+80,5.097601023551873,3.4304468716839494,1.5771414606335388,0.4777891417363741,Iris-setosa
+81,6.490345715854403,3.2407402208571043,5.193911360898916,2.106344042603088,Iris-virginica
+82,5.062031867514559,3.774440056679355,1.6481333382117647,0.23765218772148436,Iris-setosa
+83,5.31678288323636,3.399639200732571,1.568073389080209,0.19832319038757715,Iris-setosa
+84,7.546297763207074,4.105425318527699,1.7016448094206211,0.1949030493608852,Iris-setosa
+85,4.642259762265994,2.994380647412072,1.3367265565746327,0.18499314044566936,Iris-setosa
+86,5.810435691218704,3.3278170387871993,1.3903435043122854,0.21399829504126197,Iris-setosa
+87,4.97628315646929,3.494072999315152,1.7218472498460913,0.3587889266804191,Iris-setosa
+88,6.526024203122324,3.0646274173489156,5.089222509395741,1.658204268920074,Iris-virginica
+89,6.079063087706412,2.622471712151972,5.716479017668202,1.9871933773964416,Iris-virginica
+90,7.067603801717456,3.4089201740387773,6.275361420915233,2.4536702772429013,Iris-virginica
+91,4.882255014919769,3.7396099467000585,1.4791717773845658,0.10761743776510083,Iris-setosa
+92,6.231415088984005,2.7833981268071657,4.9351526539347255,1.6514327157945627,Iris-virginica
+93,5.978272594576009,3.617755323623441,1.6034313019536808,0.3669138614401982,Iris-setosa
+94,5.079847510351236,3.601522300936228,1.4973225883754806,0.34838400429112804,Iris-setosa
+95,6.491727789846266,2.7716158429003706,4.862259949790528,1.6101004956166225,Iris-versicolor
+96,5.832612468361967,2.5785370784254305,5.514287506380004,1.8676385138883351,Iris-virginica
+97,6.2134976565941225,3.1762431730666774,5.036925323351371,1.3536106824456169,Iris-versicolor
+98,5.075766409519313,3.57525061379255,1.6816939337777561,0.5311176604591021,Iris-setosa
+99,5.520769005406821,2.929448301607754,3.9347253844663856,1.2674065992499977,Iris-versicolor
+100,6.12938841334432,2.981549499070778,5.291003179208991,2.120273181868435,Iris-virginica
+101,5.361627857342624,3.3560949010477032,1.5369195860482048,0.25970989698831176,Iris-setosa
+102,6.625680430317123,2.9177847715345453,4.496682289133133,1.3828768211225486,Iris-versicolor
+103,4.473830958066879,3.1149971221577037,1.4684727938060154,0.06851433415523031,Iris-setosa
+104,5.113377943496506,3.19676136312023,4.735298256039727,1.4889901456803716,Iris-versicolor
+105,5.8229586974753875,2.7038779408979576,4.787051242103061,1.3917918394672468,Iris-versicolor
+106,7.225877708921702,2.8533793610983045,6.099143344362389,2.1435163626913925,Iris-virginica
+107,5.16114524854813,3.6311724293765404,5.358509743665651,2.3367428631700236,Iris-virginica
+108,5.009273703612704,2.5921941222553095,3.990809035239721,1.3771295144940485,Iris-versicolor
+109,5.090560824298056,3.4374554216630195,1.6064796594193285,0.2526952792999271,Iris-setosa
+110,5.165053696725092,3.078628190627274,1.190678178953004,0.22622735437895986,Iris-setosa
+111,5.834524135450536,2.9043086608543374,4.139617781128738,1.3052920464760742,Iris-versicolor
+112,6.402527687684138,3.2497225001729517,4.712173920904106,1.602896501543,Iris-virginica
+113,5.471772046959698,3.606087256493513,1.4609182535790908,0.4450080830773118,Iris-setosa
+114,5.369320101912995,2.684676013101962,3.4122197339971376,1.226388372038472,Iris-versicolor
+115,6.626299237705408,2.4995854722112765,5.020746213857058,1.773631797361486,Iris-virginica
+116,5.543887267997252,3.9438146969192562,1.476501100909821,0.2060012393129542,Iris-setosa
+117,7.662225736848249,3.514449783954977,6.379047554057308,2.107236588976525,Iris-virginica
+118,4.978411297141388,3.114424747836763,1.5752833067193737,0.29088276584444994,Iris-setosa
+119,6.102881015119019,3.441724644703654,5.211700030490569,2.5848024518137818,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..13c4174eceda8cc48e953858974d413f5816ca16
--- /dev/null
+++ b/iris/tvae/0/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.461429529964964,3.626213469349674,1.5444334254990741,0.16280716957001645,Iris-setosa
+1,5.510821939020187,2.969379156230921,4.182764310264059,1.3386105719016026,Iris-versicolor
+2,6.811602054199394,3.1446259860440753,5.6105175598186054,2.492392966383674,Iris-virginica
+3,6.0539943705826325,3.104964795638173,4.685694366015863,1.5051110789831867,Iris-versicolor
+4,5.849358995775359,3.0705844225470407,4.403010858656177,1.5972219478093157,Iris-versicolor
+5,4.958263865982079,3.3098655116138436,1.4702770265743166,1.810947008872241,Iris-setosa
+6,5.291676222045854,3.346546278947342,1.5363310838923367,0.3682683211505192,Iris-setosa
+7,6.584835477798414,3.020107795187662,5.279977837117689,2.117204601728753,Iris-virginica
+8,4.466258083694937,2.9272476336083,1.4178439786531363,0.2641341404318424,Iris-setosa
+9,6.680068938580619,3.0176368084847356,5.301922875282858,2.0943333609362083,Iris-virginica
+10,5.810178594190023,3.000508804330493,4.446640042611062,1.1316355521757069,Iris-versicolor
+11,6.67111037696226,3.240524828762409,5.3782252958647145,2.0872194765125087,Iris-virginica
+12,7.583233822989869,3.161186153588876,6.168931986786371,2.3932441455637834,Iris-virginica
+13,6.472223232892217,2.906095648589852,5.231853526813152,1.6312848839516194,Iris-versicolor
+14,4.839899923581881,3.7793566297827437,1.7868607598297013,0.3218923751548669,Iris-setosa
+15,7.243771552513207,3.408510863219522,6.0718900314142585,2.2558647787668455,Iris-virginica
+16,6.568197189132348,2.785241884533078,5.071732477692833,1.564099764823766,Iris-virginica
+17,7.570287007342802,2.692128821045542,5.7396749497453206,2.1240003118323614,Iris-virginica
+18,6.834088109077588,3.093559779010132,6.0758494116279405,2.6330306785066626,Iris-virginica
+19,6.701660145944894,2.8137664624746836,5.112384398868256,1.4960536356025598,Iris-versicolor
+20,5.38773343074035,2.5500575736066167,4.0371467884682675,1.1052015866398572,Iris-versicolor
+21,5.595824585801702,2.6629287587779342,5.07908546912276,2.1318159030070465,Iris-virginica
+22,6.936368348211154,2.930718226840269,4.585033124264603,1.566604255950652,Iris-versicolor
+23,6.456096850613373,2.7682400820609967,4.117418941450483,1.139821211903482,Iris-versicolor
+24,6.336327355600587,3.121482262492295,5.142346756589115,1.4628726142665935,Iris-versicolor
+25,5.93660441592917,2.7757650493870165,4.129702259441935,1.109631582922748,Iris-versicolor
+26,6.748749740339052,3.1403399929500035,5.509719803973712,2.525227650620278,Iris-virginica
+27,5.360163283654709,3.4582349751205865,1.5513305305806189,0.32265180064358784,Iris-setosa
+28,5.543450987639061,3.7521514979223456,1.6586786328903287,0.26108108331719476,Iris-setosa
+29,5.6154519418723945,2.5881508713258983,4.8677513916624235,2.0298333993328503,Iris-virginica
+30,7.054088117088692,3.717464669802439,6.03824726615093,2.1496042385012806,Iris-virginica
+31,6.011994253799173,3.08059211856548,4.40985447748155,1.4767780050926225,Iris-versicolor
+32,5.608635206137045,2.8297385947575844,3.998658002283137,1.6073521440091378,Iris-versicolor
+33,6.3230435497290856,3.245967286103938,5.242952577122397,2.4503645911499197,Iris-virginica
+34,6.718147464759286,2.990462058958414,5.248116546050856,2.2101745141311375,Iris-virginica
+35,5.154164054597297,3.7884040337544347,1.3987453607441904,0.21874093644088977,Iris-setosa
+36,5.319182809931538,3.783056172370001,1.6660001563622173,0.2501166725662247,Iris-setosa
+37,4.51290128140698,2.3654296630861507,0.9373610171405704,0.13387791269671404,Iris-setosa
+38,5.300674752470992,3.5206758716987605,1.5519905659707565,0.3350868956072534,Iris-setosa
+39,5.206226868408925,3.548181787828249,1.4927352042296893,0.2813898130256673,Iris-setosa
+40,5.334178056291822,3.435323227346135,1.7137125802452147,0.2309204889151743,Iris-setosa
+41,6.715628155355456,3.1499370381571827,4.670612044749637,1.7800622158333643,Iris-versicolor
+42,5.243913259895156,2.7235138821775347,4.246872254209374,1.3266269047732269,Iris-versicolor
+43,5.236286577316612,3.302481233843355,1.0647637104700554,1.4761300651593414,Iris-setosa
+44,7.180411598756115,3.2343372216326207,5.908135002796557,2.1701565869925195,Iris-virginica
+45,5.059579205468655,3.9669484617946376,2.0032989142823556,0.19237993832567968,Iris-setosa
+46,5.792702683393011,2.5627327911439473,5.146224179373763,2.3667591939108874,Iris-virginica
+47,6.383379250289736,3.2580706200819827,5.482765784195883,2.277610709211705,Iris-virginica
+48,4.521867624528265,3.2136782985108248,1.3899557174315464,0.05684756004119487,Iris-setosa
+49,6.242478052879312,2.68012614160244,4.582088729206777,1.6808978273672461,Iris-versicolor
+50,7.821325994906825,2.827807485640978,5.9260857279413095,2.3510714941144495,Iris-virginica
+51,6.972531782700914,3.4425994328165546,6.087505759467364,2.5383830610364604,Iris-virginica
+52,5.230981119547204,3.428311718471453,1.5354783495574245,0.21497795894476052,Iris-setosa
+53,5.709783414260661,2.9351818998834696,4.83621076544959,1.551012342693859,Iris-versicolor
+54,7.126600063496839,3.588841552038542,6.0557802766136986,2.3577455220273293,Iris-virginica
+55,5.0613533001912625,3.7540839015364873,1.1625249645583673,0.1768874496003025,Iris-setosa
+56,6.163451263630706,2.5635001231097236,5.403592468157681,1.5503914315451706,Iris-virginica
+57,5.254845868150252,3.9023097146503787,1.713145530870712,0.1755198441796807,Iris-setosa
+58,4.133967959795507,3.143073038491734,1.2283356475226352,0.08361963202881631,Iris-setosa
+59,5.7576122020472145,2.883867055558244,4.531319791380121,1.5071106219124235,Iris-versicolor
+60,5.051037549373578,3.414959806291427,1.5292286839494889,0.13533292127240512,Iris-setosa
+61,5.644553663923487,2.8289742275780223,4.0879623910166005,1.3438555447427123,Iris-versicolor
+62,5.4790838126445385,2.962127427449198,4.0346095824649035,1.4055802842584746,Iris-versicolor
+63,4.682108275435716,3.1161167107989463,1.3544158706515,1.3506946714178363,Iris-setosa
+64,5.503737847483156,2.7870126145671605,3.761823634901206,1.3366026111926017,Iris-versicolor
+65,6.932101716246684,3.1439799683650183,5.9165266429368275,2.1122134244992696,Iris-virginica
+66,5.9620654864763605,2.8331577360378173,5.473813425672447,1.9935882351840903,Iris-virginica
+67,4.621013147599047,3.131446709023078,1.1620562877387233,1.2941629353451864,Iris-setosa
+68,5.011816325904731,3.3030845963329645,5.124927948834061,1.762518150566315,Iris-virginica
+69,6.843383171684058,3.2400899633339217,5.413261262100033,2.3043125970278004,Iris-virginica
+70,5.0368312769383055,3.0885321700964763,1.2268068639799323,0.12579303715767057,Iris-setosa
+71,7.443957839505699,2.6158085552987456,5.119118710637656,2.1235934171770454,Iris-virginica
+72,5.395622983185807,2.636730161540727,4.23692236855373,1.2072976365127466,Iris-versicolor
+73,5.393509440052471,3.1358380259713914,4.438988839641155,1.3592064878771746,Iris-versicolor
+74,4.835829595421574,3.2312284227664443,1.2544684509742607,1.4677213858202556,Iris-setosa
+75,5.224874060705056,3.193671345825546,1.4650015453995004,0.1826897140811516,Iris-setosa
+76,6.530207052577923,2.98343364007017,4.999851583593395,1.9619191773686258,Iris-virginica
+77,5.187827420692122,3.768311677800514,1.3791508727212873,0.13578372694116617,Iris-setosa
+78,4.832588424481483,3.0749414358172626,1.4203792141515794,0.04148107666835235,Iris-setosa
+79,5.317474199329395,3.4800890448976873,1.5214014239354914,0.17141609282452328,Iris-setosa
+80,5.274048137989002,2.587928284882794,3.8486244823897686,1.508128071221165,Iris-versicolor
+81,4.706998486986723,2.962252394698772,1.6185297059058477,0.17465396625963853,Iris-setosa
+82,6.2714037705799734,3.168627489961588,5.499279802712785,1.8257679771017052,Iris-virginica
+83,4.970104832193148,3.1690738207973963,1.157316483099668,0.255826264983833,Iris-setosa
+84,4.988196914036331,3.3319933813255975,1.6081299746850288,0.4857512655829678,Iris-setosa
+85,4.847562038512726,3.0303308229231622,1.2168511314278598,0.028025600098223108,Iris-setosa
+86,6.105899160759316,2.907049150868991,4.1071008649863545,1.4291914439079858,Iris-versicolor
+87,4.598665768554348,2.513461982683625,4.259992153291261,1.3198252621621447,Iris-versicolor
+88,4.687926111997677,2.9364974950853227,1.3124936700151324,0.2915433485485688,Iris-setosa
+89,7.330845709169985,2.9062410241381995,6.417930241754341,2.2594297004757258,Iris-virginica
+90,5.481643040886092,2.825596844722777,5.336449506833803,2.098167894237164,Iris-virginica
+91,6.440580504468535,2.8031582394296173,4.95629089962186,1.7412591777420185,Iris-virginica
+92,4.9763786034133055,3.478692060095751,1.219298681752305,0.1704147763805195,Iris-setosa
+93,6.7719576443671095,2.799496372808244,3.9851864260089442,0.9945773260382067,Iris-versicolor
+94,6.6950839448056305,2.6769033207114843,5.3789084146261645,1.4747685165679245,Iris-virginica
+95,6.563427181452669,3.196912107021528,4.646418598790303,1.7571572388261198,Iris-versicolor
+96,6.903301690267677,1.9528359509929178,5.408911884503697,1.6157086047977154,Iris-virginica
+97,5.596576166469826,2.825512070507341,3.766669100888896,1.2836952800428414,Iris-versicolor
+98,5.96061256884471,2.9463375480308884,4.7525606412622885,1.4169588906358477,Iris-virginica
+99,6.705288783201267,2.972461893418671,4.805177968949115,1.9161197090176452,Iris-virginica
+100,5.238225227813802,3.635621385340516,1.6609969352887277,0.40908922612160153,Iris-setosa
+101,5.060864184420941,3.0520366162444375,1.4848861406414706,1.220870070990973,Iris-setosa
+102,8.340308614214036,3.0271192328033054,7.461291438782129,1.8270846175969002,Iris-virginica
+103,5.306387879412967,2.7755012134688313,4.384981548837735,1.440347555378731,Iris-versicolor
+104,6.501084891942849,2.809549203667139,4.725066149958047,1.473531167181384,Iris-versicolor
+105,6.057025837491072,3.2922891151757465,5.613050064503404,1.9665083943657078,Iris-virginica
+106,7.425140259796475,3.0333402754025998,5.840034581646908,2.237679448840541,Iris-virginica
+107,5.15483029117288,3.6750625440757227,1.413965298371694,0.22550371899966673,Iris-setosa
+108,6.181728420743461,2.790560944782159,4.217383545779271,1.2963090514049904,Iris-versicolor
+109,6.6452213797398665,2.6003932478396603,4.187493593732076,1.5404541763604882,Iris-versicolor
+110,6.005974712648509,3.3934103897473458,5.367939505595731,2.4760939726218227,Iris-virginica
+111,5.012538967972639,3.121302876491917,1.2433007580450983,1.498255303412404,Iris-setosa
+112,4.804451322904063,2.6803439706308567,1.1469359986810999,0.001065234855912256,Iris-setosa
+113,6.4601530445133,3.385215563426,5.8972356544214275,2.0748954573852814,Iris-virginica
+114,6.2201331009616645,2.870639405231109,3.703413008163162,1.172360401839219,Iris-versicolor
+115,5.743445660297338,2.010802758586316,3.6059165865684477,1.3282026907244933,Iris-versicolor
+116,5.387781631628234,3.5964098469110173,1.5664536509563307,0.44596445799588963,Iris-setosa
+117,6.807380355112634,3.480011586337608,5.505397845814609,2.3831785627769073,Iris-virginica
+118,4.955429947434447,3.5189168298349114,1.770238208375052,0.20060272822935868,Iris-setosa
+119,6.10800595307904,3.0866729869870917,4.269522778313592,1.5221695842433358,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..3a88d6e9d86fddd290cc65faf9e9c0998048a12b
--- /dev/null
+++ b/iris/tvae/0/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.961054824301735,3.7343090194948823,0.9450108051231423,0.04108824636944511,Iris-setosa
+1,7.661654106975738,2.9616720629052673,5.428050677532302,2.0130589577499918,Iris-virginica
+2,6.107886057247875,3.127500341983868,4.895797162683835,2.499423477767774,Iris-virginica
+3,6.208280441074716,2.9709176753161026,5.129100399374964,1.8372907485504977,Iris-virginica
+4,6.0219463614824775,3.38897934742835,4.673739784652923,1.6505929906243582,Iris-versicolor
+5,5.181467548531368,3.610637579954677,1.824901987335784,0.4231648032608948,Iris-setosa
+6,6.836586634341562,3.1436253155417826,5.803102916767778,2.5210109920395447,Iris-virginica
+7,5.616661006214861,2.7821242120931085,3.414273744462408,1.1742420091883412,Iris-versicolor
+8,5.309764575726382,3.068668847281962,4.809726056798829,1.041913504103206,Iris-versicolor
+9,5.208627421592718,3.39180234413484,1.498077621496053,0.36619332456844605,Iris-setosa
+10,5.9594345565701365,3.2090045298017724,5.184676810679348,1.450298198844888,Iris-versicolor
+11,4.693430545287494,3.1547285508622074,1.5791544845615892,0.13412250440300358,Iris-setosa
+12,5.448956302434848,2.9869282199916514,1.417456468403401,0.23466350756826054,Iris-setosa
+13,6.133095487676697,3.0885345146521685,5.224397187341501,2.1196530425172004,Iris-virginica
+14,5.368607217950152,2.6830040018275154,4.495860704071095,1.5068232782693163,Iris-versicolor
+15,6.219991907904031,3.241971032933516,5.330359114350778,2.405937380935982,Iris-virginica
+16,7.00416752887236,3.5338492608908667,5.662345176813924,2.492812424628758,Iris-virginica
+17,5.316437892309905,2.7263540389542094,5.331909612368492,1.9850444600756019,Iris-virginica
+18,5.5595162614315905,4.052749198812544,1.3934098724969801,0.1785978327466585,Iris-setosa
+19,5.6089166925838825,3.0564071599074034,4.532707992645546,1.3412266578284413,Iris-versicolor
+20,7.84504238081371,3.90593204018244,6.26702355192629,2.1719598353030634,Iris-virginica
+21,6.121201609349498,2.8330317731438073,4.658782884686373,1.38763831758994,Iris-versicolor
+22,5.276155126758425,3.1941017614798595,1.4453263703825014,0.22035635549338448,Iris-setosa
+23,5.243874465450522,3.381311143602329,1.7407250897915858,0.40204904589135726,Iris-setosa
+24,5.817286697988308,2.5700332569529936,5.246105798322712,1.8283943289307045,Iris-virginica
+25,5.76824623813225,2.5866931670319033,4.9321297547100835,1.6882016611794055,Iris-virginica
+26,5.597416015689251,2.907323416740253,4.537797803703408,1.4500139394057183,Iris-versicolor
+27,6.746242957326226,2.845259632434081,4.300413528677655,1.5294973193909775,Iris-versicolor
+28,6.238758897339891,3.2727312573979566,5.393690809929195,2.534130938319769,Iris-virginica
+29,5.220340933038038,3.3300852332688575,1.4343511901541635,0.20084615367840078,Iris-setosa
+30,5.852713995757373,2.8320244999018156,3.656361525696208,1.3174455194285872,Iris-versicolor
+31,4.893604394289006,3.943072979678478,1.4913715206259321,0.3348558566811607,Iris-setosa
+32,5.6512566246893705,2.838031512478633,4.107219577024691,1.3500389818101364,Iris-versicolor
+33,6.052089220253328,3.2344520870690756,5.239733495964381,1.418042016833439,Iris-versicolor
+34,6.419320841311861,2.6524312641252377,5.23850184471241,1.8988872492838182,Iris-virginica
+35,6.653501395241486,2.9400977638520547,5.219027898984111,2.1700241141633887,Iris-virginica
+36,6.2653947484525725,2.6121098406189036,4.698673280430996,1.2517879736071764,Iris-versicolor
+37,5.06106273430782,3.412548620494118,1.7822804869294786,0.3303863785507911,Iris-setosa
+38,5.139716175165861,3.088681060446476,1.433521692122329,1.7477930157969332,Iris-setosa
+39,4.842767220801739,3.371478471760585,1.239824518308005,0.18822241889426347,Iris-setosa
+40,4.870803955897198,3.135470731578529,1.7301312935226671,0.03153485003885284,Iris-setosa
+41,6.215834847745756,2.9004178175209914,4.3023929760811095,1.0887561000110408,Iris-versicolor
+42,5.126768619609336,2.5751241413962798,3.6619064750081654,1.43539118021039,Iris-versicolor
+43,6.1474185999057855,3.343182259854183,5.617093165925758,1.9869378491438499,Iris-virginica
+44,6.030830245172251,3.1349317746869865,4.679595086478331,1.433312508291388,Iris-versicolor
+45,5.099023765662659,3.3979356374654976,1.6181569518115961,0.3233443575481019,Iris-setosa
+46,6.276425057094816,2.511818505502905,5.155894545071551,1.8754427830016946,Iris-virginica
+47,6.539653978345305,3.272525088765561,6.364564329695151,2.2341197968891433,Iris-virginica
+48,5.009209500801688,3.299814105663313,1.6749905764412818,0.09471190137623323,Iris-setosa
+49,6.383555567662776,2.8416100004487457,4.711589669845953,1.7011060813246837,Iris-versicolor
+50,5.680172372003098,2.7566226518788977,3.8662309835908317,1.5819910663518737,Iris-versicolor
+51,5.383289400620841,3.1040892439439864,4.985320090130843,1.6244067393992025,Iris-setosa
+52,5.479274823543311,2.8728980608033665,4.784125658484327,1.541246316752907,Iris-versicolor
+53,6.517512382490142,2.7355063768118475,3.668535727100382,1.3327010720853325,Iris-versicolor
+54,4.758605180896746,3.4045349423660785,1.3170287408410206,0.18164276339859875,Iris-setosa
+55,6.417872198154043,3.0552513791059908,5.1576671482688115,2.198444016447767,Iris-virginica
+56,5.803993855474951,3.0618733497480606,4.603727193527136,1.4953127453794697,Iris-versicolor
+57,5.1893633164361175,3.315169469345235,1.5142784679739074,0.4694179439365166,Iris-setosa
+58,6.21350495356531,3.2997725519538528,4.797307759691348,1.5561884083296311,Iris-versicolor
+59,6.801364640684948,3.028812259135023,4.821251241819624,1.5597966754745272,Iris-versicolor
+60,6.825039544083015,3.2152794613823343,6.26303907529871,2.5234210060332996,Iris-virginica
+61,5.130046794246973,3.5503346707960444,1.5183099659656247,0.26462531968353853,Iris-setosa
+62,4.57593480246423,2.686446874679012,3.819234372736413,1.2573861060862563,Iris-versicolor
+63,4.687933618722123,2.961170415337061,1.3039602160968773,0.14277577165752575,Iris-setosa
+64,4.906504120754599,3.159371479099312,1.453112050180208,0.1700539017827395,Iris-setosa
+65,5.62507819006516,2.493381763641816,3.3151367108281713,1.5319183248315165,Iris-versicolor
+66,7.379012408872489,2.8569104935676037,6.114727761573831,2.1740000544396105,Iris-virginica
+67,6.503681149614602,3.2904685591137306,4.76982918479539,1.2773029209041629,Iris-versicolor
+68,5.9449877944783145,2.7217132326447664,3.720461043653148,1.2186819692099724,Iris-versicolor
+69,5.336416957423929,1.9204772576650126,3.6019660616480293,0.9882169239770523,Iris-versicolor
+70,5.562795391653321,2.644437918400982,4.2706945628318955,1.1945750007960574,Iris-versicolor
+71,6.9228282858108185,3.0284054809156467,6.760143678818434,2.15679171743924,Iris-virginica
+72,4.958451274050004,3.0119663801002035,1.434658424282973,0.25824735704078017,Iris-setosa
+73,7.641012949257894,3.0280613066533046,5.511779321756382,2.230682528332369,Iris-virginica
+74,5.143017743844717,3.806911779648255,1.6658894877592563,0.39165936620962893,Iris-setosa
+75,6.463956023157923,2.7591790035444523,5.312124285660407,2.0059459853445354,Iris-virginica
+76,5.255194346892244,3.933719121739951,1.6636338665741386,0.2929265465170282,Iris-setosa
+77,6.204680701693397,2.5647245490341453,5.332258162075293,1.7666847469903233,Iris-virginica
+78,5.45948545396802,2.887293912759923,4.2055886446063875,1.2738778706559688,Iris-versicolor
+79,6.023892456099462,2.9509342007555626,4.104790485628829,1.4143889164480414,Iris-versicolor
+80,6.45931786247807,3.204513932765562,5.080883720581784,2.1022910313255734,Iris-virginica
+81,6.061691226246897,3.1120758430213917,4.175408496572161,1.5172925133591144,Iris-versicolor
+82,5.475006855754861,2.886843251397805,4.656335812825408,1.360114831204576,Iris-versicolor
+83,6.260631454889853,3.279701460860945,6.010574747080491,2.1940230039254134,Iris-virginica
+84,6.198918060087231,3.1499849973056877,4.543159196293947,1.3125388091574068,Iris-versicolor
+85,4.864383017570546,3.2798070714673875,1.3964361187258214,0.341434637918376,Iris-setosa
+86,5.174383307806277,3.413247254437423,1.4772652711136902,0.268178891330755,Iris-setosa
+87,4.721160294663307,3.6105689073889464,1.5144070284286857,0.4334865767776426,Iris-setosa
+88,6.631804206651883,3.0153469730178304,5.211610615159694,2.082721625778441,Iris-virginica
+89,5.457834600394104,3.1337479341921126,4.633926997648184,1.3587650390218284,Iris-versicolor
+90,4.969057467415553,3.5743915568543687,1.479084542719675,0.3098226665021718,Iris-setosa
+91,5.9552357977559565,3.1824468310905756,3.9479947540479596,1.6442207250882084,Iris-versicolor
+92,5.697252732788524,2.6588439916835753,4.701549307487996,1.4987388843941216,Iris-versicolor
+93,6.327067899041593,3.1646967286658394,4.841876873143421,1.5044479223048606,Iris-versicolor
+94,6.759653101320217,3.702624971983183,5.627068123317528,2.4368550524387738,Iris-virginica
+95,6.225018510209506,2.771905319264828,4.6778502642693836,1.5048246605193425,Iris-versicolor
+96,5.473539085717698,2.7216103924480155,5.206416859265479,2.0169037919549107,Iris-virginica
+97,5.8278205049615535,2.5436486122460247,4.447399834106702,1.4543970862301923,Iris-versicolor
+98,6.597372480313736,3.441098834654625,5.202070632961609,2.3101558834772087,Iris-virginica
+99,4.51595820409232,3.0541865108385764,1.5220656128918315,0.017731356374693696,Iris-setosa
+100,6.116672631703029,3.010543712369257,4.641291692206195,1.371375481561132,Iris-versicolor
+101,6.1492229701073695,2.86962781861127,4.164674211520451,1.2306345681915296,Iris-versicolor
+102,6.310936814785361,2.836290832310575,4.797842668003019,1.9981543554958663,Iris-virginica
+103,6.209871899596198,2.968694907090712,6.024604015686737,2.0189318068656945,Iris-virginica
+104,5.509721953416927,2.6186018493531886,4.09432047215311,1.374781271535623,Iris-versicolor
+105,4.32644885794854,2.618124961349945,1.1632046310884006,0.1798289203124801,Iris-setosa
+106,5.14203251391489,2.6855418708493097,4.062857970146068,1.3553642312024503,Iris-versicolor
+107,6.554324713093809,2.904158631454303,5.342336845363164,2.0754373512559128,Iris-virginica
+108,6.731406936581577,2.854929459171023,4.81069906316153,1.719510517635059,Iris-versicolor
+109,5.4727089277577345,3.0730033154673952,4.761359435371772,1.3084932546033614,Iris-versicolor
+110,6.603496915891827,3.2291147972011944,5.88434994207079,2.4419870928683576,Iris-virginica
+111,5.212977140414084,3.5325673916571234,1.5080451586437338,0.5605312187976004,Iris-setosa
+112,5.163699674723383,3.169583168736881,4.767258403270277,1.4865967763607302,Iris-versicolor
+113,6.175749566106622,2.8026051753864376,4.853926580072573,1.4889674498373429,Iris-versicolor
+114,6.059003843428343,2.965454840790392,4.113008799252955,1.260038975938916,Iris-versicolor
+115,4.749194341020906,3.153172498786094,1.3773779898243101,1.091044578171442,Iris-setosa
+116,5.258064371790436,2.738488338794227,4.080447900164423,1.33845121346793,Iris-versicolor
+117,4.882402471048885,3.2726315959595436,1.0964271835411048,0.14381561638337834,Iris-setosa
+118,5.1964116366658555,3.9341075827326373,1.4761448021577759,0.2921035232427196,Iris-setosa
+119,5.189371921818623,3.506533784502333,1.8397366647420466,0.6038210171576895,Iris-setosa
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..0a0023d22a7a845f04f5e263769871086923f50d
--- /dev/null
+++ b/iris/tvae/0/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.070335205690853,2.298376251294018,3.6357358917426117,1.2645722084101108,Iris-versicolor
+1,5.693530949728094,2.3374831871671993,5.118916799135675,1.6443935383194954,Iris-virginica
+2,6.439067501307819,2.7393642347807643,4.850644184748069,1.6975358939699396,Iris-virginica
+3,6.6401233994134845,3.1395284047246017,5.229614460898388,1.9201539464887498,Iris-virginica
+4,5.149657621814654,3.534671737854503,1.606612284910177,0.43924651132968295,Iris-setosa
+5,6.476914733332719,2.8792254094288094,5.670653108878624,2.1756102155146504,Iris-virginica
+6,6.195812532641994,2.2912600374261394,5.241973338543129,1.650972630990157,Iris-virginica
+7,5.221764418043469,2.1857936754857943,3.915831128914072,0.9768518919405573,Iris-versicolor
+8,6.1718729482290815,3.3008281482835304,5.258334702887377,1.9501894552906185,Iris-virginica
+9,5.261562702155718,3.4572593788759,5.581766425655518,2.4465903909791593,Iris-virginica
+10,5.779544591085667,2.591310223480514,3.7839557514354434,1.3120282219529171,Iris-versicolor
+11,6.294600332413631,2.8692917885992615,4.229242554357677,1.3593815112563328,Iris-versicolor
+12,6.483663104426464,2.967119281692536,5.6519877927072,1.7322500340838,Iris-virginica
+13,5.917067679909943,2.421075371299095,5.310141155284373,1.8662208931076403,Iris-virginica
+14,4.897303810121805,3.1723029112546497,1.4457961257859728,0.26176700786893753,Iris-setosa
+15,6.332058798257147,2.7008381465376727,5.17079744547366,1.4232212427195001,Iris-versicolor
+16,4.996429863402319,2.588421245755264,3.8506508162432525,1.2372764018221223,Iris-versicolor
+17,7.3985951971311374,2.8820665267905996,4.499454012381277,1.2580656272596353,Iris-versicolor
+18,6.486156374039208,3.119195699034027,5.219272996767873,1.6513052324917332,Iris-versicolor
+19,5.002583902428823,3.275246543656703,1.5023786479837993,0.17040058927845245,Iris-setosa
+20,6.440866628819046,3.183355425558709,5.532765358402585,1.8050124876886504,Iris-virginica
+21,5.3457336675113485,3.864287982051342,1.4713873026088984,0.39439386075912364,Iris-setosa
+22,5.5196945146527865,2.993953534070521,4.5309581709823785,1.4721587009633592,Iris-versicolor
+23,5.869127940174142,2.6709505113319336,4.2197358816663355,1.2795030016662734,Iris-versicolor
+24,6.55269291347695,2.681368968819649,4.57823375857462,1.7323267446964334,Iris-virginica
+25,5.06939257807379,3.0815140149993527,1.6448832642498163,0.25592659822688185,Iris-setosa
+26,6.682765624520839,3.2342875365285324,5.320440646030224,2.158020339941333,Iris-virginica
+27,5.206245008039453,3.452108819191048,1.7444679448385982,0.6151409907203997,Iris-setosa
+28,5.356441443639236,3.738049953949762,1.3130296526952243,0.3703565184106459,Iris-setosa
+29,5.995883866158292,2.8328620709721255,4.237396163962241,1.1297466750015215,Iris-versicolor
+30,6.538313177326549,3.3635245159776312,4.790262500116403,1.7638165850132195,Iris-virginica
+31,4.68633825812232,3.199291079611266,1.4696567090269614,0.04673564671819713,Iris-setosa
+32,4.436887635703572,3.2843041317795474,1.2513235248825745,0.21985295586212977,Iris-setosa
+33,5.58540047881469,2.640881850258834,3.9696665757231395,1.1264426356280488,Iris-versicolor
+34,4.181461064396813,3.2717697681307913,1.306537924533551,0.21895212619395193,Iris-setosa
+35,6.6253845364666,2.755049320680582,4.717836513613468,1.523241540994601,Iris-virginica
+36,6.922055229614476,2.7664471456676774,4.393218485419118,1.7656923701294702,Iris-versicolor
+37,5.683069354725548,2.476000371244054,3.9621912572509266,1.1090039190795744,Iris-versicolor
+38,5.8820689445283945,2.919295304541597,4.201110504720937,1.535285114135616,Iris-versicolor
+39,6.93940372498013,3.5648066792353887,6.0138547709282575,1.7703721484550856,Iris-virginica
+40,4.777820392522674,3.03511633207676,1.6343366457826816,0.2344327389984403,Iris-setosa
+41,6.544759182688541,3.3538744049581832,5.265983239383099,1.9949361335148263,Iris-virginica
+42,5.042592002069008,3.138780132675505,1.6986646576015636,1.5848212064804021,Iris-setosa
+43,5.744835723019234,2.67701373914687,3.3942488734003438,1.2561215803314134,Iris-versicolor
+44,6.496075922586073,3.18263610684459,5.081324426485109,1.8628683004114999,Iris-virginica
+45,4.430399972263089,3.1866368019273326,0.9255682777269222,0.02602454797033324,Iris-setosa
+46,5.075473030573955,3.3016518985149053,1.2580806969241862,1.5476347128448391,Iris-setosa
+47,5.927763227744087,3.2677945827880897,5.774936698368264,2.1720323311390284,Iris-virginica
+48,6.336866415939289,2.9651764085989423,4.473294943043067,1.458207997588623,Iris-versicolor
+49,4.897639325711662,3.2369725871234944,1.574907855481523,0.12938151038495618,Iris-setosa
+50,5.383380601754035,3.7241127401287777,1.430314050688645,0.23078079006557597,Iris-setosa
+51,5.223943798757213,2.7340335603983594,3.6618214693892,1.439864338339093,Iris-versicolor
+52,6.687332267812425,3.0123278279913146,4.984360168117004,1.6755670112647327,Iris-versicolor
+53,5.328518913259815,2.8056919480026146,4.210753389996714,1.3488894477712239,Iris-versicolor
+54,5.651374513128802,2.956813616739707,5.275242379244873,2.402994908304382,Iris-virginica
+55,5.984229363544493,2.675420871596667,5.7773145455398955,2.121806344854608,Iris-virginica
+56,5.960281704468915,2.706468863629454,4.216536747098224,1.5955730741841905,Iris-versicolor
+57,5.315827787306068,2.828715431660692,3.577437736617573,1.210879347402981,Iris-versicolor
+58,6.590330572089118,3.413410332981934,5.697153985651757,2.3971162328201707,Iris-virginica
+59,5.105668615086586,3.4571339288468246,1.3781734655153253,0.23553959213552472,Iris-setosa
+60,6.090037453544725,2.799377592390686,5.4329563008447765,1.783466407012356,Iris-virginica
+61,4.386887677690267,3.1686493796249233,1.3276942379825487,0.29926917925574653,Iris-setosa
+62,6.237277182570965,2.4258160994608935,5.043143487952919,1.713317613553313,Iris-virginica
+63,6.028851416543267,2.7239289694498354,5.603981944632071,2.326731337264917,Iris-virginica
+64,5.876921272379401,2.5723823599292106,5.1923424527973046,1.8180160558468366,Iris-virginica
+65,4.54583440323778,3.1973782611769233,1.4314010146841265,0.07005039106486019,Iris-setosa
+66,6.566836493808294,2.8984197158249585,4.260527277927287,1.2235106846109893,Iris-versicolor
+67,5.258560815975614,3.4347196929392707,1.4761631587371178,0.45247154785428084,Iris-setosa
+68,4.580793088346393,2.97911967791914,1.3293008075176613,0.14816619063018643,Iris-setosa
+69,7.755009110639901,2.8283751020659142,5.468454737368154,2.1114983446335804,Iris-virginica
+70,6.623458464754756,2.9432543530253814,5.4639140943973645,2.076030945013821,Iris-virginica
+71,4.622278259855331,3.2520293200933383,1.3594477449106142,0.1989731599361652,Iris-setosa
+72,4.732145485366465,3.1183560663613834,1.2725662552017227,0.09662658285229225,Iris-setosa
+73,5.753294146984137,2.105790713161094,3.6401355105052544,0.7171467412928181,Iris-versicolor
+74,7.048487180317509,3.312873810702447,5.897883872089987,2.3116402875202784,Iris-virginica
+75,6.419267560058301,2.988775978767987,4.996773674407291,1.8555476784773268,Iris-virginica
+76,6.394072930433786,3.2514987698797104,4.991170607236129,2.0181022818548993,Iris-virginica
+77,5.745121937413693,2.8987700139311783,5.446321229067602,2.147680498635634,Iris-virginica
+78,6.106768643115705,2.458291796792034,4.7194192135582025,1.6188617090463329,Iris-virginica
+79,5.47767346196448,3.845432797546957,1.4942953702314614,0.44984608962791695,Iris-setosa
+80,6.615203578865805,3.281602840745368,4.567625812609653,1.9054493899017286,Iris-versicolor
+81,5.557946288054578,2.4838028906815572,4.235877871384453,1.096064460363809,Iris-versicolor
+82,4.734213241999552,3.1922106905911996,1.5456325901641799,0.1718464603673217,Iris-setosa
+83,5.42201654890933,2.3942383353056167,3.8090213377072146,0.8681909885344684,Iris-versicolor
+84,6.229487740869259,3.1450397919716124,5.001941825818309,1.3374003524806732,Iris-versicolor
+85,6.063836122866796,2.6950354907947562,5.1288631448228035,1.5638421919696373,Iris-versicolor
+86,5.591433309810157,2.1466820685468737,3.479368687723946,0.7230770993697234,Iris-versicolor
+87,6.91987164384432,2.9243687949999093,6.178896747748728,1.9512754399005576,Iris-virginica
+88,6.613696739337433,2.61022602270634,4.381030139007576,1.698334147242693,Iris-versicolor
+89,6.507829841259489,3.251842000986712,4.834899529173103,1.8637582886836828,Iris-virginica
+90,6.270490024880337,2.2287754248389007,5.336606027019391,2.5365230678553763,Iris-virginica
+91,5.926333226103151,2.8027240683872408,4.613134305119005,1.4007164321334926,Iris-versicolor
+92,6.756817526203226,3.2317724374953523,5.650956043561143,2.080382048095534,Iris-virginica
+93,7.164765556895207,3.0194916341539058,6.25353015657029,2.000544557315432,Iris-virginica
+94,7.797062951047679,3.215787774928529,6.0463792125231555,2.231451747999149,Iris-virginica
+95,4.941229904285042,3.415700209270526,1.262666628336179,0.1377430464522057,Iris-setosa
+96,5.239549476811725,3.4408615656322286,1.4314921690820164,0.12199367777241074,Iris-setosa
+97,6.281208500744711,2.3123659297477204,5.378715712913458,1.5696930200218404,Iris-virginica
+98,6.849993256167888,2.968166461640262,3.998322526513433,1.5855086180839177,Iris-versicolor
+99,5.879561431392332,2.712376665114682,4.0870178161033985,0.9477555182256024,Iris-versicolor
+100,6.248281888823434,3.281574211044208,4.829338416753721,1.7118618118641422,Iris-virginica
+101,4.961272049377067,3.427075252651101,1.185913392111812,0.20867163849023215,Iris-setosa
+102,5.03254239181906,3.5811280682885487,1.8103081198893376,0.30312058831834565,Iris-setosa
+103,5.590185878628777,3.03051081273888,4.797825661812687,1.2116125341065695,Iris-versicolor
+104,6.50685046991809,3.763813826863313,1.8352132043057159,0.5384083895603449,Iris-setosa
+105,6.406834265392887,2.6534858745561913,3.7989312515811804,1.18749260667742,Iris-versicolor
+106,4.847797431775322,3.7185481321973026,1.520282637600537,0.2385543697125137,Iris-setosa
+107,5.659488287999885,2.605939676124499,4.141639409245875,1.2735851001591016,Iris-versicolor
+108,5.6981203919979055,2.476963370262445,4.2750687214140966,1.1954680231077672,Iris-versicolor
+109,5.15401003175941,3.5567775962031045,1.5037502559064533,0.3604089924921482,Iris-setosa
+110,4.811895900019046,3.1877606293227774,1.5244818623456338,0.16162315398618302,Iris-setosa
+111,7.572919644521384,2.9173675884550714,6.275629279720288,2.065475957968359,Iris-virginica
+112,7.381254757086965,3.00985261085857,6.986260412700647,2.105002236175629,Iris-virginica
+113,6.884882991773314,2.949587898574888,4.979437966782296,1.5089890222283275,Iris-versicolor
+114,6.883877806152713,2.4708531337547566,5.067333739799514,2.031755619706232,Iris-virginica
+115,7.333941581228354,3.9746184934598805,1.9456486640688362,0.4225401697100813,Iris-setosa
+116,5.057657461912478,3.271566579572532,1.6097828888707184,1.8323023193981827,Iris-setosa
+117,4.763398906052278,3.172694883696722,1.4327665201530801,0.18289299223526695,Iris-setosa
+118,5.494152608995747,3.455326876144372,1.4323963378564109,0.07220475580590899,Iris-setosa
+119,6.165075512356093,2.902778245908134,3.617149817214707,1.1573790794376768,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..862ec19860a814b42cb24db965ebdda3cfafb41b
--- /dev/null
+++ b/iris/tvae/0/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.955627852367517,2.299734863193517,3.4711909560607985,0.8452397519687462,Iris-versicolor
+1,5.733957870589053,2.616007276451947,3.8134063194115804,1.1091749023905426,Iris-versicolor
+2,6.700663443627656,2.869341230164472,4.440925672589599,1.5166671192445298,Iris-versicolor
+3,6.553838572606036,3.239888942761001,4.522199205119422,1.4197555856604334,Iris-versicolor
+4,5.502649785687836,2.844146724321568,4.35288071271512,1.3587439893145654,Iris-versicolor
+5,5.124053188700189,3.6720326332817463,1.5193802318419416,0.18247668157395022,Iris-setosa
+6,5.506515447660588,2.728476760310506,4.338283385668965,1.1675202345783433,Iris-versicolor
+7,5.883437065692009,2.836899889386363,5.260187304302842,1.9731707369349798,Iris-virginica
+8,5.250909894161681,3.4985251761025036,1.5808870149159908,0.4289795581154044,Iris-setosa
+9,4.960169481431723,3.410650003201831,1.368229170480981,0.23998573054232145,Iris-setosa
+10,5.283959631048034,2.5644711874878356,4.214679475024891,1.420421413040338,Iris-versicolor
+11,6.555289277149429,3.188053003917189,5.485766774806321,2.0479540491437698,Iris-virginica
+12,5.077567790807199,3.245165200002711,1.314156571826072,0.2850194111706186,Iris-setosa
+13,5.90243608065122,3.0497508631121706,4.555500470839077,1.4223230317823776,Iris-versicolor
+14,5.533483614028441,2.8267265526651015,3.7029914211855144,1.0283771023986543,Iris-versicolor
+15,5.929386308056669,4.330501049765135,1.5936069755009838,0.39629972715898865,Iris-setosa
+16,6.545923512273557,2.685645227665788,3.897834896530645,1.5910278252510728,Iris-versicolor
+17,4.860258110490813,3.293490681723104,1.2476299173439105,0.22688959183380908,Iris-setosa
+18,4.711818138743169,2.082456111039048,3.896393582722518,1.49214139491768,Iris-versicolor
+19,4.901269853104192,3.3409107459772778,1.3136149864514697,0.15008349529399012,Iris-setosa
+20,5.972429610107324,4.435136497221707,1.5037337326306954,0.41274777834318865,Iris-setosa
+21,6.471660983345184,2.643500072803903,5.299473963180758,1.6559988229944136,Iris-virginica
+22,6.6654347988696125,3.0998801380902017,5.859371708953334,2.243940690650502,Iris-virginica
+23,6.259533089382883,3.2427204082232084,4.203173630441251,1.6945659032606006,Iris-versicolor
+24,5.407357669246936,3.9497925403909155,1.5797624418517073,0.2989198266946493,Iris-setosa
+25,4.930147390483812,3.2010837667954455,1.5840981648672623,1.2432228855816316,Iris-setosa
+26,4.9989727591932835,3.095266702229004,1.4391824339822992,0.26032853604390715,Iris-setosa
+27,4.8126963680530865,3.485619209307263,1.5493597554867335,0.4551505155219674,Iris-setosa
+28,7.740170681970891,3.1164736123982344,6.636362835918282,2.2244059754510075,Iris-virginica
+29,6.118696712423203,2.854793388831869,4.679067474973787,1.6622293808208566,Iris-versicolor
+30,5.608900445268351,2.720029647406978,5.418910615533387,2.0094096402287898,Iris-virginica
+31,7.240990392593186,3.0833265140302477,4.241267720084454,1.4722438247755518,Iris-versicolor
+32,7.082497609273814,2.9234151533318276,5.587117841446078,2.0390066085348812,Iris-virginica
+33,4.638824644379593,2.9692052126270148,1.2961919459665814,0.14903166029337897,Iris-setosa
+34,6.807754686529748,2.888196630794385,3.9574805132767636,1.5528563341816501,Iris-versicolor
+35,6.456109830910485,2.971130591460739,3.8702010513529537,1.184778303308301,Iris-versicolor
+36,6.091029013400173,3.401265206343194,4.798068823315889,2.4979800206061538,Iris-virginica
+37,6.645535323389853,2.761897991825407,4.8944491617611545,1.8451395700083264,Iris-virginica
+38,6.476086814648494,3.263382110452693,5.056900335215381,1.7309317653852019,Iris-virginica
+39,6.538073281686913,2.4950221416258977,5.304280337201613,1.5848166539400745,Iris-versicolor
+40,6.093924822153805,2.7529151892319272,4.129093998545698,0.9502988563875557,Iris-versicolor
+41,6.486652647351431,3.0022827914420223,4.463843958284227,1.1436634455011223,Iris-versicolor
+42,6.627519206381111,3.512933703588503,5.521705511248134,2.2745322094708023,Iris-virginica
+43,5.1753290984356495,2.5029204716445,3.345641444133747,0.8968577220244753,Iris-versicolor
+44,4.71308147255319,3.244476374560774,1.429018744302071,0.19533324135768584,Iris-setosa
+45,5.202516153441369,3.3084398801240886,1.6825398164997052,0.4035545714511793,Iris-setosa
+46,4.19529600041705,2.782573499111456,1.2186058382174616,0.19236418511582973,Iris-setosa
+47,5.632018586726912,3.718492874134875,1.8022807656369866,0.27464048174761424,Iris-setosa
+48,5.358787823785362,3.291654879291491,1.6628378658298506,0.3101949399990212,Iris-setosa
+49,5.1131710335244716,3.3546018660837755,1.2723751071849196,0.12615545681270926,Iris-setosa
+50,6.017685414820682,2.7778779761065415,4.166381898924306,1.4809384059914827,Iris-versicolor
+51,5.957915075893637,2.6604326452413223,3.8663933970029567,1.342195972961385,Iris-versicolor
+52,7.128670027041802,3.2311843171361483,5.851068370952937,2.149986621646856,Iris-virginica
+53,4.518598407383177,3.480263031399457,1.2178841856788165,0.23398574303498984,Iris-setosa
+54,6.309893533272698,3.1485123210773445,4.409221083284573,1.3396828703487755,Iris-versicolor
+55,5.612612070083725,2.4498423213949403,4.220578313169468,1.0247427766507509,Iris-versicolor
+56,5.367877879472121,2.7727142941821756,1.2184958943548228,1.3338088476755514,Iris-versicolor
+57,5.078155076546677,3.155699441649425,1.4098221577947005,0.2392936645608066,Iris-setosa
+58,6.371803974566982,3.2308652015357513,4.432280414697702,2.134585022902354,Iris-virginica
+59,5.127956674120571,2.5139926049603583,3.042769736616325,1.2135287883691137,Iris-versicolor
+60,5.421657314566716,2.592014233449001,3.7691571812957334,1.2611358819715477,Iris-versicolor
+61,5.998927342756404,2.581673722433754,5.161907419907893,1.8533139303384498,Iris-virginica
+62,6.5112157470946865,3.1672489204625145,4.451839252101809,1.7635722470055264,Iris-versicolor
+63,6.387547956221904,3.230230026170919,4.739787542779657,2.06207793677623,Iris-virginica
+64,5.160202319204969,3.1652163181102924,1.5608317295095904,0.33187766117419604,Iris-setosa
+65,4.602945614520622,2.9729742593815307,1.3848904660451273,0.1632693680141478,Iris-setosa
+66,4.770625568381522,3.365516926601619,1.5618008503729157,1.2430703696826624,Iris-setosa
+67,5.154795546493343,3.4829460511263397,1.4550514324501238,0.48048038206343896,Iris-setosa
+68,6.512733718866495,3.1796947115499132,4.567617716943127,1.4135419600277497,Iris-versicolor
+69,4.9827934396233555,3.4254430536995955,1.4674636729659898,0.4633040516332477,Iris-setosa
+70,6.435505782788438,2.807047105663563,5.287520644408519,1.298440629220675,Iris-versicolor
+71,5.104055853128388,2.4231371913558575,4.132698257096675,1.002469169619397,Iris-versicolor
+72,5.091864680602806,3.8587043606940647,1.461491500050223,0.25736395654909305,Iris-setosa
+73,5.130930552998265,2.745903279693981,4.069760822467538,1.6826384706213868,Iris-versicolor
+74,6.448249394591425,2.818500229040158,4.320944845645418,1.4021209705697997,Iris-versicolor
+75,6.002367946490083,2.6265354128665255,3.740048480037467,1.0019386808657815,Iris-versicolor
+76,5.19325820518668,3.328542045595831,1.6002527435512528,0.35374812556183827,Iris-setosa
+77,5.2998721316743085,3.501151043668015,1.5875432224896904,0.37645723483783194,Iris-setosa
+78,4.981701608807868,3.4332826464029043,1.6025211402399326,1.4552710977867562,Iris-setosa
+79,5.913629310983516,2.615076170785075,4.302707202592076,1.110113782091453,Iris-versicolor
+80,4.25907298777892,2.9267039391254532,1.4291271698721788,0.2986375660903648,Iris-setosa
+81,5.908177229112669,2.725643346585894,3.8799972867357146,1.457951674139755,Iris-versicolor
+82,4.984506906367335,3.4958067635471384,1.3167106404121574,0.1481661032386502,Iris-setosa
+83,6.429424934189568,2.7622950953141516,5.421997470150365,1.8016638153350648,Iris-virginica
+84,4.961296675090528,3.137412451657252,4.52439049210739,1.3151069176101469,Iris-versicolor
+85,6.5069454191550875,2.8680070480774464,5.399394804733427,1.9981739692162157,Iris-virginica
+86,4.902504924262091,3.1607897988768916,1.3135074100892918,0.17828438117254347,Iris-setosa
+87,5.9240101053025525,2.931246270818677,5.7702293020231785,2.1435178789546065,Iris-virginica
+88,5.467240616740112,2.393525111399499,4.260551110591368,1.412856842997078,Iris-versicolor
+89,6.482350161786164,2.7708524268730144,4.78944180612273,1.6917577870502993,Iris-versicolor
+90,5.077060849099228,3.3584266674600975,1.450532552203318,0.2477225156716098,Iris-setosa
+91,5.2923827139657345,3.321060841478239,1.3429399544333105,0.10933180208217799,Iris-setosa
+92,5.2371322384300685,3.3130161020415714,1.3869558532387505,1.9994541421108702,Iris-setosa
+93,5.27441923875576,3.4680769798708644,1.434651615933564,0.33972716836771244,Iris-setosa
+94,5.525889021806827,2.655502615094805,3.349327571358643,1.1244202114128534,Iris-versicolor
+95,5.406676055909469,3.7796357292527762,1.652431028970097,0.37069433739315366,Iris-setosa
+96,4.943428043263875,3.471592737154459,1.1701842500497344,0.19506427693727482,Iris-setosa
+97,5.082236061693248,3.3482002072088766,1.441151179417248,0.2699355743893243,Iris-setosa
+98,5.026461456075786,3.2614562585386917,4.818758133132463,1.7446871674284135,Iris-virginica
+99,6.826302728530963,3.843773184726426,5.635880178772239,2.136987737557398,Iris-virginica
+100,4.844892125016428,3.657655027014353,1.3356339563645232,0.3551768691409584,Iris-setosa
+101,5.077467063543447,3.0368676443128764,1.2454192343082753,0.16148698142333134,Iris-setosa
+102,7.0887306099985725,2.9367392685724725,4.543739182795245,1.5830934716980625,Iris-versicolor
+103,5.582923151544023,2.7873720473859738,1.1999592985071939,0.18052230609981484,Iris-setosa
+104,6.5584248080232,3.217579389395172,5.119359571786302,1.7599375588752322,Iris-virginica
+105,5.680518438438605,3.9861213926868024,1.648325192447829,0.27266761923974836,Iris-setosa
+106,6.763373548893414,2.403450558436039,5.3138411424373935,1.6403451416463655,Iris-virginica
+107,5.720678203058095,2.423820298159507,5.151711602853032,1.7844544822667703,Iris-virginica
+108,6.520270259459414,3.2319303639623835,4.459531685429964,1.341215111099756,Iris-versicolor
+109,4.53812356821126,3.4762904651870254,1.1183864162182389,0.2959183340722142,Iris-setosa
+110,6.365451720401052,3.154105538936522,5.1617761805409375,1.6961150919466566,Iris-virginica
+111,5.800529991511756,2.9746017849504276,5.478872757976686,1.8096016723481065,Iris-virginica
+112,6.340832640146407,3.5702646796912045,5.423061832770723,2.428206112623161,Iris-virginica
+113,5.72179048117725,3.5285748816342144,1.5864689815175845,0.2906266553896114,Iris-setosa
+114,6.437731012563775,3.2130805540499003,4.803406457861025,1.5291390232252249,Iris-versicolor
+115,6.163337528619169,3.2284575037732592,4.623832424141087,1.7730307890629489,Iris-versicolor
+116,4.945843564464021,3.3041599502957566,1.3271055836664631,0.4444840231709809,Iris-setosa
+117,5.801469707320716,2.432253097490083,4.32505503744463,1.25600441722931,Iris-versicolor
+118,5.6059538255573855,2.9438953357335214,3.921165704562709,1.1759242170551913,Iris-versicolor
+119,5.289643689611416,3.600845420128742,1.9072387186134252,0.46789318108650885,Iris-setosa
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..7365a4e8c7e45ca246576247ccf19d51df6738b2
--- /dev/null
+++ b/iris/tvae/0/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.208769619264773,2.3007436087012483,3.7278305673872145,1.0108843991909782,Iris-versicolor
+1,5.927775933877775,2.471027583294879,3.9086169433806313,0.8560603276015835,Iris-versicolor
+2,4.843005316297065,3.3547636094486295,1.4191969540127196,0.18463368890605147,Iris-setosa
+3,6.097770711311577,2.986712471208955,5.0141533057409555,1.5088880198424217,Iris-virginica
+4,7.383745487607781,2.9036440802112256,5.527615392365121,2.1971184671551276,Iris-virginica
+5,5.178995381595394,3.1340405961123894,1.6071077516267076,0.1519449209490467,Iris-setosa
+6,5.024691269297008,3.778589867076994,1.6293188500680698,0.39368229165915714,Iris-setosa
+7,5.047173556716198,2.2297790561874393,2.9849712027071584,1.2001797727640355,Iris-versicolor
+8,6.1558049962251795,2.249870287720393,5.126930124891802,1.5200601969973715,Iris-virginica
+9,5.629348064572517,4.348338971873239,1.2517001367756824,0.21865298532157548,Iris-setosa
+10,6.350414249153932,2.959957627706011,4.69438815446231,1.1363082592200175,Iris-versicolor
+11,5.133890810065089,2.5302652925481963,4.063566196136301,1.1820359703884422,Iris-versicolor
+12,4.659609582010627,3.08267650219689,1.342454675209698,0.1933633110892673,Iris-setosa
+13,5.467752042531391,2.9207926614842656,4.891830289574223,1.983801424529463,Iris-virginica
+14,5.501117960269778,2.5686205078722537,4.109088985452445,1.1389141918050911,Iris-versicolor
+15,6.230563855297043,2.8522985971381023,4.430181254466068,1.2343975484839418,Iris-versicolor
+16,6.431180203146482,3.0133294006394964,4.940570511445412,1.479135140781886,Iris-versicolor
+17,6.732299841220602,2.9672579323506607,4.119232313411094,1.766017172589038,Iris-versicolor
+18,5.204791512932895,4.196238117841981,1.3843576004780402,0.2881223855447624,Iris-setosa
+19,6.59292126549939,2.9122957295452636,4.275052798674553,1.271109091495912,Iris-versicolor
+20,6.336539229164092,3.065483284942043,4.897947161224897,1.5232687102795064,Iris-versicolor
+21,6.17364737627352,2.4087721675976894,5.179733819721351,1.9337083360663616,Iris-virginica
+22,6.2087051064257786,2.6020104593730626,5.495265837372337,1.847564180346539,Iris-virginica
+23,5.034273571814563,3.2679325731544653,1.4432177472214398,0.18661066681001554,Iris-setosa
+24,6.293403675538426,3.3759867384681894,4.380931289052205,1.4901036883710876,Iris-versicolor
+25,6.523557304405332,2.5762870194125944,5.141718193733145,1.4880642589875552,Iris-versicolor
+26,7.298019222533556,3.043730508652205,6.5613226850846935,1.9095878322352304,Iris-virginica
+27,4.821944753014533,2.194827943575645,3.9141604990345256,1.0567506289004882,Iris-versicolor
+28,6.309398162062887,3.1754023452235463,4.204403002218378,1.3890615932149584,Iris-versicolor
+29,4.8507581811502485,3.4128960494793117,1.5365139818703961,0.16444132825853414,Iris-setosa
+30,5.017146469314852,2.5722430201357334,3.8332125302138422,1.0676229572782372,Iris-versicolor
+31,5.182932676786878,3.5408922625462464,5.156593907936077,2.0835252639940944,Iris-virginica
+32,5.222257943428261,3.441634132439681,1.3557352353006304,0.32268840629905254,Iris-setosa
+33,5.01034117097385,3.239564998427262,1.5940873360217498,0.05167323822737324,Iris-setosa
+34,4.805667539930087,3.5272541559910597,1.3905092337614313,0.24031032805607058,Iris-setosa
+35,5.60757031595568,1.957495827690616,3.1470467792418435,0.936123875588796,Iris-versicolor
+36,5.350365563084328,3.226883862204924,4.4752791957042195,1.5432256485219864,Iris-versicolor
+37,5.1544289277766255,2.3369539337564,3.248961801854378,0.9393082661959306,Iris-versicolor
+38,6.278675081861146,3.155600871093951,4.69782162316263,1.708220778457985,Iris-versicolor
+39,5.613592858443779,4.199785444597089,1.4221271562215418,0.3042916884061706,Iris-setosa
+40,6.233870833836702,3.0793524848818135,5.0394542499813495,1.6423056065196633,Iris-versicolor
+41,6.699355906013891,2.976770962808033,4.550927743888844,1.3501097420290498,Iris-versicolor
+42,5.296830401028519,3.6929313779455284,1.6244419912244257,0.46357951601569003,Iris-setosa
+43,4.796196952408802,3.0519425656433117,1.3962725366599593,1.448306415807088,Iris-setosa
+44,6.504870129539768,3.156576508742275,5.482691240063645,1.9616479063024554,Iris-virginica
+45,6.6068430766454185,3.0845561003447095,4.630040903261066,1.4231911585668566,Iris-versicolor
+46,6.03399363529549,3.035457733358599,4.903040685125308,1.9812347653277238,Iris-versicolor
+47,6.66115175735608,2.964450132570654,4.69016081563169,1.3657513477446739,Iris-versicolor
+48,5.268334699286179,3.226949159959551,1.7938010656006762,0.2364440219174575,Iris-setosa
+49,7.493866231873227,3.56737031518087,6.156668738725299,2.3270780696183504,Iris-virginica
+50,5.154927497983894,3.8517404234101584,1.417609942106409,0.47033511431209113,Iris-setosa
+51,6.24363980728661,2.2378526968498176,5.217829068941307,1.680883237127971,Iris-virginica
+52,6.082903619565602,2.6282889623902865,3.3667009001092216,0.8204226153769747,Iris-versicolor
+53,7.103859046770015,2.966238441915146,5.792860051318406,2.334909795281564,Iris-virginica
+54,5.266363586592561,3.469149835262273,1.3561054948227431,0.14192543597236718,Iris-setosa
+55,5.243542240091131,3.3263178549120838,1.3008874084460174,0.32212311412148803,Iris-setosa
+56,6.375021295636352,2.7751442720456763,5.081259655637895,1.9204521739183558,Iris-versicolor
+57,4.513861038917066,3.4036911396781493,1.3921848939352142,0.1873423011769378,Iris-setosa
+58,5.287264983232623,3.550037485140536,1.6822132038167636,0.20558623714623542,Iris-setosa
+59,6.2644192054827,3.3115775344256195,5.723614510026828,2.240424195725238,Iris-virginica
+60,7.739855696609454,2.7557081836483666,6.361770522828799,2.0829036320747787,Iris-virginica
+61,6.327115633376527,3.2697460139462566,5.2290611657018955,2.1898593211228645,Iris-virginica
+62,6.032592169449119,3.102000082316125,4.6801082099638815,1.5421679250308842,Iris-virginica
+63,5.622255488097346,2.3570688344923294,4.067825773378076,0.9151906094113855,Iris-versicolor
+64,4.848767526260943,3.1365821479537206,1.3053812014716035,0.12035254472805157,Iris-setosa
+65,6.4762355543926375,2.977800474233073,4.614900088540506,1.705075086162393,Iris-versicolor
+66,5.26261177496273,3.13354462491159,5.083243631422575,1.8293293397259602,Iris-versicolor
+67,4.605744080025525,3.1248870990840847,1.393748936377535,0.12530826595344494,Iris-setosa
+68,6.413915515111285,3.6234927742776204,5.996136870457905,2.346324322492322,Iris-virginica
+69,5.701283809841072,2.7719269636578248,3.7347163368936913,1.2370682122495567,Iris-versicolor
+70,7.5895472522429515,2.7974821193817765,5.28458160098917,2.169125940544815,Iris-virginica
+71,5.70311165219247,2.885342044739526,4.840277751023351,1.60831726190077,Iris-versicolor
+72,6.368223588478597,3.0212600637955216,5.672514697052451,2.15445301352382,Iris-virginica
+73,4.722331121018266,2.979580822448034,1.6002416731816995,0.05856504764375425,Iris-setosa
+74,5.134289708672848,3.309183918082602,4.928125311517919,1.4387685494980373,Iris-setosa
+75,5.981492125622168,2.546336550542405,5.06529541030076,2.2910608256710607,Iris-virginica
+76,6.689869761551003,2.7691726630588454,4.143588867722279,1.271187906985735,Iris-versicolor
+77,5.408702849171996,2.539593740442659,3.783175167701298,1.1290858481361201,Iris-versicolor
+78,7.631348156370985,3.242104989235366,6.75139771462034,1.9291644493788083,Iris-virginica
+79,6.172264288913962,3.241889109555486,4.415466581921748,1.3444084153765532,Iris-versicolor
+80,5.092678614925056,3.368279056222635,1.4674031845928304,0.10584050758595664,Iris-setosa
+81,5.7667882666979144,2.8123630881146013,3.95674669219931,1.4642679900256232,Iris-versicolor
+82,4.738955757334601,2.4049404771069867,3.9377686970176575,1.2828459957114164,Iris-versicolor
+83,6.7370233846703735,3.5030257846798287,6.027763629899785,2.431601433565434,Iris-virginica
+84,5.726299057243866,2.6802815266919136,4.021796954627183,1.3829154007758684,Iris-versicolor
+85,7.342995812262945,2.8805003996580174,5.641515840667976,2.0492821536350188,Iris-virginica
+86,5.944767297602802,2.698769909539674,5.332116630308826,1.9672734017545965,Iris-virginica
+87,4.797706920247645,3.2586156299461293,1.44835148469637,0.12803393062260357,Iris-setosa
+88,5.66775497407504,3.580167102738459,1.6161509303190247,0.2677892074702768,Iris-setosa
+89,4.842947230110544,3.2590572008897167,1.3838712156502353,0.10135734815598726,Iris-setosa
+90,6.462984383674283,2.984399979142501,4.930682680389788,1.9501774149017925,Iris-versicolor
+91,7.026532489628831,3.0091282252278337,4.821219469166951,1.4521800520796126,Iris-versicolor
+92,6.296165806434946,2.7134092394564946,4.795877506115244,1.5472408030239189,Iris-versicolor
+93,4.698925068955463,3.1670773150679636,1.428441510152312,1.2617240170921546,Iris-setosa
+94,6.663701547783559,3.012770575613936,5.3359653188956555,1.9360677064062188,Iris-virginica
+95,5.21414462876384,3.0510712182825013,1.2693713905942583,0.1433209119549922,Iris-setosa
+96,5.2028468364805756,3.4657235296247038,1.518364331240584,0.38816043328237537,Iris-setosa
+97,4.910563712515917,3.563800346752485,1.5685122390167574,0.19063351931885827,Iris-setosa
+98,6.3312324052196205,3.3403533919594657,5.047632767847264,1.9155052033428208,Iris-virginica
+99,5.50278772922595,2.608375902244167,3.605120515901598,0.9486144981455977,Iris-versicolor
+100,6.389837795711989,3.0153918103708777,5.149885382930313,1.9294705664815257,Iris-virginica
+101,6.437773759975973,2.857726225684273,5.095932273742696,1.9333430976961183,Iris-virginica
+102,5.328248325960778,3.383132282392478,1.473991631423335,0.4400205747073184,Iris-setosa
+103,5.312836554288113,2.0685789096480334,3.4598509681967604,0.8267941962221617,Iris-versicolor
+104,6.302546314711855,3.2628624045000776,4.969839835928648,1.7299651042191946,Iris-versicolor
+105,6.396012818770664,3.144683220743527,4.699903005223697,1.8548785345734342,Iris-virginica
+106,4.950156302791981,3.2647496293708786,1.3413643567144344,0.28591784614123184,Iris-setosa
+107,5.868991588782118,2.444912314780386,5.354266341153085,2.330717313258318,Iris-virginica
+108,5.043094820532774,3.336911589601903,1.3932841416702668,0.31667101617748505,Iris-setosa
+109,5.250813713972574,3.6373855171056926,1.5364635707078529,0.20465243511214112,Iris-setosa
+110,5.656403458598154,2.7275564161068733,3.662184279966989,1.5560788139628146,Iris-versicolor
+111,7.41111208955048,3.1824463824193954,6.6719528099228675,2.21549701155493,Iris-virginica
+112,5.024713661692128,2.61946023285695,3.21670244772087,0.819040128304802,Iris-versicolor
+113,5.123463350074404,2.7731886555430316,3.8951700598766488,1.270437726823442,Iris-versicolor
+114,4.905602591075631,3.238517062556954,1.6465166354043632,1.6444710359956682,Iris-setosa
+115,6.4724765777857325,3.04961339141859,4.082964388012694,1.387478411583204,Iris-versicolor
+116,6.1335385938124976,3.0201499693462837,5.1644355580784636,1.9458679384081479,Iris-versicolor
+117,6.336114947731642,2.9491832293527915,4.88045704682509,1.538257898785921,Iris-versicolor
+118,6.272557398800549,2.747394006698555,4.229980859171362,1.448874967613049,Iris-versicolor
+119,4.855355335644891,3.576212839172158,0.965625331675855,0.28553147149043373,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..dd20195dec61be2f0d076a7c8332dd4e77f9e9c4
--- /dev/null
+++ b/iris/tvae/0/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.6306869143938165,2.6757191883772204,4.123386716687345,1.3837240020775274,Iris-versicolor
+1,7.333600425937898,3.433230308197086,6.099631723972197,2.130579417117004,Iris-virginica
+2,5.263156878409251,3.34648630281983,1.629727570391117,0.31881526460139425,Iris-setosa
+3,4.282334373169737,3.3955985676071316,1.3094161868909753,0.24249391117918606,Iris-setosa
+4,5.166383292185211,3.3507415155262055,1.3266433437138907,0.22637436088668467,Iris-setosa
+5,5.1499336377377976,3.091453795013501,1.2814667062241785,0.2169260616554503,Iris-setosa
+6,5.975080585548922,2.049868928005756,5.616094268041947,1.755296601436263,Iris-virginica
+7,5.398422423579903,3.5828951932089845,1.4721992614628403,0.5761828820668913,Iris-setosa
+8,5.049009703809977,3.120819079200098,1.2088941760960288,0.008590082725403125,Iris-setosa
+9,6.311338933885166,3.084875520859152,5.250297065652626,2.063569063605782,Iris-virginica
+10,7.207692350210008,3.0005442827680437,5.592297596803243,1.9444908052249152,Iris-virginica
+11,5.044198875737905,3.248252629037883,4.863334833687423,1.3639726217244144,Iris-versicolor
+12,4.306515450566465,2.9706398573979897,1.508201634627022,0.21679638196018733,Iris-setosa
+13,6.786312732192648,2.913539281869089,5.1641528772913885,2.0151621410873415,Iris-virginica
+14,5.128866118231222,3.2595110574395934,1.3171992753695736,0.20166259718227025,Iris-setosa
+15,4.893609434166155,3.180641053227952,1.3923006282733188,1.4743376293074655,Iris-setosa
+16,4.664947504509432,3.2238323344013127,1.4526205123040739,0.249592752296502,Iris-setosa
+17,6.375376116212678,3.2835168237718686,4.768663137866068,1.5751839748242629,Iris-versicolor
+18,6.364292280633306,2.776955446376209,4.472850821024763,1.5541380655549468,Iris-versicolor
+19,6.659276301947023,2.8516136733269875,4.267143097099028,1.4159465402771632,Iris-versicolor
+20,5.987891856682311,2.692747229159963,4.174607032740594,1.1428907253178784,Iris-versicolor
+21,5.233138049111263,3.1349384760592045,1.6635846919890929,0.08274361837979738,Iris-setosa
+22,7.607400412896698,3.2543469408496346,7.007645305689249,2.0137919064734744,Iris-virginica
+23,5.374817502333494,3.507798429267338,1.601627901557967,0.35379645754569733,Iris-setosa
+24,5.892406109083362,3.000523030712714,4.856049682545809,1.5934469006840917,Iris-versicolor
+25,6.380468190148065,2.935932138635849,4.585137742745589,1.596267110987506,Iris-versicolor
+26,6.717421084614685,3.1463480408309694,4.218291939692105,1.2753908625089865,Iris-versicolor
+27,5.116176009440702,3.405422084598425,1.50272610969167,0.33275830380576554,Iris-setosa
+28,6.151642520227689,3.042595539086445,4.200329568203328,1.4328302601996998,Iris-versicolor
+29,5.286841120304195,3.821398500804918,1.3495753367983045,0.28704071692898037,Iris-setosa
+30,4.913383007321363,3.2633884940904556,1.5828147315936882,0.2403412453153613,Iris-setosa
+31,5.317647679820356,3.7948542991628913,1.3158758421030916,0.22798073028126273,Iris-setosa
+32,5.962464642154889,3.1299221227639276,4.824829156779783,1.7530706278361046,Iris-virginica
+33,5.020896584864972,3.4418084690622837,1.3555462996433407,0.3667345006492917,Iris-setosa
+34,5.620830905742631,2.4790574961962246,3.4933948379548516,1.4013819208921472,Iris-versicolor
+35,6.458195784346257,3.2198149210301725,4.889229714538405,1.8213666851405395,Iris-virginica
+36,5.261763784527727,3.4311230220451976,1.5131865525323323,0.5927559330967012,Iris-setosa
+37,6.105306953978826,3.1769849025159638,4.849077794723081,1.685998780502717,Iris-virginica
+38,4.950007666096146,2.9338682697396297,1.5516990500294838,1.4725129135909838,Iris-setosa
+39,5.379298002634768,3.455889833436624,4.875662674959357,2.3719947066773805,Iris-virginica
+40,6.501272408634469,2.990398117443534,5.370256482321786,1.8576633143192258,Iris-virginica
+41,4.641535148468745,3.0437262215705356,4.819704549828947,1.5249648103154867,Iris-versicolor
+42,6.60375177674112,2.7343539269249915,5.116790007832645,1.9343537515796387,Iris-virginica
+43,4.91103842037921,3.18985263599143,1.3167211169455693,1.797887602822908,Iris-versicolor
+44,4.930194846237784,3.121002667334751,1.3266461300870533,1.7450551963993006,Iris-setosa
+45,4.923618909007503,3.391137788370167,1.3656276784049202,0.23737537587011007,Iris-setosa
+46,6.066489304101811,2.6381513063558475,5.637302186203147,2.081449042156865,Iris-virginica
+47,6.876599772819516,2.681662968640108,5.393423139442513,1.9035370554658193,Iris-virginica
+48,6.150133769021296,3.169285961659247,5.950371043023656,2.280480677501099,Iris-virginica
+49,6.460681142076846,3.0435937952251373,4.626701495269037,1.5733372578216742,Iris-virginica
+50,6.202001469539659,3.1304624872256657,4.859168366365134,1.479133565270265,Iris-versicolor
+51,5.201964710570501,2.983452195672185,4.704177242487735,1.4584546937107061,Iris-versicolor
+52,4.823695495669514,3.4730262245634536,1.2008855510229683,0.23598542941836465,Iris-setosa
+53,5.408905353667056,2.4730099685885683,2.732023878680314,1.0586108340704279,Iris-versicolor
+54,5.278832722334787,3.3214339365450987,5.21471399213372,1.8899693908936812,Iris-virginica
+55,6.481407248684347,3.1443802319994254,4.66908665992078,1.8192733429144143,Iris-virginica
+56,5.004407792289974,2.700707216374146,3.9918564246095265,1.2303066478967337,Iris-versicolor
+57,6.589096656244036,3.375199679343747,6.716320028704547,2.4417538749542764,Iris-virginica
+58,6.759035918877173,3.15833652018016,4.928825162481353,1.3877417819160065,Iris-versicolor
+59,6.091051488794711,3.1673359634826856,5.411082280092757,1.8931803163071037,Iris-virginica
+60,6.530189385036539,2.9551588805385207,4.883149693794636,1.6217449815862925,Iris-versicolor
+61,6.853544852920475,3.1132100733439687,4.926289422554104,1.1729212194893939,Iris-versicolor
+62,6.399667867105312,3.214011133572715,5.370006293857232,2.373732910918776,Iris-virginica
+63,5.170908856977592,3.2121161182445603,1.6269669030508214,0.19891635292180893,Iris-setosa
+64,4.828422958801464,2.660471229442227,4.048683673123046,0.165497564907524,Iris-versicolor
+65,6.260857639129289,2.6007457313554063,4.74825441310453,1.8335160304095328,Iris-virginica
+66,5.423892797772479,2.4664208174093876,3.6596532975309035,1.3855356399581016,Iris-versicolor
+67,4.965761998617962,3.3711914395108953,1.2368223207789755,0.13326237223560508,Iris-setosa
+68,5.514702774165743,3.6833650428745077,1.7093308912325837,0.23367922078941022,Iris-setosa
+69,6.617614157099699,2.78449679196033,5.913987550755744,1.958800455965378,Iris-virginica
+70,5.1392883337281,3.364182245738147,1.2928815275594512,0.15856236094616966,Iris-setosa
+71,4.733506767978471,3.255318822456903,1.5499715717461786,0.07651796610990796,Iris-setosa
+72,6.0584229119233335,2.9916123313210536,5.05659483171465,1.7190939328454138,Iris-versicolor
+73,5.820087764639369,3.789701941598615,1.6835266077448425,0.10921467352652234,Iris-setosa
+74,6.978524526023611,3.023202261691102,5.529020694520601,2.2490906905068386,Iris-virginica
+75,6.2526383682543765,3.073801979746921,5.129717948963947,1.6548343016382963,Iris-virginica
+76,5.706079725737314,3.1018210264716157,5.064834659229038,1.492042103298982,Iris-versicolor
+77,5.371576885959918,3.546401733300265,1.3816688119712544,0.20318151148760807,Iris-setosa
+78,6.57336590411373,3.3254919187770664,5.106682245608946,1.9736356572080815,Iris-virginica
+79,6.572940879107726,3.1652187554487043,4.667544865155605,1.3394352560191252,Iris-versicolor
+80,5.174304307758469,2.9759411254290122,4.3178683122576444,1.129400819525874,Iris-versicolor
+81,5.086360810195621,3.219340017685611,4.40886630967145,1.2648241484660887,Iris-versicolor
+82,6.170978508356861,2.4376026196184872,4.996601128784595,1.9423015633903493,Iris-virginica
+83,4.892102343990304,3.2690640848804113,1.447127144693263,0.19316921453888236,Iris-setosa
+84,5.377115722048634,3.6302129860303443,1.507990303600719,0.283961412898678,Iris-setosa
+85,4.866246129742775,3.567303065774513,1.5883321817346536,0.34078757660924486,Iris-setosa
+86,6.535733032404955,2.8402356015858126,5.310756400775594,1.7519428994783157,Iris-virginica
+87,4.5812853968966065,3.065261532837216,1.323334765613877,0.17165178247785395,Iris-setosa
+88,4.743503862247321,3.122685416007085,1.4081425863998924,0.16205470869206462,Iris-setosa
+89,4.82655968956132,3.7797015436480987,0.9257788194870925,0.040963153630292154,Iris-setosa
+90,5.478107515967204,3.4855310579936076,1.39692856605307,0.3907685448771592,Iris-setosa
+91,5.466085229890117,3.5443302530212564,1.4648071865979095,0.3001159518746233,Iris-setosa
+92,6.856768181501149,2.7400045044078922,4.583803401227494,1.4580357892493074,Iris-versicolor
+93,6.132338599194217,3.1500127150709196,5.616709927550415,1.9222798775412313,Iris-virginica
+94,6.418671408126309,2.4573783971520826,5.196109654133498,1.6497027106291977,Iris-virginica
+95,4.865440459916869,3.668966914749112,1.5436390313502362,0.22948767595763053,Iris-setosa
+96,4.9905129834345745,3.7715571741204723,1.1943007103112373,0.18567020785334443,Iris-setosa
+97,5.139876014348213,3.296322792624608,1.5171897965815935,1.4991660705382546,Iris-setosa
+98,6.818468615464493,3.401079727590052,5.927162931803498,2.2297908982746915,Iris-virginica
+99,4.838545690595874,3.1543688491356896,1.5990993120008672,0.24808893334856036,Iris-setosa
+100,6.764711700551247,2.806418648399427,4.971195401241208,1.8101979177833811,Iris-virginica
+101,4.687446900311985,3.2960174555246184,1.5388360719871765,0.15317375183015564,Iris-setosa
+102,5.952143421405331,3.0053070956120944,4.585095966490284,1.5050248773924368,Iris-versicolor
+103,6.370491601259825,3.2648680732610433,4.631435534282959,1.5689723690494564,Iris-versicolor
+104,5.193644008980129,3.502661045028745,1.3839669220105737,0.66444666673418,Iris-setosa
+105,5.02645008537991,3.432834105040774,1.1039163556305875,0.12527599951444945,Iris-setosa
+106,6.391439895980611,2.885050236456259,4.381128424153886,1.390268477904468,Iris-versicolor
+107,5.066950004492759,3.232071541201626,1.6786536941626293,0.2933267289942851,Iris-setosa
+108,7.648970169758668,2.9834817322763936,6.88228822809102,2.2006804150285078,Iris-virginica
+109,4.758692213917359,2.275853455839615,3.955642224125633,1.7042223171283293,Iris-versicolor
+110,6.115935468934625,3.136440611439751,4.519056812037941,1.6239842933971502,Iris-versicolor
+111,6.093905395098872,2.777699235997039,4.6697261012190525,1.5072377592880195,Iris-versicolor
+112,5.455194659746353,3.9768851173256006,1.604561069194164,0.4670946288625841,Iris-setosa
+113,4.46421466076572,3.3870749206261714,1.2839363046706445,0.2145983408256071,Iris-setosa
+114,5.248439111704626,3.3114300396314102,1.5109405498929878,0.2381684594037041,Iris-setosa
+115,6.5292949184050295,3.3038038580733358,5.170316159779915,2.080942681597681,Iris-virginica
+116,6.845986886941677,3.285638302500143,5.56077851885,2.5639869044711867,Iris-virginica
+117,5.699579505076388,3.410201769811047,1.4143444833942245,0.3218609127681349,Iris-setosa
+118,5.372773431089525,3.071418301915326,5.029307642286518,1.5146092093026182,Iris-versicolor
+119,6.635865769712267,3.0213555050115675,6.040056285018467,2.3163436007229015,Iris-virginica
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..471c161bc71f12cec025944749262a9c8fdf5fe8
--- /dev/null
+++ b/iris/tvae/0/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.936887618522528,3.51611742649954,6.33265693080649,2.2251642434016965,Iris-virginica
+1,4.861134090216657,3.6465620559208802,1.9672803987053378,0.3553570744672617,Iris-setosa
+2,6.36785558194328,3.075632916686393,5.103901371177147,1.4698136552376257,Iris-versicolor
+3,4.7410809240961,2.226992088354992,3.5462772014130257,1.0858755088508734,Iris-versicolor
+4,5.079474030238793,3.430208599636042,1.6418329594948564,0.3118015493631935,Iris-setosa
+5,5.0551709257045605,3.988786258954794,1.849972851449762,0.2831596836568202,Iris-setosa
+6,5.357270068664941,3.3863669897484683,1.5520657237560702,0.25110217257745276,Iris-setosa
+7,5.017776307433719,3.361454319662684,1.7583798697326272,0.22256685048985098,Iris-setosa
+8,6.12303393905532,2.7556660971351628,4.478851688551747,1.545510686042818,Iris-versicolor
+9,4.804664951901881,2.4663869586456197,4.075242449614347,1.2529245436512209,Iris-versicolor
+10,5.755931902411318,2.8733209203199896,4.759103888031949,1.5101758400422087,Iris-versicolor
+11,4.927399517337262,3.345178105812873,1.1948596794916866,0.19542620762387006,Iris-setosa
+12,6.523193576198637,3.2795628073321574,4.790346761367468,1.9953966678184787,Iris-virginica
+13,5.199947159613203,3.1325194065650765,1.4873217350416572,0.05788589596213903,Iris-setosa
+14,5.177095896986141,3.455402130503125,1.4592364520066372,0.46874978288939195,Iris-setosa
+15,5.053600700478032,3.6053265380297925,1.5704326380944404,0.20882216957979238,Iris-setosa
+16,4.700648173539783,3.1224139161833,1.4029135582825534,0.17507110537750553,Iris-setosa
+17,4.902241530178385,3.043206462760388,1.1706284471878552,1.5422459304283922,Iris-setosa
+18,5.29574265463873,2.5999545867010996,4.757342620583119,1.109683882773542,Iris-versicolor
+19,6.194426186033585,3.015242830119122,5.295930528712096,1.7526570710085807,Iris-virginica
+20,4.947131022366283,3.249867219943731,1.5102795425089934,0.22575045937123733,Iris-setosa
+21,5.358073637839179,2.982610316871588,4.727479785987919,1.4170384958853006,Iris-versicolor
+22,5.099012064023411,3.160055115698906,1.3991660558678833,-0.015523743672227142,Iris-setosa
+23,6.6103560964553285,2.708424820549798,4.944701588410796,1.503598903207131,Iris-versicolor
+24,6.198726842594681,2.6124533275187876,5.275819080657566,1.6878401647242298,Iris-virginica
+25,6.395581875364348,3.1020519450036708,5.130281678809503,1.388011549836028,Iris-versicolor
+26,7.851851638155614,2.7452389606881376,5.749971458057648,2.0896918836402243,Iris-virginica
+27,6.682456989638225,2.8758974137329902,4.876919473420134,1.5836641158440956,Iris-versicolor
+28,6.2436800643506,3.1738800671646525,4.883063176688275,1.5626884950896276,Iris-versicolor
+29,6.575286228144497,2.7060025010408046,4.182690887817208,1.393305218098714,Iris-versicolor
+30,6.1713358991491924,2.9439970188327225,4.789649129353499,1.4394058051064156,Iris-versicolor
+31,5.39689651890044,3.2747145523670858,1.3022027276027353,0.18013123462504735,Iris-setosa
+32,6.106751170966955,3.080807328676012,5.357993983869685,1.3188547817190663,Iris-virginica
+33,5.062376001145022,3.4090820668403747,1.4577901369755897,0.18265900587846834,Iris-setosa
+34,5.108116943591242,2.807088101829738,4.251412076070183,1.3177394728806862,Iris-versicolor
+35,5.706493784514226,3.252129402220604,4.78539502070017,1.7878094604132817,Iris-versicolor
+36,6.213859851735081,2.8562919098859307,5.150148135718368,1.9557594425532465,Iris-versicolor
+37,6.382447350752096,2.995626977378932,4.737846879267426,2.1683655453976294,Iris-virginica
+38,6.747911181183405,3.155131238938137,5.167637137234914,1.957938301942604,Iris-virginica
+39,6.733775963181445,3.4641731360378967,5.966169379808659,2.136863173957062,Iris-virginica
+40,6.69969675455423,2.932314876676774,5.894667754111927,2.2210626017476733,Iris-virginica
+41,4.968005218528934,3.097846406035923,1.3803702741198116,0.24390856049894033,Iris-setosa
+42,6.223238664410095,3.006100707031582,4.6859305613975835,1.646888974270882,Iris-versicolor
+43,4.804159704486867,3.0807782946588524,1.3424036769187437,1.3493781076582485,Iris-setosa
+44,5.1179708582906756,2.9905483104831756,4.627060098262531,1.3950561204165421,Iris-versicolor
+45,6.347461462071215,3.0573637219174845,5.769718552105596,2.094163991229668,Iris-virginica
+46,4.761996994015699,3.106091972906628,1.3724824120716022,0.3428483563452445,Iris-setosa
+47,5.223876072511452,3.6764286779147968,1.5582465378251906,0.4948074769515257,Iris-setosa
+48,5.86961634266331,3.0840197651660883,5.17253639411009,1.8651016822688855,Iris-virginica
+49,4.8197617944161895,3.4623524079706325,1.6801691837247639,0.1614940097441412,Iris-setosa
+50,5.179999464820167,3.3842304305606143,1.7364391756165256,0.19763764184609356,Iris-setosa
+51,6.518272359690969,2.8427395652525247,4.905816802369131,1.7306363552765167,Iris-virginica
+52,5.165755215494774,3.2109695584722555,1.3794092470955444,0.24680118766346926,Iris-setosa
+53,6.6621673980621745,3.1304050087260564,4.696722008068555,1.990043560839199,Iris-virginica
+54,4.661536207900048,2.6735148502259607,1.0375790567706595,0.20851994825219164,Iris-setosa
+55,6.146031052331421,3.2671369999250386,5.1652801990409625,2.5183766993398202,Iris-virginica
+56,5.728161388152779,3.7979307414194476,1.7955760815453505,0.2907382883934873,Iris-setosa
+57,6.001972317421357,2.8254232701802966,3.9350371377044624,1.3453721758539898,Iris-versicolor
+58,4.730689840279577,3.23764936479425,1.6589820905180352,0.12239994466263435,Iris-setosa
+59,5.618364132383722,3.2928880524424784,5.013958208378799,1.5425192690810037,Iris-versicolor
+60,6.664345185348487,3.6214419005912744,5.046596835833643,2.4080669100148135,Iris-virginica
+61,5.243512205390083,3.5894741611127112,1.388979636854465,0.24186313547796098,Iris-setosa
+62,5.1169527365185905,3.283515822972031,1.4644782419596551,0.21168892793478772,Iris-setosa
+63,7.064170417828596,2.813948549768631,5.634018060201272,2.001706869004515,Iris-virginica
+64,5.450456795895768,2.226731375984178,3.6509165543190942,1.0989804485763492,Iris-versicolor
+65,7.235687775345699,2.8248482078569763,5.241913122543698,1.9477106208866983,Iris-virginica
+66,5.197841646174447,3.8623168522477744,1.1728192291075548,0.0034483476335966934,Iris-setosa
+67,6.233856107840446,3.2089331467875737,5.610837041246334,2.4529860991215164,Iris-virginica
+68,5.383873260888125,2.3627806867943306,4.133760054334989,1.6762599862231347,Iris-versicolor
+69,6.8375617813650065,2.528680819834598,5.4770986124017425,1.459637952942968,Iris-virginica
+70,5.388217328239488,2.849238841361231,5.417562807047006,2.2616825872748034,Iris-virginica
+71,4.937336617234689,3.3647567218998766,1.6396966365851922,0.3628314965225298,Iris-setosa
+72,6.672619376251037,3.2877069439465587,5.668996408304534,2.119679665820614,Iris-virginica
+73,4.9188716113487985,3.102147722817845,1.41428001591055,0.13911872151331217,Iris-setosa
+74,6.735317809461987,3.2016557114652886,5.387281426884959,2.203321275246471,Iris-virginica
+75,5.720548887469615,2.9368758397466848,3.8695245016469983,1.4284429705848296,Iris-versicolor
+76,5.129815238917958,3.4294984486402553,1.5112487819401534,0.08671011222144276,Iris-setosa
+77,5.963599459882612,3.084473622061931,3.961806715400862,1.289871197789672,Iris-versicolor
+78,4.956900354424347,2.639689579131519,4.057346811978465,1.432873106848024,Iris-versicolor
+79,6.257581368383737,2.8687768365235176,3.979166922955078,1.6562217475157923,Iris-versicolor
+80,6.2299033775451775,2.817375059507739,5.6714470195748286,2.219200569050647,Iris-virginica
+81,6.033683746733174,3.174698438804178,4.8008327464731995,1.374655971379727,Iris-versicolor
+82,6.536300792218445,2.2115494943481315,4.667282811288128,1.7173747464526299,Iris-versicolor
+83,4.598977838650919,3.121011033010739,1.5315571439573195,0.21290434523765617,Iris-setosa
+84,6.740682499261493,2.9679169813970274,4.328358784385507,1.2228660333479993,Iris-versicolor
+85,6.459372460439755,2.4732192850366634,4.528665619138619,1.7320498281429844,Iris-virginica
+86,5.226028446750901,2.8507512235183623,3.746766328270291,1.2472115583527388,Iris-versicolor
+87,5.741436219997652,2.5560210681792612,5.489538002447369,2.1488619806946296,Iris-virginica
+88,4.513404894110493,3.401579458133213,1.5108417859934296,0.20545384947206602,Iris-setosa
+89,6.121242244110306,2.6191980979390013,5.181678847712803,1.7660305519085062,Iris-versicolor
+90,5.562155627143628,2.438180627792594,5.582389691983046,2.0707266371533084,Iris-virginica
+91,6.351505588338055,3.2305900920303623,4.823334062513294,1.949179241907409,Iris-virginica
+92,5.771974277641981,2.6156991375335537,4.196560958410649,1.4114517727770186,Iris-versicolor
+93,4.874750457142546,3.732482922249962,1.8523669011682802,0.29315738958458454,Iris-setosa
+94,6.479221233087731,3.2960107759578143,5.780055084413932,2.2240680949693106,Iris-virginica
+95,4.994681038963625,3.2438762486938812,1.1832772237314533,0.27116308536096007,Iris-setosa
+96,6.598950072012365,3.4357417126403234,5.783724442063458,2.4356165111281802,Iris-virginica
+97,4.9888090022079465,2.6765349751868834,3.7438090500613614,1.093808821530675,Iris-versicolor
+98,5.151639078467985,3.6012890757338503,1.6855641380082103,0.4475035057811473,Iris-setosa
+99,5.126491947331523,3.0777118177810143,1.2891852342200414,1.1879739850947477,Iris-setosa
+100,6.913531533743865,2.949196794891599,4.398428067043357,1.3081902505608802,Iris-versicolor
+101,4.890192881631164,3.3496684629823887,1.1639599666230307,0.35242614077375845,Iris-setosa
+102,4.623021080541463,3.4940547532964215,1.1911036907189276,0.10472662406968539,Iris-setosa
+103,5.996029455854669,2.728460954615662,4.202187416233091,1.1437810955069547,Iris-versicolor
+104,5.713927865243809,2.7486053589263175,4.228383438669905,1.1050191756838448,Iris-versicolor
+105,6.37879019386315,3.181653211123052,4.737711741394809,1.735451767073247,Iris-virginica
+106,6.3164752429393145,3.0632004607844383,5.793314127791003,2.5438067309079164,Iris-virginica
+107,6.438351079843909,2.8436639260549232,4.008019929591958,1.6808589356187882,Iris-versicolor
+108,4.88209990871964,3.1406145048162513,1.4251514083144188,0.1488088957746158,Iris-setosa
+109,5.208755525897653,3.4571093042266647,1.4546320437831597,0.22433998313939915,Iris-setosa
+110,4.999480529024523,3.496787927256662,1.3087677187013351,0.15144792259939335,Iris-setosa
+111,7.50299613004809,2.9244337214500007,6.562106499484569,1.9133736771146785,Iris-virginica
+112,5.252825966870843,3.9924366623094834,1.6204573463456327,0.16837365503044568,Iris-setosa
+113,5.874915490252473,2.3028382502686826,5.481769412788966,1.755517057997779,Iris-virginica
+114,7.353974742742932,3.090986441602963,5.939877269507393,2.142166256882777,Iris-virginica
+115,6.941921644193316,2.9364017356597687,4.682900845840512,1.523361619800829,Iris-versicolor
+116,5.689616175364568,2.939189503030658,3.810030837813903,1.454862084468721,Iris-versicolor
+117,5.109203044249831,2.2540211255583795,2.65272889478942,1.0106268308209725,Iris-versicolor
+118,5.079843058612807,2.991252899132573,1.2088226898469308,0.022314232770259346,Iris-setosa
+119,5.489879593504097,3.5137808754483406,1.4229811002646793,0.18739780874450118,Iris-setosa
diff --git a/iris/tvae/0/3/test.csv b/iris/tvae/0/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/3/train.csv b/iris/tvae/0/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/3/val.csv b/iris/tvae/0/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/4/synth.csv b/iris/tvae/0/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..829ba0fcc241818b01ef41ed1c63d0633eeb9d97
--- /dev/null
+++ b/iris/tvae/0/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.207078899495881,2.757083351681627,3.97393113830762,1.093416340677749,Iris-versicolor
+1,6.560659416657176,3.47982666819838,5.588791203292301,2.539410316288202,Iris-virginica
+2,6.084062682164399,3.172506282702516,4.9867911669829414,1.9326262959667568,Iris-virginica
+3,6.525008388461226,3.1584770038209213,5.790512758658412,2.148671963899846,Iris-virginica
+4,4.969987430132071,3.3196273193225294,1.6386170764157684,0.20348312548536177,Iris-setosa
+5,5.910857603886508,3.2601014915438915,4.524193595070231,2.1124840424057525,Iris-virginica
+6,6.511442547567312,3.171969882799982,5.403787437727688,2.0796129677328477,Iris-virginica
+7,6.617002006720254,3.1711759909170816,5.268311921643769,1.9092174930265098,Iris-virginica
+8,7.55815897654155,3.7988814900078403,5.813487869286195,2.0524062824934926,Iris-virginica
+9,4.881972822801731,2.9952791704653343,1.3852654540720801,1.7222194262959587,Iris-versicolor
+10,5.449888187406623,3.776391675138357,1.5002833166847633,0.15749945850398472,Iris-setosa
+11,5.396496422784077,3.3074298289911983,1.7156135467476823,0.23548525981196722,Iris-setosa
+12,5.607113930318604,3.387219914579654,1.5403714062283758,0.345850184072133,Iris-setosa
+13,6.393830120839653,2.6710924018403306,5.032072224800518,1.9461434968247082,Iris-virginica
+14,6.0712482233164655,3.5337752302722576,5.417742796422678,2.330495377882597,Iris-virginica
+15,6.654736923776934,3.187856513223276,5.489635732499436,2.3196785844359944,Iris-virginica
+16,6.13749631558254,2.8106625118332964,4.881066820156787,1.764180877206386,Iris-virginica
+17,5.994669392839838,3.0199858625919074,4.396701137286977,1.5459334839383942,Iris-versicolor
+18,7.266968334923607,3.0981659605225964,6.398238196457524,2.2835828292428504,Iris-virginica
+19,6.225786752849843,3.1939712976320935,5.001195033302422,1.9325254682646404,Iris-virginica
+20,6.563095975892209,2.6483482801181633,5.06914484692121,1.698691466906836,Iris-virginica
+21,5.080452904968117,3.362058671831324,1.4687037647440973,0.28227923323744325,Iris-setosa
+22,5.007538725087229,3.306902719766074,1.5771097146144075,0.185598973173999,Iris-setosa
+23,4.481356262561862,3.0666598234370683,1.461909668228611,0.016194695848220753,Iris-setosa
+24,6.783351535339837,3.2437299039969734,5.33488674524384,2.108142773673074,Iris-virginica
+25,6.3605112917160005,2.523927748433586,5.348846212938426,1.8686074597174833,Iris-virginica
+26,5.980265452040714,3.032568596303745,4.391692219549267,1.3019794782838343,Iris-versicolor
+27,4.822073525175582,3.29544147512126,1.502508156921235,-0.030764005826387775,Iris-setosa
+28,5.784437534309001,2.9415986429939855,4.064501584452326,1.0848647068222634,Iris-versicolor
+29,5.292442479273145,2.9043203332658263,4.129066278626333,1.1200550940293525,Iris-versicolor
+30,6.983935383776114,2.998458405321051,6.076454057099124,2.0954677172907945,Iris-virginica
+31,5.3616683662092735,2.5502268613072157,3.3959731732287013,0.8019796678512195,Iris-versicolor
+32,5.093744316559997,3.200138727519615,1.4215215849572593,0.22747677742377095,Iris-setosa
+33,5.833719429049132,2.939545086331791,5.483387328882415,1.990306495750596,Iris-virginica
+34,6.092877476573605,3.3545032376654857,4.6478932760698335,1.6528315407509993,Iris-versicolor
+35,6.51446167576961,3.2186777311436052,5.263231863907598,2.238856617372222,Iris-virginica
+36,8.322939713372591,3.3701855794198177,6.9425635528712935,2.0511293585279207,Iris-virginica
+37,5.925441846027964,2.7284834854893116,3.820683621261654,1.4003895085243427,Iris-versicolor
+38,4.963459260522067,3.2077166250037714,1.4566327243881478,0.22331213147816648,Iris-setosa
+39,5.275979653813121,3.914634653277859,1.6317360065436324,0.262595636555588,Iris-setosa
+40,6.211143381016112,2.5529439999948234,5.435924138439591,1.9047174921566405,Iris-virginica
+41,6.654248445980543,3.288029020769988,4.990290652888249,2.23697057701134,Iris-virginica
+42,5.808230576077972,3.068518024361404,4.422053691587438,1.729291378554336,Iris-versicolor
+43,6.57242064976001,2.5526405731066624,5.096147467854474,1.5970116950728446,Iris-versicolor
+44,5.397439499020558,2.7285661264753722,4.022933104164934,1.317199188758173,Iris-versicolor
+45,5.40853822294405,3.8533089834452303,1.5046698082044132,0.21386651957648972,Iris-setosa
+46,6.330751914580249,3.2221841218574587,5.309435719242098,1.5952761775563082,Iris-versicolor
+47,5.109099366393883,3.3678001072599524,1.4934439308227165,0.2598428069690115,Iris-setosa
+48,6.7102370810586125,2.8932588579356118,3.7972833131177337,1.5418460757729304,Iris-versicolor
+49,4.755535004639735,2.8413315354266997,1.6899269380563613,0.02578404210016999,Iris-setosa
+50,5.944012681104832,2.530184760112811,4.2669975307455,1.0892843272235186,Iris-versicolor
+51,5.988811593780093,2.254962552916993,5.308890521601067,1.438976359727774,Iris-virginica
+52,7.508445036397692,2.900158656467503,6.73149356717784,2.2858478800338915,Iris-virginica
+53,4.691533051357271,3.2569859340177487,1.5157314206821866,0.2502280624830452,Iris-setosa
+54,6.1149621681225295,3.4082616131414034,5.276737897049867,1.8005816723054044,Iris-versicolor
+55,5.951991021828491,2.7103801971496093,4.116811035596689,1.378874429042196,Iris-versicolor
+56,6.0427052107192765,3.2740816485251534,4.799658165543712,1.5431280991793805,Iris-versicolor
+57,7.030606690608099,3.110421628302459,6.133505412907411,2.310090067830531,Iris-virginica
+58,5.074412733007879,2.792763023739653,4.48990063566443,0.15185358510017472,Iris-versicolor
+59,4.7974430330970765,2.769443712571133,1.4308366274947915,0.15990692231534087,Iris-setosa
+60,5.546442054584123,3.5265171422682937,1.6706950272266496,0.3827238078714789,Iris-setosa
+61,6.899280599880922,2.8998483152549825,5.167513278838782,2.200358382311813,Iris-virginica
+62,5.47687541373863,2.4948736028813108,3.9628654384222264,1.3744914872842482,Iris-versicolor
+63,6.163753406493208,2.9726678686093924,4.975718604312188,1.1822417686916111,Iris-versicolor
+64,5.845749694016585,3.7679996582656416,1.7127151086787251,0.32477438551974686,Iris-setosa
+65,7.689524339762538,2.6838004044790433,7.038547644754151,2.047076572366884,Iris-virginica
+66,5.257117231239733,3.2853877399800355,1.6859194187672895,0.32143863174251125,Iris-setosa
+67,6.328545958497599,2.930572698476305,5.509301612126566,1.6348971363182352,Iris-virginica
+68,5.135903650949904,3.6407849514481367,1.6290364409126326,0.18609170552891488,Iris-setosa
+69,7.139966955515779,2.7982264064972013,4.203873565017721,1.3208505728590663,Iris-versicolor
+70,5.365144008582995,3.4444191831178093,1.599999419168422,0.6795949996565172,Iris-setosa
+71,6.479938780236388,3.308785184639837,5.653253338323862,2.1778860983787736,Iris-virginica
+72,4.830620845055617,3.3006567739927757,1.675482736309788,0.18316963748405352,Iris-setosa
+73,4.880317067100873,2.619400497313348,3.7035877295615904,1.2912992716761569,Iris-versicolor
+74,5.287175252201356,3.2749440225898363,5.111272861614407,2.0811749455097592,Iris-virginica
+75,6.111336384569174,3.2381728682144053,4.724380024365718,1.566623155638375,Iris-versicolor
+76,5.030374306642701,3.8538683111395717,1.479634265036681,0.12564211618958634,Iris-setosa
+77,4.97224948187971,3.4021042480406676,1.3464871032809862,0.17788287174346057,Iris-setosa
+78,6.874650534917532,2.967010079440628,5.254079361951403,1.4962223570347515,Iris-versicolor
+79,5.099955351524392,3.227601014910184,1.5144213558076578,0.30106111888152626,Iris-setosa
+80,6.239293254673123,3.088988228190832,4.936089612459956,1.6827895034916516,Iris-versicolor
+81,6.062790375236374,2.5507846194347046,5.686660056648565,1.6606861779511928,Iris-virginica
+82,4.822701367596005,3.575747841875438,1.575349253848977,0.19078137607806717,Iris-setosa
+83,5.470615662204915,3.8325906532476073,1.8147086965969434,0.3112935890753556,Iris-setosa
+84,6.080008413884504,3.142958364362814,4.618137296241204,1.55931761782988,Iris-versicolor
+85,7.56579736297363,2.9029989782167416,5.97856396860324,2.3842303256714255,Iris-virginica
+86,5.5717566800534115,2.956857881789097,4.396653213862702,1.553059278237269,Iris-versicolor
+87,6.663664287869326,3.5821865451433306,6.232238795698353,2.553406236892535,Iris-virginica
+88,6.663748942183003,3.080433365062076,4.720485520520591,1.407548864694936,Iris-versicolor
+89,5.358372469442341,2.9148821988480615,3.852313886329892,1.3097056945675176,Iris-versicolor
+90,5.389005447437519,3.778020246057797,1.9135883353983187,0.548044695272373,Iris-setosa
+91,4.986350072663322,3.2027735900444543,1.5404467053554345,0.13451531638761308,Iris-setosa
+92,5.0848934172450155,2.476317782864311,2.951013852283714,1.1599702197866484,Iris-versicolor
+93,5.656103134168667,2.3428441862952427,4.071564647614894,1.010320888414734,Iris-versicolor
+94,6.760286007799531,2.7198759282968963,4.503107400409118,1.4271136403967177,Iris-versicolor
+95,6.780205879240065,3.014411240956033,4.731113318073895,1.8308150339306253,Iris-versicolor
+96,5.061919516595583,3.802676715866097,1.4475888883304937,0.27658289747379416,Iris-setosa
+97,6.138667240465303,2.4990769003466533,5.089775740666301,1.9636513358393586,Iris-virginica
+98,6.087742545995341,2.899132034170667,5.186778096057941,1.5481681335199162,Iris-virginica
+99,4.957880093491299,3.2617069418381717,1.7382194731190528,0.21928155460167265,Iris-setosa
+100,5.066514506637701,3.209759716989387,1.2370951705006652,0.08957018607503323,Iris-setosa
+101,5.210244962588595,3.454949697564965,1.4331412157330385,0.315013349506664,Iris-setosa
+102,6.271700824509174,3.047011607655955,4.5891679948740025,1.7382183395274173,Iris-versicolor
+103,4.521012717163346,3.0070248525635517,1.5072394356584984,0.35267816765552684,Iris-setosa
+104,4.638520634498525,2.867867320090936,1.2569972837783496,0.1766334357907708,Iris-setosa
+105,6.6918334603479765,3.438369753554077,5.539084192551884,2.3556112557901803,Iris-virginica
+106,5.12185515766783,3.5521136763701837,1.6789730331478985,0.30657449925253194,Iris-setosa
+107,5.353612738837913,2.3633224429140394,4.001798935164316,1.2125875208030794,Iris-versicolor
+108,5.248365115805527,3.175346834619457,1.4291980761222367,0.3248694047211342,Iris-setosa
+109,5.130772334799542,3.568052403617924,1.5021177925481495,0.2864320112755806,Iris-setosa
+110,5.443036147987898,3.4704851930859104,1.5078795877203823,0.3800975093655866,Iris-setosa
+111,5.818022483427113,2.8606758032632156,5.335910432536085,1.9394178428118352,Iris-virginica
+112,6.020819287087656,2.570644170466443,4.5389687602140985,1.6645102120767867,Iris-versicolor
+113,6.456301228847059,3.099589602783801,5.208346453919536,1.7324030363236798,Iris-virginica
+114,5.782189087724798,2.912356116015789,4.566114452448736,1.5498596700306773,Iris-versicolor
+115,6.876442753447352,2.9431047429494637,4.333424994522053,1.2715474542082816,Iris-versicolor
+116,5.937759017723193,4.117757107076068,1.637571636858743,0.309134444209861,Iris-setosa
+117,4.5945443750127986,2.9054604886686834,1.3119871309870696,0.27270990300538567,Iris-setosa
+118,6.6189348307025195,2.7548278045150085,4.999271132717874,1.6797257974690554,Iris-versicolor
+119,7.035265682898325,2.978850039548746,4.987013204818144,2.003149445160508,Iris-virginica
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..9cf4f34168490a42f58d669d129d03fbe7b66399
--- /dev/null
+++ b/iris/tvae/0/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.114644406582618,3.3991729072863626,1.41939974371581,0.2548415995954548,Iris-setosa
+1,6.638767594819236,2.8187894290291515,5.223716729292471,1.9013184158599834,Iris-virginica
+2,7.076177824451709,3.1152435557466744,5.335690794135351,2.006224355193697,Iris-virginica
+3,6.099716992388122,2.4095895369107225,4.972643875471886,1.7815236954898246,Iris-virginica
+4,6.374981643927854,3.029904459073041,4.708752006061523,1.6164728591792994,Iris-versicolor
+5,7.886096961638449,2.8847333937306425,6.306473499445022,2.5878139095872434,Iris-virginica
+6,4.895977342890516,3.1641888411591865,1.1955997285964006,1.4389381892275255,Iris-versicolor
+7,6.269516793391772,2.9209245034895828,5.125346183199618,1.9082569986898792,Iris-virginica
+8,4.874064784106481,3.2183107351204785,1.4349332800859649,0.19889585372415375,Iris-setosa
+9,6.156415164118503,3.303000206031254,5.148481270501015,1.955429187685132,Iris-virginica
+10,5.049546548348214,3.500970934972572,1.5245865738590987,0.3972728035148354,Iris-setosa
+11,5.455442565499782,2.1693778828471224,3.956781077979369,0.8421548692843969,Iris-versicolor
+12,5.609345059545857,3.9369949631889285,1.6722650748882286,0.5392245602114649,Iris-setosa
+13,6.018940146384225,2.4777017284065748,4.236973800619802,1.0224104021604967,Iris-versicolor
+14,5.86904899492515,3.1928338100720817,4.835932264581731,1.7087527493690726,Iris-versicolor
+15,6.3562740607668005,3.3046080824409185,5.543403988076955,2.1825821881204512,Iris-virginica
+16,5.77036245396124,3.0705035331214,5.299724855778926,2.002866952956693,Iris-virginica
+17,6.699458032643216,3.237971582604693,5.185009873474325,1.9567252261344688,Iris-versicolor
+18,4.945229279867334,3.4842619882873973,1.3056007639672025,0.20225422564571882,Iris-setosa
+19,6.522521324757539,3.301189237135513,4.758025039793826,1.4227643167456634,Iris-versicolor
+20,7.416341862429993,3.489524300715293,6.943275594289776,2.266872731154489,Iris-virginica
+21,6.095703713384142,3.4046002490607457,5.006475701847868,2.168421365150488,Iris-virginica
+22,4.615991841427207,3.3924309537521387,1.560833083091448,0.21823190991050956,Iris-setosa
+23,5.97763738780466,3.071145731570353,4.420269100562223,1.6350481719664816,Iris-versicolor
+24,5.2672923774397065,3.304949503028201,1.4820684092261611,0.5255347224048023,Iris-setosa
+25,6.691237175718334,2.6987284413339325,5.340698925660241,1.9350382813314688,Iris-virginica
+26,5.93038871897895,3.090207477209729,4.7512355296812485,1.5472250607939786,Iris-versicolor
+27,6.3843050577742355,2.7019423033455823,5.2006645266354905,1.5044252209975844,Iris-versicolor
+28,6.585007479231925,2.9520369237871815,4.415780807481942,1.175244191473166,Iris-versicolor
+29,4.879856653142342,3.317335062994249,1.5543874738630326,0.22091161236776743,Iris-setosa
+30,6.7785551913877535,3.1741810305802116,4.65660132468063,1.681327087007991,Iris-versicolor
+31,4.924978700167514,3.2625979063238293,1.5276303813471135,1.1945813564102785,Iris-setosa
+32,5.51344517948,2.1269649419460905,4.921076619243409,2.0454836965994483,Iris-virginica
+33,4.873911774746912,3.056043603457836,1.2761511544052764,0.20418038866579694,Iris-setosa
+34,6.589870071127119,3.125492892108906,4.961106008272778,1.3477858135445677,Iris-versicolor
+35,5.663091549816865,2.8254737845265345,5.14901565631321,2.1340548584919525,Iris-virginica
+36,5.204029579297563,3.5929204043603717,1.6566951004285797,0.5470018105863012,Iris-setosa
+37,5.820623528805988,2.0808623637812254,3.2013466767834924,0.9444079315107219,Iris-versicolor
+38,5.877097991151203,3.0282163640017146,4.94731041658138,1.5866995585074277,Iris-versicolor
+39,7.152954377838627,3.534060020148424,5.738854433569491,2.559099297423308,Iris-virginica
+40,5.459279676611775,2.64220157276438,4.236043086038458,1.229070923109128,Iris-versicolor
+41,6.001833648092462,2.2710799615924135,4.574477021566638,1.6107300812747416,Iris-virginica
+42,5.456851805563208,2.994320668342924,4.4976578505390385,1.4625735297313933,Iris-versicolor
+43,7.8253293819163385,3.3969744488025038,6.983368420302781,2.0458925405087593,Iris-virginica
+44,6.457636324336193,3.1077714099589016,4.436204180787798,1.7793273165219907,Iris-versicolor
+45,5.376640870125678,2.958546540057063,4.635358928460126,1.2459597414901982,Iris-versicolor
+46,5.052494803847879,3.0434188190263898,1.2823858523061635,1.3074327022231942,Iris-setosa
+47,4.976967286537757,3.2952212667488943,1.4691447516671592,0.1014331461499201,Iris-setosa
+48,5.257698404014417,3.783775729419293,1.0766546705885167,0.3207886971755873,Iris-setosa
+49,6.5314183931806165,2.485574121855666,5.529472154657272,1.8121130792311353,Iris-virginica
+50,5.120022500161029,3.2013708754479824,1.323918239371467,0.08065405235615933,Iris-setosa
+51,4.187182282387917,2.8106935293979958,1.201167807057693,0.12345994129792975,Iris-setosa
+52,5.506991006071785,3.2305233056119946,4.279607416275762,1.2327027197888871,Iris-versicolor
+53,5.666798950227658,2.429564295993461,3.5863523071130903,1.0052002318106787,Iris-versicolor
+54,6.203516096225672,2.98687647453696,5.453908295594454,1.9039787610859529,Iris-virginica
+55,5.317101768077508,3.5714438307178495,1.3790518074544813,0.1898628067446102,Iris-setosa
+56,4.986716051113005,3.2273206120438305,1.5288227520635054,0.30324576443530127,Iris-setosa
+57,7.064534011417273,3.0845614521289844,5.434728156590212,2.3716234795583384,Iris-virginica
+58,6.581971421586661,3.316566996441027,5.232772291205554,2.0737134044430827,Iris-virginica
+59,5.529738646339234,2.7288395799365923,3.6433389605024926,1.0788088375925087,Iris-versicolor
+60,5.099534061200807,4.060065536063185,1.6347444224968837,0.42684885522019045,Iris-setosa
+61,5.6898215845984685,2.6403156942711146,5.916599276394879,1.7580067340446384,Iris-virginica
+62,5.124486934659838,3.4457804733843718,1.539662749043251,0.2599537367797095,Iris-setosa
+63,5.167237596824895,2.6815960439538453,4.166634322108527,1.476569045761821,Iris-versicolor
+64,6.44967384088889,3.226040000631369,5.26682193967291,2.2688068197744364,Iris-virginica
+65,6.444191632300938,3.1228117151944743,5.486842216648197,1.880120462903622,Iris-virginica
+66,5.285710217633955,3.435316512605257,1.6539217111159363,0.28468365144501245,Iris-setosa
+67,6.330462379965556,2.8806245803114408,4.603617642382193,1.866923196802749,Iris-virginica
+68,3.969301910772786,2.9125039907020374,1.2151012086011481,0.2953092601314827,Iris-setosa
+69,5.2451104554990655,3.3039872723717005,1.8362098939774103,0.4158878178335155,Iris-setosa
+70,5.763102378540815,2.825765469687398,4.297870234833024,1.06963399940711,Iris-versicolor
+71,5.336361711500747,3.5677982158398467,1.4532318736320653,0.1816899359637883,Iris-setosa
+72,5.237177141223099,3.307116671724178,1.478285746277086,0.2239788788084579,Iris-setosa
+73,6.557907557987165,3.041401666254775,5.607963191185187,1.8619782351798002,Iris-virginica
+74,5.799008951823041,2.3491845198768786,5.299194652065562,1.5952165288369837,Iris-virginica
+75,5.335932145698538,4.111032042327966,1.7497538833188868,0.5565638781323172,Iris-setosa
+76,5.237858220297673,3.46792221780956,1.7631221028989852,0.2026831283678761,Iris-setosa
+77,5.4593441040351705,2.8457822910920907,4.337645684896132,1.4861278465791599,Iris-versicolor
+78,5.2261621919692605,3.750164306635604,1.4529890776259011,0.18845080434987915,Iris-setosa
+79,5.867163474537349,3.1706357168255384,4.499390689991377,1.3929956936364214,Iris-versicolor
+80,5.482501775400852,3.325210358146904,5.002105079643854,1.8991918846350222,Iris-virginica
+81,5.35830090708982,3.5327991215472183,1.5332292546845923,0.18415767447553805,Iris-setosa
+82,5.605272911493134,2.5764826481962744,4.0706237507644785,1.3413399040588887,Iris-versicolor
+83,7.561591392607711,2.868854250662678,6.057925358130618,2.412428044832397,Iris-virginica
+84,5.3831202808461915,2.7141686035841244,2.755668557124476,1.3589481925828155,Iris-versicolor
+85,7.490775438156234,3.2813485136304377,6.108567962099155,2.1981156296908586,Iris-virginica
+86,6.176283600098133,2.9671538798161166,5.349257477326471,1.6487790852220001,Iris-virginica
+87,6.442193305877435,3.202815387641799,4.814761850706279,1.538970117027781,Iris-versicolor
+88,5.970563171639302,2.4906984753621906,4.919338656247739,1.7111750631084686,Iris-virginica
+89,4.993781243963792,3.963787751055829,1.311048141885451,0.22896991223336535,Iris-setosa
+90,6.590941023826522,3.2965806206858903,5.902767493532853,2.630703093019884,Iris-virginica
+91,5.660381541907261,2.5143715492113943,3.9673096336737608,1.0460504504152195,Iris-versicolor
+92,4.557447946671853,3.285542112401807,1.3946384320453633,0.3127842646076525,Iris-setosa
+93,6.383016976205951,3.1769328403851875,5.991824704053848,2.2527507246719134,Iris-virginica
+94,6.8249981124324615,3.065061266609238,5.7568902457974716,2.2378487537133043,Iris-virginica
+95,4.805571563613702,3.031149915887344,1.4892929423938555,0.0822086761900758,Iris-setosa
+96,7.977300929271225,3.746809234585079,6.766220203173572,2.1508536542253336,Iris-virginica
+97,4.96611658574085,3.4171835808140445,1.4639669827828725,0.17531053051143236,Iris-setosa
+98,4.9270329040107885,3.0494692580595237,1.2806241816091697,1.2051848767049635,Iris-setosa
+99,4.962984655005103,3.5624257421885352,1.4755370218190174,0.2693767333635621,Iris-setosa
+100,4.566674001804838,2.8246575286778066,1.4084252278899874,0.18593109699061017,Iris-setosa
+101,6.3895341953183875,2.5659567576416054,4.697973902731007,1.4896283568545523,Iris-versicolor
+102,4.829915768542269,3.6079516811230494,1.6050135455450694,0.3065255051225595,Iris-setosa
+103,6.68040972917744,3.0493095562108015,4.953495301131335,1.8452047125163227,Iris-virginica
+104,6.442240337428789,3.224392886101667,5.1816004974274215,2.2760003762385335,Iris-virginica
+105,7.24008750213974,2.9671383486974556,5.432895000709588,2.101845074667122,Iris-virginica
+106,6.382022163539527,2.273732186627422,4.665219733387937,1.7241522385028702,Iris-virginica
+107,6.385042936884223,2.4780358620512626,4.183806411700426,0.8503162883179384,Iris-versicolor
+108,6.163738638964913,3.331702955935418,5.240351237919269,2.225242842602021,Iris-virginica
+109,6.55467291896542,3.496653078502392,5.946414656912361,2.4396061197144006,Iris-virginica
+110,6.2416782780251605,4.0792658107855235,1.434544731907802,0.4049339499337602,Iris-setosa
+111,6.09193549447873,2.3428234548433733,5.278241760998207,1.339809108207407,Iris-versicolor
+112,5.096679526002435,2.9817822631005737,1.656062079358175,0.2872847115181954,Iris-setosa
+113,5.681153064266235,4.359461406347322,1.722739467611355,0.3427095976224853,Iris-setosa
+114,4.33612383725591,3.086904368043589,1.3094999354397368,0.23839784247722717,Iris-setosa
+115,5.023068872479021,3.462267327131141,1.640555608844166,0.4703783996496068,Iris-setosa
+116,6.345219913546774,3.118652643768005,5.424996440387703,2.117234762536234,Iris-virginica
+117,6.95755868584906,3.172421086637207,5.297222510876984,2.457091759690165,Iris-virginica
+118,4.984839630344988,2.6014943485157196,3.9197120277439477,1.0680729934733113,Iris-versicolor
+119,6.44155957491699,3.1187831294006103,5.077459906088196,2.131286138315218,Iris-virginica
diff --git a/iris/tvae/0/5/test.csv b/iris/tvae/0/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/5/train.csv b/iris/tvae/0/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tvae/0/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tvae/0/5/val.csv b/iris/tvae/0/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tvae/0/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/0/6/synth.csv b/iris/tvae/0/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d3c6cf3bece5f0d452bf7c5d504ab13b9fd0cb6d
--- /dev/null
+++ b/iris/tvae/0/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.326639065351643,2.8545784620236874,5.1945321898108885,2.0318911473106906,Iris-virginica
+1,5.59892331579046,4.048638575594225,1.6795240568165033,0.4231601690457585,Iris-setosa
+2,5.015035951816331,3.1969196941130895,1.4597568280723248,0.34206993848150163,Iris-setosa
+3,5.125515808226949,3.640836734510046,1.677493847974028,0.3977494879286469,Iris-setosa
+4,5.675781970402557,3.1394671835199857,4.987498721416344,1.3813512116671043,Iris-virginica
+5,5.5044980871128475,4.206260542336739,1.5508032337363853,0.3083730733671064,Iris-setosa
+6,5.195208295464605,3.8914717805689225,1.6277604248940498,0.351441465159704,Iris-setosa
+7,6.031616306090222,3.0336113892566545,4.806677728808519,2.049754587236743,Iris-virginica
+8,6.853854829070279,3.3748614879931793,5.8769335669237694,2.5842695471893644,Iris-virginica
+9,4.8387055095547815,3.37054421216986,1.463724529423731,0.1793576177537815,Iris-setosa
+10,4.617843745172539,2.491676558543049,1.2587195656185113,0.17842567496283124,Iris-setosa
+11,6.592311040594037,3.0301345250197786,5.30135865952566,2.1699469764760795,Iris-virginica
+12,5.062213531196107,3.2994389647588296,1.843257691676513,1.5924105060830516,Iris-setosa
+13,6.5350871728988835,2.5002771509206285,5.054022351262016,1.686688348127336,Iris-virginica
+14,5.703752469769906,3.7675083791686137,1.4692097967233304,0.2515000297883239,Iris-setosa
+15,6.4662519276553265,3.2866344270578174,5.713128075064077,2.482767943065867,Iris-virginica
+16,4.872728099475881,3.0309768287929226,4.9457620836606635,1.6485136941324097,Iris-versicolor
+17,5.141691973881685,3.4202334233663976,1.810355576718349,0.4089047635911217,Iris-setosa
+18,6.937548955470757,3.232980527943314,5.822148657461431,2.0645182302030127,Iris-virginica
+19,4.721224572648923,3.0252395089711865,1.5373736652102616,0.15601196819505705,Iris-setosa
+20,6.559002018795727,3.258751544355503,5.582741847528225,2.0475923926670117,Iris-virginica
+21,5.682601648218272,2.6812436323499074,3.352989320799427,1.215966641840731,Iris-versicolor
+22,5.127468913902162,2.6422786034631454,4.264372514613534,1.4209099782169625,Iris-versicolor
+23,5.172392998712364,3.606948460555903,1.372086271478939,0.2328423417665904,Iris-setosa
+24,5.541994988708701,2.486699008832682,4.4240526683360875,1.2678924681387873,Iris-versicolor
+25,4.740613860302047,3.6387318385719727,1.7916016225237286,0.23391668607803068,Iris-setosa
+26,6.910869129665065,2.9876867574779737,4.790373174021635,1.7306678117056702,Iris-versicolor
+27,6.4468440139081284,3.151126106280994,4.926422651191194,1.456789045061776,Iris-versicolor
+28,6.163892875215663,3.263164238554432,4.661207927352428,1.6385977771213103,Iris-versicolor
+29,5.820522163404243,2.9588922167927993,4.374364597486891,1.557074638869468,Iris-versicolor
+30,6.100195881639762,3.2993305810164926,5.535045979804106,2.178616645739871,Iris-virginica
+31,6.24073297214033,3.0930398662493506,5.07491001000022,1.2274106401417062,Iris-versicolor
+32,5.281815646028509,3.5488695387593343,1.7262899179020676,0.3593490861780214,Iris-setosa
+33,5.254589019875125,3.603789408882654,1.600245208247004,0.269174787564074,Iris-setosa
+34,5.608772473756597,3.0102719297461755,4.618511028439898,1.4390502064432704,Iris-versicolor
+35,5.622478621417819,2.6013798743772485,4.204857522608698,1.1720123179949935,Iris-versicolor
+36,5.149618004457052,2.8047375468997404,3.4063053832293884,1.1188401842897098,Iris-versicolor
+37,4.821891754085049,3.3497397935162625,1.6182366443852776,0.21111643163058325,Iris-setosa
+38,4.817687504852562,3.1991701080300814,1.4349067481732949,0.02866428265351814,Iris-setosa
+39,6.580872808998269,2.913830710882166,4.761114417361736,1.622495233000086,Iris-versicolor
+40,5.076742489708219,3.2169418789489317,1.4098702708621167,1.4100185663345888,Iris-setosa
+41,5.710822738796432,2.548527494774577,4.045932933560963,1.1931110850818762,Iris-versicolor
+42,5.2648917800420945,3.4993130817715383,1.6272855784976614,0.6599524658225864,Iris-setosa
+43,6.4976878196904035,2.6633711224683303,5.236542431593936,1.517151656195985,Iris-virginica
+44,6.547407882855882,3.115762027234904,5.0135961524198525,1.2878829270096495,Iris-versicolor
+45,5.869596400542757,3.153042429401072,4.322600256068255,1.5483587609225433,Iris-versicolor
+46,4.867062654534986,2.8753286488312466,0.9915066048089503,0.25290262863236607,Iris-setosa
+47,4.475859248801867,3.259139808156867,1.626853037366473,0.10263200208112394,Iris-setosa
+48,4.717307403384946,3.179381922446731,1.5748897091788692,0.11041883618700174,Iris-setosa
+49,6.448019205818922,3.0941390548619583,5.659850640078991,2.2087582153114935,Iris-virginica
+50,6.281783329295345,2.1672587494451223,5.229109227997611,1.591002010030165,Iris-virginica
+51,5.145841676923247,3.336444924632472,1.4026688900040187,0.1092379780895198,Iris-setosa
+52,5.9958488876751375,2.917358152364283,4.32553938110127,1.5268248167429355,Iris-versicolor
+53,5.056944300371619,3.6312529202321486,1.3558577342720506,0.434236998308839,Iris-setosa
+54,6.215500672888732,3.109821733457766,4.600612720371862,1.4786598821632395,Iris-versicolor
+55,5.49149044687385,3.277303235959262,1.6440789115430026,0.39061241777043676,Iris-setosa
+56,5.938873240708803,3.0374147835287326,1.164203482886967,1.7291334138578218,Iris-setosa
+57,5.413916905373291,2.57133481045294,4.03168627660399,1.185268047634308,Iris-versicolor
+58,4.900393981691086,3.2086488143697354,1.4509998831753597,0.24842618918332623,Iris-setosa
+59,6.980496191621862,2.5323129302407152,5.276218431499319,1.934096664769366,Iris-virginica
+60,6.58721749151646,3.1917471812423397,5.114073079344109,1.702864450370001,Iris-virginica
+61,5.006383577724931,3.466942260241895,1.7061563497020897,0.3568985035785857,Iris-setosa
+62,4.801052721560089,3.310079642986476,1.63627304361184,0.31247358951782256,Iris-setosa
+63,6.194860393753653,3.0499089274956894,4.860551068061049,1.3436914613234507,Iris-versicolor
+64,7.673161349429993,2.5947728470306948,5.88944736071305,1.7405156931494232,Iris-virginica
+65,6.27030146029904,3.101898689273837,5.104594301938711,1.7541211911139005,Iris-virginica
+66,6.4910597936929975,3.074328677111485,4.959778480573036,1.9405075458707763,Iris-versicolor
+67,5.602570711766673,2.919899855551687,4.4510511822264105,1.2755483698650238,Iris-versicolor
+68,6.952829285756038,2.965409923851507,6.250743183582717,2.3109528313856558,Iris-virginica
+69,5.200446047866634,3.6167296050115647,1.2978608570862875,0.11346046470285748,Iris-setosa
+70,5.627912899640056,2.6210571926130273,3.752327586185543,1.1395515720740206,Iris-versicolor
+71,7.3543307289647295,3.831491942989176,6.104288108653029,2.06341424051075,Iris-virginica
+72,5.983218640712042,3.749026143511999,1.6525714740124733,0.2865351549816989,Iris-setosa
+73,7.3871157948383965,2.5958502795839222,5.138193933309216,1.926376376872822,Iris-virginica
+74,5.264520402439873,2.7274766333289326,3.936256336641105,1.2781502440342458,Iris-versicolor
+75,5.86147274405644,2.657098339201748,4.3744761869614,1.1001050143961733,Iris-versicolor
+76,6.9969892627761805,3.0339991106830007,6.30562245694706,2.137235699243212,Iris-virginica
+77,4.318846570460818,2.8416778082426166,1.5090782692327536,0.1355066042017313,Iris-setosa
+78,6.500254806574548,2.676503105212274,5.372308122534593,1.7339379894397138,Iris-virginica
+79,4.94459675678803,3.237479762024024,1.461756913591503,0.11471049804724476,Iris-setosa
+80,6.543991068389781,3.201101631764696,5.335959362411315,2.1032355622397922,Iris-virginica
+81,7.003701173783222,3.11506496588438,4.934542293026682,1.4115831045414697,Iris-versicolor
+82,4.651814063225659,2.2541004560479045,3.6773063218307644,1.4515527539946744,Iris-versicolor
+83,5.369134687298101,3.766134224692542,1.6079464408478303,0.23150650160492903,Iris-setosa
+84,6.177147247263062,2.8932645381531263,4.994418363851819,1.8625028853492827,Iris-virginica
+85,6.588265407652845,2.9233214889719386,4.414573106874629,1.4145124361180634,Iris-versicolor
+86,6.369160884590987,3.106938827159713,4.5990367940981685,1.702488829937944,Iris-virginica
+87,6.216955999723479,3.270031684532702,4.739855276596849,1.891149823320189,Iris-versicolor
+88,4.963080882020542,2.858255144282235,1.039580907668575,0.11483213181596755,Iris-setosa
+89,6.584420441334776,3.529233016962006,6.076354090477227,2.457497080451499,Iris-virginica
+90,5.210501746510423,3.4227225846092457,1.3991802691444626,0.33063407534201905,Iris-setosa
+91,6.277828828561146,3.299406058855893,5.239327425099562,2.1512384016863306,Iris-virginica
+92,4.995090617693105,3.2446861079085108,5.180646221023823,1.5964199857064725,Iris-versicolor
+93,5.895780393623768,3.7115901198799937,1.615614218658057,0.359153689744845,Iris-setosa
+94,5.2364360232430744,2.314901788221759,3.7691480460769995,1.370065264167999,Iris-versicolor
+95,6.857612113550424,2.8806289653974777,6.045814905970979,1.9872412242570259,Iris-virginica
+96,6.010997549323724,2.9231631957351043,4.541856188796025,1.4353809447103036,Iris-versicolor
+97,6.984461326287559,2.936310396858566,4.770917352028397,1.1804240159258335,Iris-versicolor
+98,6.820848504219373,2.7825796552513276,5.151940363223326,1.9295471764947258,Iris-virginica
+99,5.911985992848538,3.014908523085189,4.618055753370368,1.3163963020862977,Iris-versicolor
+100,5.726020164664323,3.0879656769115336,4.798998871831757,1.3641523279450367,Iris-versicolor
+101,5.777719822170887,2.718305372948303,3.6423036688327466,1.3668620971280119,Iris-versicolor
+102,5.916035871147765,2.9062973423064657,4.427239068426517,1.1498593699368072,Iris-versicolor
+103,6.514609088029303,2.866804003668859,4.56305122468181,1.28458709676294,Iris-versicolor
+104,4.958570043525005,2.48526223833922,3.390470057938699,0.9124500925047588,Iris-versicolor
+105,5.21047533928306,3.731018375805676,1.2716546746793178,0.28245644790729,Iris-setosa
+106,6.756289427386539,2.953442139740218,4.368584201938084,1.2649933740197503,Iris-versicolor
+107,4.445672352808154,2.9658321679964823,1.596810378726069,0.2380873601902592,Iris-setosa
+108,5.878620559032859,2.2393830067568357,5.3275610198456915,1.393070059389605,Iris-virginica
+109,4.529315841514435,3.343147979965763,1.3654395243268036,0.22516339215122247,Iris-setosa
+110,5.477384007167252,2.907760859832538,4.3155033383148735,1.2922777639145047,Iris-versicolor
+111,6.843213442716982,2.525973781670869,5.059500528930738,1.8902376042572233,Iris-virginica
+112,4.781975638264889,3.2605432473989686,1.593359324533482,0.24472864888296417,Iris-setosa
+113,5.788017198868897,2.9295958775230697,3.659161868122807,1.6290156933049045,Iris-versicolor
+114,5.122393444408983,3.161187751029396,1.5357396951877795,0.2623336321895145,Iris-setosa
+115,5.066292146606021,3.381609449748348,1.68146739375556,1.8066365698440974,Iris-setosa
+116,6.604556899811577,3.0329351057520686,4.887545840836039,1.5252360625037344,Iris-versicolor
+117,4.83803964944039,3.5716664831720912,1.3824025728968685,0.168757030566001,Iris-setosa
+118,6.882936555037929,3.245402158647102,6.172785350397576,2.229441383871803,Iris-virginica
+119,5.141739027401033,3.376587619230837,1.3572363861637948,0.21767485407001802,Iris-setosa
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..bbf9a2f87d9d68c15987d9a9dc29f8d6c9fd202a
--- /dev/null
+++ b/iris/tvae/0/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.701072701371203,2.461899657396111,3.827797641119618,1.3333177880859501,Iris-versicolor
+1,6.242441273814273,2.8648734106364055,3.9007173438333944,1.5510507774966384,Iris-versicolor
+2,5.260927758130993,3.7420146927384335,1.6638802509093582,0.20100084206055732,Iris-setosa
+3,5.801502100652181,2.672528047288476,4.056353112491579,1.2765482006864446,Iris-versicolor
+4,5.215357049719004,2.9928757714182646,4.770105277689388,1.312123154661683,Iris-versicolor
+5,5.134039836054882,3.868226108896059,1.4379792114630516,0.19047400718136825,Iris-setosa
+6,5.41921461475463,3.590392366837981,1.7208118686384595,0.24943134670534364,Iris-setosa
+7,4.84617287594388,3.4730024003725326,1.3817306916186158,0.27155759676174346,Iris-setosa
+8,6.488716669202663,3.4548917077260994,5.197763586941748,2.104031209412082,Iris-virginica
+9,6.334496878279722,2.411932200523777,4.826821010394254,1.3673192916972723,Iris-virginica
+10,5.289658640566241,3.793601015511102,1.3916232057185454,0.3755967858384368,Iris-setosa
+11,5.124178669185905,3.436956135921561,1.6806693874480252,0.42017248635719356,Iris-setosa
+12,6.203603119203248,2.9384558282281272,4.384978682021836,1.452752584348595,Iris-versicolor
+13,6.110591188453166,3.188880630923962,4.73719132844289,1.723811735268151,Iris-versicolor
+14,6.2851673656449565,2.94272438115473,5.212147699513794,1.9181926475174305,Iris-virginica
+15,5.332231569476661,3.972343405669651,1.492939312075135,0.13296746734941964,Iris-setosa
+16,5.941324880764739,2.7160146918046113,3.993291527217553,1.0524962812245455,Iris-versicolor
+17,5.21452713804301,3.4153867863021095,1.6017304311932399,0.6511848457910255,Iris-setosa
+18,5.106919053020163,3.1657302392635356,1.479440758161686,0.25432325330342953,Iris-setosa
+19,5.884843719466335,3.356688378267789,5.311617939514574,2.121701223459806,Iris-virginica
+20,5.257151809020572,3.244613370654016,1.5632159906369965,0.28403933629706646,Iris-setosa
+21,5.309538756710457,3.5879059515200047,1.8493858341109417,0.548823898710158,Iris-setosa
+22,6.389236319707199,2.98862876681454,4.371129077553662,1.562072373495022,Iris-versicolor
+23,6.80136876889593,3.1831192766296437,5.354593536704439,1.9678542268354495,Iris-virginica
+24,5.182039095184721,3.5461780518538286,1.7245960986359663,0.04508816331337509,Iris-setosa
+25,5.980266111205089,3.231469597387361,5.29151970566769,1.8636601918402744,Iris-virginica
+26,4.535089428906228,3.281543048518036,1.3916022123436078,0.18971244926674313,Iris-setosa
+27,4.457978104245251,3.2856865517335345,1.3551909313916202,0.18261157402283842,Iris-setosa
+28,5.329543459336008,3.5520350521542543,1.427530153489917,0.39571998035171235,Iris-setosa
+29,6.442715159974282,2.9338457066081434,4.989190290538666,1.5855828882943983,Iris-versicolor
+30,4.677489832448306,3.0662090755536635,1.3569751678239852,1.437783426418021,Iris-setosa
+31,7.243912454881924,2.980731778257434,6.479868924574058,2.262801664809236,Iris-virginica
+32,4.767452390262851,3.262662452709298,1.5156807288825573,0.10917124830773048,Iris-setosa
+33,5.407214192854714,3.568692018801115,1.3810119667637282,0.202387407496655,Iris-setosa
+34,4.971991993375192,3.657559393490075,1.6227132868076337,0.11637167492742115,Iris-setosa
+35,5.693011344187231,3.274306131842493,4.893146011268131,1.567342092621641,Iris-versicolor
+36,6.021291828130234,2.3935337414741795,4.856383089032171,1.5606065734180639,Iris-versicolor
+37,5.376214858778912,3.5876623724871,1.441012285098416,0.39672389124811014,Iris-setosa
+38,5.978351920911729,3.125396346316765,3.9374630809162925,1.6492038566687368,Iris-versicolor
+39,4.790898177021178,3.2134123571895614,1.5570425107079897,0.21787804021500015,Iris-setosa
+40,6.627012180205416,3.2867832884325234,5.5203045129314905,2.361020253310472,Iris-virginica
+41,4.853053957728241,3.166768846734245,1.1308401799805008,0.1927662097696986,Iris-setosa
+42,5.375235009048397,3.6761453878534045,1.1600745106532298,0.0920164474558767,Iris-setosa
+43,5.267347040678354,3.50832298949648,1.6533463621796023,0.3483097847224146,Iris-setosa
+44,4.537904168211988,2.789806722214406,4.3799480659832515,0.13908013286066462,Iris-versicolor
+45,7.411677897313911,4.148895477884282,2.0509374139998737,0.2306999338124227,Iris-setosa
+46,5.9450868899924805,2.6223824707488963,4.093169044689656,1.436724738746952,Iris-versicolor
+47,6.734825891671902,3.2674467171198724,4.503592546054513,1.4725693697916493,Iris-versicolor
+48,6.584722941843545,2.5529521870065572,4.857590042090057,1.9737446306208286,Iris-virginica
+49,4.983661940339756,3.083413842939132,4.935945878992728,1.3782674592613604,Iris-versicolor
+50,5.841076243728609,4.156118343819002,1.8640897651918213,0.5072952586358189,Iris-setosa
+51,6.726186644192577,2.954983261190698,4.305254032528932,1.630241130640572,Iris-versicolor
+52,5.011706881155597,2.392304963472549,3.697808548860358,0.9910917131556746,Iris-versicolor
+53,6.513816210726245,2.8279108711022243,4.955399099585957,1.6631000087940353,Iris-virginica
+54,5.72234488532639,2.490391802125666,3.748735443835386,1.197989073390517,Iris-versicolor
+55,4.741825343345508,3.3019949694581436,1.4279149922283934,0.2582181317052683,Iris-setosa
+56,6.172143407604379,3.1940002104701,5.042224063768402,1.405560075704059,Iris-versicolor
+57,5.48220934487291,3.8688978231233566,1.4625629064728884,0.3204064678150016,Iris-setosa
+58,6.275213236381103,2.417460570228097,5.463772043283051,1.6802570085250028,Iris-virginica
+59,5.74887776353955,2.841601599766895,3.986274745130274,0.818208680027387,Iris-versicolor
+60,6.499320929320613,2.914525220277179,4.442000796624133,1.2481204071681296,Iris-versicolor
+61,6.17163756933804,2.9736499382649337,5.13320736093997,1.7531524196534007,Iris-virginica
+62,5.1617550353081185,3.514125461739879,1.42888569820219,0.5184122301210969,Iris-setosa
+63,6.017882674846881,2.6488511179760064,3.990928947328424,1.0422289326889067,Iris-versicolor
+64,7.024960338031601,2.9946732522881594,6.082648617755654,2.042100096544782,Iris-virginica
+65,4.7965197673572835,3.10642858936714,1.4417114420107557,0.19646773992309324,Iris-setosa
+66,6.109874358775387,2.701216569622292,4.072176782655237,1.0663348355662383,Iris-versicolor
+67,6.263860405804888,3.2196022940452433,5.468157774492953,1.9547414457083985,Iris-virginica
+68,4.74036743433556,3.26391638401663,1.35690851415993,0.14522909769391987,Iris-setosa
+69,5.292893857178228,2.825557485415304,3.221655669939073,1.1874055174073765,Iris-versicolor
+70,6.3831383179728585,3.098386043412317,4.345165573535674,1.317576777531977,Iris-versicolor
+71,6.216635042910598,3.2213678340961907,5.216025226013921,2.485715296820413,Iris-virginica
+72,5.421108841692248,4.218244518093734,1.6940612622681792,0.1666373886723153,Iris-setosa
+73,5.985244360884397,3.51557594207287,1.7007131480552373,0.3475589936838438,Iris-setosa
+74,4.93961713680098,3.2519532562427553,1.4214453327822958,0.2930181944879216,Iris-setosa
+75,5.108304684345035,3.6287454558668912,1.577553214407271,0.4300917966053174,Iris-setosa
+76,6.551889242067229,3.1545995338825668,6.291758143875745,2.443776293238371,Iris-virginica
+77,5.10867241894238,3.2794635526562206,1.359856073121872,1.5266732472905575,Iris-setosa
+78,6.354097235943892,3.1859709840234864,4.788436539816338,1.8066989680825123,Iris-virginica
+79,5.730617937540611,3.9981299520892524,1.672142946636588,0.2743482525270333,Iris-setosa
+80,6.570367136035285,2.936744925856025,5.070078057028852,1.627148168995757,Iris-versicolor
+81,5.929300678385728,2.7650935523471465,4.106183778894242,1.3231807447100183,Iris-versicolor
+82,6.534549851658916,2.5208000731582416,4.527479352010805,1.873487280017333,Iris-versicolor
+83,5.492325934422643,2.484393790847638,3.699577907743073,1.1124313538921262,Iris-versicolor
+84,5.146650004119819,3.503828422802561,1.6358575710924945,0.43438891517407685,Iris-setosa
+85,4.755876054433323,3.5876058118507137,1.2573251283777243,0.1694951196866266,Iris-setosa
+86,5.213322769192344,4.132878502947522,1.3676322885074796,0.3354628563492695,Iris-setosa
+87,6.572254701007894,3.0683097813498548,4.742898019213865,1.4844308583428538,Iris-versicolor
+88,5.555028022771248,2.934308095972794,1.3724442244271937,0.20906696540994582,Iris-setosa
+89,5.3659009909859785,3.7043084262832404,1.460598852213853,0.05667020317736518,Iris-setosa
+90,5.400595963646346,3.6881294000898066,1.3838828195059087,0.2707078237358925,Iris-setosa
+91,5.883777023047678,2.7332809285973076,4.247126648932674,1.1436799007779173,Iris-versicolor
+92,6.7808958656716,3.4083366949278204,5.95575107577394,2.4737349515175175,Iris-virginica
+93,6.648803937221786,3.302915737829327,5.633139002515016,2.1887634212205445,Iris-virginica
+94,5.07066908141828,3.492491381838022,1.5562165504579524,0.3098072180289559,Iris-setosa
+95,4.98908106613379,3.1558951238675927,1.1646341823223978,0.25262133402848047,Iris-setosa
+96,6.968373088330885,2.4945351109211478,5.338906707173787,2.114076779665727,Iris-virginica
+97,6.639079526513007,3.1148446993255785,4.423138905795985,1.1862827543355023,Iris-versicolor
+98,5.083316260738727,3.343813974116734,1.5748445950159806,0.3822777931988076,Iris-setosa
+99,6.37984701131146,2.9372119397239236,4.698146686002484,1.5909717124879021,Iris-versicolor
+100,7.4697871127102475,3.8333200326589356,6.743804988239421,2.1102518256832323,Iris-virginica
+101,5.56314488012391,2.9040402833994112,3.920488852075411,1.290453752000581,Iris-versicolor
+102,6.358092745342282,3.199030188470019,4.386352345074741,1.363628273766707,Iris-versicolor
+103,5.007849540013005,3.4824286809585345,1.6191593190191385,0.4735904386929424,Iris-setosa
+104,5.243380664059012,2.893661322015037,1.1412555566024414,0.17794206005521135,Iris-setosa
+105,4.854162232188852,3.1620300012470035,1.3545384735870862,0.20402932310916783,Iris-setosa
+106,5.2202555114771,3.3337148666816394,1.5018835751457615,0.20380067665812698,Iris-setosa
+107,5.062934174175595,3.631874031789052,1.321225699642399,0.07986175219553449,Iris-setosa
+108,6.96714091532385,2.5765026746090856,5.610865966068787,1.7724350484266918,Iris-virginica
+109,5.1708201423603475,3.9328677859728076,1.41635868016157,0.2415824396241852,Iris-setosa
+110,6.5553097586439835,3.2555612881919362,6.425414979030994,2.426502779235228,Iris-virginica
+111,4.556630334850455,3.2090268380387084,1.4743027313683015,0.2038750572200027,Iris-setosa
+112,4.731525311785829,2.827094551405887,1.2061411518495095,0.15771540972778508,Iris-setosa
+113,6.232089022063554,3.195215408358011,4.147708556810632,1.4830917421861731,Iris-versicolor
+114,6.050077331786125,2.971049900982113,5.068486954089136,1.5706282516236012,Iris-virginica
+115,6.657694141509987,3.051462180364826,4.780745740356903,1.642378833895984,Iris-versicolor
+116,6.49073392043149,3.0596468892877797,4.590697797493724,2.1395582251476943,Iris-virginica
+117,5.275913910959821,2.9808419842238454,1.2874882184495704,1.168879822525292,Iris-setosa
+118,5.070205250833287,3.2333025259497052,4.843508707452826,1.8384445516762749,Iris-setosa
+119,6.044861932938496,2.284792218527921,3.4821664937546446,0.8474333538313222,Iris-versicolor
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..a3e9ec58ce9c2a1aced14a4d4ed41761c00e3b77
--- /dev/null
+++ b/iris/tvae/0/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.165637167496679,2.3608755373360024,4.767404706838476,1.7722281851729824,Iris-virginica
+1,5.205165302146268,2.6563710958541327,3.8969639703474113,1.01854862400692,Iris-versicolor
+2,5.133359883337455,2.852857432757374,3.8119853342374146,1.218345172504956,Iris-versicolor
+3,5.978053713573961,3.250841946724672,4.925653537433371,1.7709183089470997,Iris-virginica
+4,6.148081465737629,3.0460504845446987,4.617538437062802,1.4741518376528773,Iris-versicolor
+5,6.961203221242312,2.590274705395994,5.499111770351651,1.7108655807589894,Iris-virginica
+6,7.621446162334148,3.2773140824616247,6.033709466889475,2.007577266795251,Iris-virginica
+7,4.8943302524333,2.8791579090458845,1.2428628466172342,0.3495110438457084,Iris-setosa
+8,6.559193869211085,3.0770714635683594,5.004623835820886,1.8832089777680727,Iris-virginica
+9,6.4921009537671335,3.2320730021373456,4.712214323465447,1.2604430997497529,Iris-versicolor
+10,5.266971544874702,3.839981768078259,1.8638885860108565,0.32413462797390724,Iris-setosa
+11,4.92348735670713,2.7840725032803233,1.3536338701036819,0.25376046615066283,Iris-setosa
+12,6.301565067708379,2.776164388372269,4.7911543411813255,2.127894233043652,Iris-virginica
+13,5.384799819009516,3.6481244793606966,1.6958079251199494,0.22791020847435972,Iris-setosa
+14,5.930914171070206,2.8986145921720974,4.78662344899298,1.6127759265711736,Iris-versicolor
+15,5.669093094516722,3.22432727604301,4.396333705385115,1.8425353103061959,Iris-versicolor
+16,6.507995374965378,2.9043432965680656,5.2949204600718325,1.5942705572469553,Iris-virginica
+17,6.390086642661124,2.985412226758769,4.316956835898605,1.437999245146239,Iris-versicolor
+18,6.1968549974154215,3.3486092000070364,5.27186055916144,2.40762395026036,Iris-virginica
+19,6.171754120819558,2.834125350810412,4.0134076308908515,1.5114480504050989,Iris-versicolor
+20,6.873623740363835,2.470898514040583,4.856912087475677,1.5499255259718783,Iris-versicolor
+21,6.223276050742364,2.651152752551367,4.777285176942993,1.7277695617952729,Iris-virginica
+22,4.888722689014244,3.4014523013446594,1.3768120143307572,0.14096306808029846,Iris-setosa
+23,7.040268129175208,2.77257952978192,5.312737540509073,2.22396098989517,Iris-virginica
+24,4.845055620341318,3.1692006446120162,1.3354902961752266,1.395588742361919,Iris-setosa
+25,5.145032411409854,2.706180895389603,3.743043304963031,0.9339239900315819,Iris-versicolor
+26,7.029300860900781,3.366322654130353,6.089408507295986,2.4984163390748435,Iris-virginica
+27,6.030520333780548,2.1641343708488963,5.677536871700763,1.93197278230978,Iris-virginica
+28,5.134898682850781,3.324342876921664,1.3270645124153722,0.23955443984727984,Iris-setosa
+29,5.205656088240689,2.390755749604947,4.000688619151533,1.2063196221540107,Iris-versicolor
+30,5.156158933711716,3.1718298592270697,1.4595996357691368,0.14936632191725546,Iris-setosa
+31,5.8466447419889365,3.0432993505801553,4.4176838262988385,1.3750334318926285,Iris-versicolor
+32,6.435327453142295,3.196199338769997,5.46903700436115,1.9071589069568506,Iris-virginica
+33,4.554497061368857,2.9296360849017677,1.3974874287031398,0.21775205775000245,Iris-setosa
+34,5.203076449143473,3.670769071754021,1.4460891371562363,0.3204663827161799,Iris-setosa
+35,6.418870990605238,2.793950943158825,4.98426193577889,1.3787487587813696,Iris-versicolor
+36,4.935361298408946,2.9052727173025943,1.4571293004697352,0.15830613120389025,Iris-setosa
+37,6.991844598893335,2.866318249725215,5.819335691666085,2.1343070464268936,Iris-virginica
+38,6.340256083039083,3.170337635754397,4.891733088530533,1.6238579604834347,Iris-versicolor
+39,6.473243466457104,2.974855778899117,4.461104278147413,1.4536498947080871,Iris-versicolor
+40,4.960634646262708,3.5487987701625463,1.3584121100058364,0.2722720133196473,Iris-setosa
+41,5.944998537009903,2.8249724637646603,4.158920544788457,1.333565283083816,Iris-versicolor
+42,5.745512251174371,2.832453895890567,4.359289215824758,1.3106587149674147,Iris-versicolor
+43,6.385523947508108,3.388908611496039,5.059938296036857,1.5862823911890855,Iris-versicolor
+44,4.6232721732572655,3.089601749133673,1.2220491388297947,0.20762989699410875,Iris-setosa
+45,4.8075463407047065,3.3040391232783035,1.4599352580978273,0.212472348630599,Iris-setosa
+46,6.921514097523042,3.095964563506983,5.330303312126313,1.625910093747271,Iris-versicolor
+47,5.149017136276061,3.451505268534312,1.3938033634840905,0.2644422615687941,Iris-setosa
+48,5.714793283202956,3.1320129064240536,4.350134322609159,1.3696686425058222,Iris-versicolor
+49,6.566410933635188,3.1261947487367654,4.6635287851768865,1.4345111035660032,Iris-versicolor
+50,4.886087954180371,3.5081536144889487,1.6448722765684833,0.46265875872473505,Iris-setosa
+51,5.0634230196771775,2.8862680700455403,4.304016558201215,1.4488678105126584,Iris-versicolor
+52,6.309556882378743,3.179282806077559,5.064303758559227,1.968597118719361,Iris-virginica
+53,4.968262979463717,3.5941033539561618,1.7951191807153377,0.2774981793082217,Iris-setosa
+54,5.066331639548242,3.2512179353755513,1.3647029207141328,0.2325411084645169,Iris-setosa
+55,5.523554779895623,2.5146682337230017,2.8577153420407617,0.944723806477778,Iris-versicolor
+56,5.743425350742152,2.9921632009506784,4.742380610753462,1.4908349056881194,Iris-versicolor
+57,6.186864138288636,3.2294873769110386,5.454671377438601,2.1167928935117244,Iris-virginica
+58,5.20600177954848,3.86264808340551,1.2451104231911272,0.40321049346687077,Iris-setosa
+59,6.777759197294143,2.956527727811212,5.0799564268584545,1.63835982328015,Iris-versicolor
+60,6.34293379374483,2.4985040293889305,5.168829288692539,1.8747556864093713,Iris-virginica
+61,5.20741234733796,3.681724486417796,1.5323604344761648,0.24889958587058558,Iris-setosa
+62,6.0120587737594375,2.8873881675627646,4.605044236641833,1.450524921211672,Iris-versicolor
+63,5.180411064341006,3.193413931072418,5.058084431053237,1.3852263215226859,Iris-versicolor
+64,5.2220467474865115,3.4116829068774694,1.4030982937780707,0.31544417466817654,Iris-setosa
+65,6.346017652219837,2.6185200872362766,4.578787792624972,1.3202977871253165,Iris-virginica
+66,5.272959903756866,3.6175124776844805,1.2418951592558232,0.3779791777914944,Iris-setosa
+67,5.9686976262054285,3.1062346655363426,5.028921117259872,1.787807312722001,Iris-virginica
+68,8.75542620238486,2.751464482633526,7.073363138684618,2.0852010412341113,Iris-virginica
+69,5.696091500965926,4.40016964812243,1.3375772110381572,0.1474676006017128,Iris-setosa
+70,6.520640954112829,3.5467167060161424,4.672679147619415,2.3502240442104525,Iris-virginica
+71,7.596649248689166,3.262812370472208,6.346925649750743,2.2137950617835354,Iris-virginica
+72,4.746968346326736,3.448619032508563,1.33377076029786,0.19588760207659844,Iris-setosa
+73,7.673408649607763,2.8338251810629127,6.566298698040118,2.2283933422987108,Iris-virginica
+74,5.256469462971108,3.418819245847283,1.9964105895259108,0.42150709300220746,Iris-setosa
+75,5.036907984209855,3.4359386453195278,5.083814090740939,1.5381749185190159,Iris-virginica
+76,6.912560914276086,2.7761609002535534,4.679497665336594,1.5131557552884474,Iris-versicolor
+77,4.412097911019716,2.9223058891388716,1.3056642148000521,0.07605337414454391,Iris-setosa
+78,5.18696409040643,3.5045680744780587,1.6375926679204438,0.3434513630387566,Iris-setosa
+79,4.900857218361359,2.9108550944041642,1.3841123954170724,0.06646442023354934,Iris-setosa
+80,5.67781218993486,2.5198873516210485,3.790652795678319,1.0559017287113057,Iris-versicolor
+81,5.211162486450225,3.7382443931688454,1.614033540092701,0.5578208149693707,Iris-setosa
+82,6.293413126148181,3.240417427148083,4.372555040001718,1.8058404192382553,Iris-versicolor
+83,5.161226243438031,3.4885164701261266,1.4051560551370603,0.32377480162834366,Iris-setosa
+84,6.28249576110626,3.1627059992854614,4.830676182087715,1.4368127667530093,Iris-versicolor
+85,5.09325187644565,3.109148376727931,1.4052394362967964,0.2836388933324527,Iris-setosa
+86,4.857243108046052,3.143900907668136,1.7450439895903376,-0.015112344184113946,Iris-setosa
+87,6.172502165694159,3.0589164544408534,5.748128389171054,2.541490296185053,Iris-virginica
+88,4.3419942971633425,2.8128929398164177,1.2311938970317755,0.1473298060748407,Iris-setosa
+89,5.466122870641618,2.868806683621019,5.385851467604895,1.963059139211032,Iris-virginica
+90,5.233828397075038,3.6659139826435423,1.274177164909715,0.2420938656778664,Iris-setosa
+91,5.922345214432358,3.330077100816499,5.248116959715276,1.5477153443309208,Iris-versicolor
+92,5.43057795630703,2.9512131450705805,4.461680627413893,1.3389467223289357,Iris-versicolor
+93,6.537575321824423,2.82322053068283,5.408758541480432,2.050841642683058,Iris-virginica
+94,6.768929398112,3.1613376107477045,4.605970286379741,1.596635923783284,Iris-versicolor
+95,5.204085822404225,2.781263605875745,0.9743096845416581,0.034262938418049727,Iris-setosa
+96,6.447561002737517,3.1525182213699257,4.916119723454078,1.7512101331709047,Iris-versicolor
+97,5.748988252489598,2.739093226399511,4.055730801865639,1.417866828762388,Iris-versicolor
+98,5.189625616253607,2.7672604720215173,4.056957162015774,1.4002950896850208,Iris-versicolor
+99,5.177037668123363,3.360782200333426,1.3812246270180466,0.20526322668193053,Iris-setosa
+100,5.184187025361503,2.517207628123163,4.1961054506552635,1.064265574405845,Iris-versicolor
+101,5.423722985192336,2.957193864165302,1.3847996869652857,0.2436409718738974,Iris-setosa
+102,5.547502391385839,3.932088294104732,1.6785249880933295,0.3502352116975384,Iris-setosa
+103,5.3684663898232,3.667822447602158,1.453947303561145,0.26901417183934645,Iris-setosa
+104,6.998053293087647,2.979109623608306,5.830914827840972,2.0617550158943256,Iris-virginica
+105,7.710119956238279,2.8965227259701405,6.428521294357588,1.914278672864433,Iris-virginica
+106,4.597415978216211,3.1674622389392337,1.2867781671342264,0.1517001724685996,Iris-setosa
+107,4.1376018652957764,2.8498885645490364,1.1895304576540542,0.18358235727530717,Iris-setosa
+108,6.10043404949403,2.3518153366250227,5.472519533756286,2.1306544100186353,Iris-virginica
+109,6.249125971777263,2.840629035933662,4.638715671635625,1.5206129589293713,Iris-versicolor
+110,5.186734427327921,4.168690612509086,1.6259158960648665,0.42117191081954247,Iris-setosa
+111,6.322076119185626,3.2868631605763836,5.775787538219446,2.275918089762654,Iris-virginica
+112,6.809073349510594,2.7826909709427294,4.1259623685270315,1.3611334453811805,Iris-versicolor
+113,4.694582471570768,3.1823275788975924,1.7787460775424613,0.24828988370111205,Iris-setosa
+114,5.114402698047028,3.2340500363854625,5.0632241351272125,2.0686753611699427,Iris-virginica
+115,7.224057674498854,3.133618941742376,5.428393913516654,2.3182103409258565,Iris-virginica
+116,5.26031591096408,2.3056087952609685,4.306268556794945,1.791551079744838,Iris-versicolor
+117,5.082394612659057,3.4172325523660465,1.444755606102455,0.39267690470954464,Iris-setosa
+118,6.390515141460773,3.414998014715313,5.916638003762333,2.1193802281743963,Iris-virginica
+119,4.816819674749271,3.5956645640424205,1.697143624423569,0.23135323229768914,Iris-setosa
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..6ba10f315dfed0190a91e8aa8257ac7982992f62
--- /dev/null
+++ b/iris/tvae/0/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.230274507702817,2.8844786486154006,4.38188774907907,1.423737346584092,Iris-versicolor
+1,5.078979695112649,3.5943037825251865,1.450565926929518,0.19486925893491674,Iris-setosa
+2,6.433440281165687,2.719950731396204,5.425344196266222,1.7544424598233033,Iris-virginica
+3,6.522417982699607,3.442226403944892,5.479532491821757,2.681482056996342,Iris-virginica
+4,4.570107846675547,3.098623377106275,1.2197374965153933,0.07963965528030051,Iris-setosa
+5,6.311955452214016,2.941404353247544,4.686928412096656,1.644387069091962,Iris-versicolor
+6,5.069428002331365,2.9119782496391493,4.445012485694269,1.258742412697439,Iris-versicolor
+7,6.567194429744069,3.5712154901783557,6.289979426914126,2.3557807146890166,Iris-virginica
+8,6.707471483226075,2.849091201765083,4.150169058667863,1.6162322163375489,Iris-versicolor
+9,5.303100400142922,4.38839290527438,1.8384150388090559,0.3873513731387704,Iris-setosa
+10,6.613452556042276,2.8207327085108154,5.006094405887558,1.4908625329703893,Iris-versicolor
+11,7.16790306813223,2.7856565942192093,4.5327992404531,1.378195707178676,Iris-versicolor
+12,5.218783710011937,3.3817504746216818,1.7765886908606894,0.45580101979692067,Iris-setosa
+13,4.870655444236691,3.3687743340880063,1.5010090049924907,0.09131311617152871,Iris-setosa
+14,5.256032376871517,3.219049337622744,1.5301566480866073,0.24838945305467466,Iris-setosa
+15,7.236909560510403,2.979223280607961,5.510002832164714,2.1576975642882545,Iris-virginica
+16,6.91610604717847,3.056873283200385,5.53962888229992,1.933351324406398,Iris-virginica
+17,7.505039065536167,2.9121903448091784,6.564727508422621,2.2030524811355416,Iris-virginica
+18,5.081670448335712,3.383331997248878,1.3386608781397287,0.29145905626649404,Iris-setosa
+19,6.904657009365936,3.312234567667274,5.456774706463968,2.352369336939778,Iris-virginica
+20,4.936593584479297,3.2593117410940993,1.378481661026283,1.409402270042337,Iris-setosa
+21,5.185244972361651,2.6456274136067846,3.504971100318833,1.1644068231756788,Iris-versicolor
+22,6.230484066719736,3.05343816549982,5.008732366366564,1.4524100514536582,Iris-versicolor
+23,6.706178810380056,3.0652668668934475,5.954183628469721,2.3693580892312376,Iris-virginica
+24,7.609211984585988,2.687972695736909,6.091594717880993,2.1763959695647115,Iris-virginica
+25,5.142455007780051,3.6202938914429477,1.5497868078535053,0.2388785921971893,Iris-setosa
+26,5.781728156687628,2.4734743196049065,3.821194348009672,0.9463943701870329,Iris-versicolor
+27,6.658901970686377,3.0545870332094247,4.413425910443961,1.1372631889163742,Iris-versicolor
+28,4.57498195807953,2.990336167566911,1.1966710346378653,0.17823475120501586,Iris-setosa
+29,6.049071839322798,3.1260847248155357,4.789558758847434,1.5263054401534437,Iris-versicolor
+30,5.101460906300954,3.7268921546645872,1.592247309810791,0.351258621314926,Iris-setosa
+31,5.4115004023841005,3.041706954858442,1.2020918783632037,0.16631267877671335,Iris-setosa
+32,6.265420861794849,3.2085823970485263,6.0023399696927875,2.351431232834982,Iris-virginica
+33,6.063250184908277,3.1677105738058295,4.777945841435756,1.693542236241454,Iris-versicolor
+34,6.2988956718105085,2.7225089040708768,5.700104778231447,1.792951306418912,Iris-virginica
+35,6.302483392096026,3.3018942539222382,5.212619891577581,1.4028375825954782,Iris-virginica
+36,6.025191225042756,2.7125520291901704,5.398102923586397,2.304949738977731,Iris-virginica
+37,6.731591766492824,3.218330144079516,5.365046850946415,2.097247686018066,Iris-virginica
+38,6.950660200783905,3.1049860582275923,5.4259774799682114,2.3424629735199343,Iris-virginica
+39,6.514510350809943,3.2397771362917305,5.166932003437653,1.6015417793726792,Iris-virginica
+40,6.6741146362758546,3.411193505599153,5.957804568583855,2.3374194455072472,Iris-virginica
+41,6.100225417052425,2.164773193086934,5.159619802463834,1.502766044947496,Iris-virginica
+42,5.117494933034944,3.441312888906032,1.6556392466179446,0.5381279700446644,Iris-setosa
+43,5.430259861678666,2.5768878941419255,4.358390240386356,1.5235964699653628,Iris-versicolor
+44,5.140301877250146,3.7472299390428265,1.8213975133115876,0.14516206213855654,Iris-setosa
+45,5.00342127267832,3.455916562351106,1.6356801004857302,0.4098419401081318,Iris-setosa
+46,4.892230873287256,3.0582737868516063,1.5765151113528941,0.1943201185281318,Iris-setosa
+47,6.388569407619172,2.931799472042925,4.7877108854326345,1.656819521494284,Iris-versicolor
+48,7.453971547443431,4.01593547434088,6.023944319156894,1.9876641370656547,Iris-virginica
+49,6.294211795646633,3.048578575200198,4.72660412901928,1.1445116183790922,Iris-versicolor
+50,7.059962352004967,3.7347411453948087,5.707308797587679,2.309109497795666,Iris-virginica
+51,5.09267183787274,3.3315193354462003,1.4087082515596705,0.39976190590170635,Iris-setosa
+52,6.144395192993459,3.2847010856020296,4.955116158221653,1.7962570586004618,Iris-versicolor
+53,5.69505797191831,2.314757203202961,5.4210245064813645,1.571073204431886,Iris-virginica
+54,5.9324554559097304,3.1412340389098268,5.32845813609662,2.458418623000771,Iris-virginica
+55,5.15603041225222,3.859895335447013,1.5216972663407105,0.19770126107116293,Iris-setosa
+56,5.819907572110419,2.887944889161232,4.23241554195212,1.5598786311312867,Iris-versicolor
+57,6.231800118989797,3.049191975509006,5.0658120135290226,1.5204544265418607,Iris-virginica
+58,5.117547732536988,3.716417351970488,1.6802784573900986,0.2841849903349401,Iris-setosa
+59,5.048725688120563,2.7011087781730176,3.3656491605197045,1.1175634268935508,Iris-versicolor
+60,6.6454260082690535,2.740086120387842,3.936321003466235,1.4115556260208895,Iris-versicolor
+61,5.98749729715089,2.7141985832279962,5.346366183580095,1.9097617563177147,Iris-virginica
+62,5.322044003891157,3.130947756705094,4.625373634647411,1.5678217658980107,Iris-versicolor
+63,6.608001445921779,3.30765265802835,5.756614460298142,2.3556847403836256,Iris-virginica
+64,4.975688219727086,3.0983802637858338,1.4492376373672844,0.161317380620072,Iris-setosa
+65,4.998584096141042,3.0442836088529264,1.5078701617765728,0.20307313682904934,Iris-setosa
+66,6.572950642843258,2.9863680267687625,5.265880743031145,1.5555415632068754,Iris-versicolor
+67,6.354616801368571,3.1202665227904753,5.083069446026914,1.3884821508478873,Iris-versicolor
+68,5.548576904186556,3.797384307269855,1.5116905415679975,0.34439022968039207,Iris-setosa
+69,5.484167792914537,3.4677133324937683,1.5401482597357974,0.35998959071825637,Iris-setosa
+70,4.672061854191862,3.190464427076979,1.685216228637979,0.1545112404698854,Iris-setosa
+71,4.924874216331702,3.5259306486421718,1.6486824331418548,0.1702844886192864,Iris-setosa
+72,5.745148770277385,2.542883656652326,5.133389641669447,2.1265272950881013,Iris-virginica
+73,5.1403198688373415,3.6780674040241133,1.3503431340931926,0.3682152255997894,Iris-setosa
+74,5.09883058507206,3.3078327120776714,1.4992285764711808,2.1825664718273785,Iris-setosa
+75,5.731629574518424,3.130984069812649,4.714981282086336,1.5037575154485758,Iris-versicolor
+76,6.158905519889701,3.14191357657455,5.085342713753902,1.3613270734768805,Iris-versicolor
+77,4.768576027672258,3.233895211665706,1.3692373893005498,0.20051098187913133,Iris-setosa
+78,6.6091463946075875,3.235297265378326,4.292455245767329,1.5304031416118677,Iris-versicolor
+79,5.193038396146841,2.951859017670797,1.1718135737030146,0.2219840372432849,Iris-setosa
+80,5.77500729007933,2.674663559438374,4.342840150707768,1.5223519534029804,Iris-versicolor
+81,6.366104416985678,2.996766743680932,4.56770982964395,1.2507399761617295,Iris-versicolor
+82,5.876481374354953,2.8944778888892624,4.482251989242689,1.3399917304528328,Iris-versicolor
+83,6.051360523981924,2.9468631326746766,4.462818252264924,1.8089195621774872,Iris-versicolor
+84,6.533325504227008,3.084996576049861,5.18042380478637,1.962258238840585,Iris-virginica
+85,6.6841800120164745,3.1815959400755895,5.003116143911217,1.801366180916042,Iris-virginica
+86,6.552111150417394,3.0766424396100462,5.226573615703594,1.6752107600201231,Iris-virginica
+87,4.64255243460624,3.2475272127278973,1.2085892467868296,0.11819791727716322,Iris-setosa
+88,5.21924424827874,3.4129206953605906,1.3866462664955166,0.183549355045541,Iris-setosa
+89,6.073504669882312,3.2517399109714797,4.809235330853801,1.3147579788883372,Iris-versicolor
+90,6.44076109180586,2.637913965362559,5.119606563405187,1.6563605456127235,Iris-virginica
+91,5.069495094451052,3.141581561806637,1.558509556769727,0.2854971689812929,Iris-setosa
+92,6.341008214010905,3.179452522017149,5.194810349223534,1.5189797191369456,Iris-versicolor
+93,7.861344053565249,2.6805678040856087,5.943405748557287,2.332349984578107,Iris-virginica
+94,5.430844176989992,3.552173964757477,1.9149587583423604,0.14045830462970127,Iris-setosa
+95,6.614091138174555,3.5390508652339188,5.897643426114378,2.133249694864852,Iris-virginica
+96,6.276982750236836,3.040288104847444,4.322059084716291,1.6224645213100173,Iris-versicolor
+97,5.335306467118804,3.697929730326711,1.8049239977912046,0.6720826592908475,Iris-setosa
+98,6.319217953663169,3.3134404197750813,5.2286687085292005,2.53022128256309,Iris-virginica
+99,6.559252200896353,3.2396172626938107,5.278766536822248,2.1210180501567217,Iris-virginica
+100,4.4958122258711555,3.0681137372924034,1.3979132419946239,0.20619749482776561,Iris-setosa
+101,5.222265289520543,3.353856238925055,5.188883518918212,0.5682596205090192,Iris-virginica
+102,6.162711417456927,2.9547590062176257,4.596505864977157,1.819472618827168,Iris-versicolor
+103,4.765876892817028,3.087849366382075,1.3838556908030923,0.25100098347919414,Iris-setosa
+104,6.449290940332693,2.9949469273197455,4.205225382657106,1.2427590281229242,Iris-versicolor
+105,5.002050844136591,3.279379964962989,1.4312182133806852,0.6044297484127685,Iris-setosa
+106,5.27384597925428,3.484992029517293,1.8098928260295417,0.5044034487552874,Iris-setosa
+107,5.087242339572752,3.5809310343623624,1.6378402607866014,0.2671576714208469,Iris-setosa
+108,7.01718794804465,4.639175351289677,1.5949149942600904,0.3378903208295375,Iris-setosa
+109,5.627860535837696,2.782382326114073,3.834468636361806,1.0912801593389383,Iris-versicolor
+110,5.486020483909268,2.9002813040400706,1.3981919255868356,0.16619396925987834,Iris-setosa
+111,6.707295064846007,3.0420484370472565,4.990634491148198,2.224478971559536,Iris-virginica
+112,7.257988925312564,3.5308267578647965,6.587991793323195,2.1012693650108556,Iris-virginica
+113,5.684856923839742,3.064732303258051,4.077485673523054,1.108525531660364,Iris-versicolor
+114,6.26575457443907,2.7943954303231373,3.8967254158392657,1.1505865780587015,Iris-versicolor
+115,5.137440833769787,3.62326972583952,1.5025307594806603,0.2958335029655255,Iris-setosa
+116,5.448171773682277,3.7255040598994507,1.6666420258294923,0.29922911535900437,Iris-setosa
+117,6.70414904119256,2.9553148480143343,4.964296316697646,2.0144476976072574,Iris-virginica
+118,5.248266046599385,2.8191166320585954,5.547027018929109,2.419749233016393,Iris-virginica
+119,6.46982165522049,2.68054895674105,4.969329517430354,1.3982593832227788,Iris-versicolor
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/model.pt b/iris/tvae/0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..24fcdafec1dd4e4ecb8ec33f87f612369c8e7979
--- /dev/null
+++ b/iris/tvae/0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:68c50875e9e968aeac5f9e7f1da4fb746decc0145d8371eeca70ea1ce06048d5
+size 847554
diff --git a/iris/tvae/0/params.json b/iris/tvae/0/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..e914bc4a9dbe8454031ca6a1184a2cc4b7bcb2d0
--- /dev/null
+++ b/iris/tvae/0/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ee4a86cc116ea1fd6d62b1dbcba3ed6e607fa59379ced3f4169eb7346a3132a0
+size 284
diff --git a/iris/tvae/0/state.json b/iris/tvae/0/state.json
new file mode 100644
index 0000000000000000000000000000000000000000..a85b6d1b3d19b798e6f35831a449f1ba91238dcc
--- /dev/null
+++ b/iris/tvae/0/state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f874712a644c5e6184c9aab0ad0926f01ce7f918da51ad13ba53c57d48e94320
+size 768194
diff --git a/iris/tvae/0/tvae_eval.ipynb b/iris/tvae/0/tvae_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..114b6bce300a697754eb2940f5cb2a49d442e9ff
--- /dev/null
+++ b/iris/tvae/0/tvae_eval.ipynb
@@ -0,0 +1,1673 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "1af13696",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:09:14.215383Z",
+     "iopub.status.busy": "2024-07-21T13:09:14.214306Z",
+     "iopub.status.idle": "2024-07-21T13:09:27.800675Z",
+     "shell.execute_reply": "2024-07-21T13:09:27.799412Z"
+    },
+    "executionInfo": {
+     "elapsed": 556,
+     "status": "ok",
+     "timestamp": 1697339009466,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 13.599712,
+     "end_time": "2024-07-21T13:09:27.803489",
+     "exception": false,
+     "start_time": "2024-07-21T13:09:14.203777",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 41%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 8%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n",
+      "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": "53dea360",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:09:27.831443Z",
+     "iopub.status.busy": "2024-07-21T13:09:27.830355Z",
+     "iopub.status.idle": "2024-07-21T13:09:27.839992Z",
+     "shell.execute_reply": "2024-07-21T13:09:27.839075Z"
+    },
+    "papermill": {
+     "duration": 0.026218,
+     "end_time": "2024-07-21T13:09:27.842230",
+     "exception": false,
+     "start_time": "2024-07-21T13:09:27.816012",
+     "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": "f0572e84",
+   "metadata": {
+    "papermill": {
+     "duration": 0.011577,
+     "end_time": "2024-07-21T13:09:27.865839",
+     "exception": false,
+     "start_time": "2024-07-21T13:09:27.854262",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "60c43f21",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:09:27.890642Z",
+     "iopub.status.busy": "2024-07-21T13:09:27.890274Z",
+     "iopub.status.idle": "2024-07-21T13:09:27.899044Z",
+     "shell.execute_reply": "2024-07-21T13:09:27.897947Z"
+    },
+    "papermill": {
+     "duration": 0.023804,
+     "end_time": "2024-07-21T13:09:27.901287",
+     "exception": false,
+     "start_time": "2024-07-21T13:09:27.877483",
+     "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": "cad162ab",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:09:27.925639Z",
+     "iopub.status.busy": "2024-07-21T13:09:27.925280Z",
+     "iopub.status.idle": "2024-07-21T13:09:27.931017Z",
+     "shell.execute_reply": "2024-07-21T13:09:27.930139Z"
+    },
+    "papermill": {
+     "duration": 0.020541,
+     "end_time": "2024-07-21T13:09:27.933221",
+     "exception": false,
+     "start_time": "2024-07-21T13:09:27.912680",
+     "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",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "a7e7f110",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:09:27.959187Z",
+     "iopub.status.busy": "2024-07-21T13:09:27.958819Z",
+     "iopub.status.idle": "2024-07-21T13:09:27.965794Z",
+     "shell.execute_reply": "2024-07-21T13:09:27.964721Z"
+    },
+    "papermill": {
+     "duration": 0.022611,
+     "end_time": "2024-07-21T13:09:27.967951",
+     "exception": false,
+     "start_time": "2024-07-21T13:09:27.945340",
+     "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": "788f1f6e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:09:27.992520Z",
+     "iopub.status.busy": "2024-07-21T13:09:27.992198Z",
+     "iopub.status.idle": "2024-07-21T13:09:29.254418Z",
+     "shell.execute_reply": "2024-07-21T13:09:29.253234Z"
+    },
+    "papermill": {
+     "duration": 1.277735,
+     "end_time": "2024-07-21T13:09:29.257287",
+     "exception": false,
+     "start_time": "2024-07-21T13:09:27.979552",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Cloning into 'final'...\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "remote: Repository not found\r\n",
+      "fatal: repository 'https://huggingface.co/linearch/mlu_est_eval_5_nogp_iris/' not found\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "#\"\"\"\n",
+    "%cd /kaggle/working\n",
+    "#!rm -rf final\n",
+    "!git clone https://huggingface.co/linearch/{repo} final\n",
+    "#\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "67419f8f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:09:29.284747Z",
+     "iopub.status.busy": "2024-07-21T13:09:29.284339Z",
+     "iopub.status.idle": "2024-07-21T13:09:30.404899Z",
+     "shell.execute_reply": "2024-07-21T13:09:30.403732Z"
+    },
+    "papermill": {
+     "duration": 1.13741,
+     "end_time": "2024-07-21T13:09:30.407283",
+     "exception": false,
+     "start_time": "2024-07-21T13:09:29.269873",
+     "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": "20b76b43",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:09:30.433883Z",
+     "iopub.status.busy": "2024-07-21T13:09:30.432973Z",
+     "iopub.status.idle": "2024-07-21T13:09:30.443350Z",
+     "shell.execute_reply": "2024-07-21T13:09:30.442512Z"
+    },
+    "papermill": {
+     "duration": 0.026193,
+     "end_time": "2024-07-21T13:09:30.445686",
+     "exception": false,
+     "start_time": "2024-07-21T13:09:30.419493",
+     "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": "336c5c5f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:09:30.473508Z",
+     "iopub.status.busy": "2024-07-21T13:09:30.473079Z",
+     "iopub.status.idle": "2024-07-21T13:09:30.897357Z",
+     "shell.execute_reply": "2024-07-21T13:09:30.896374Z"
+    },
+    "executionInfo": {
+     "elapsed": 573,
+     "status": "ok",
+     "timestamp": 1697340246093,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.441729,
+     "end_time": "2024-07-21T13:09:30.900489",
+     "exception": false,
+     "start_time": "2024-07-21T13:09:30.458760",
+     "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": "e06b5f66",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:09:30.930501Z",
+     "iopub.status.busy": "2024-07-21T13:09:30.930169Z",
+     "iopub.status.idle": "2024-07-21T13:09:32.822203Z",
+     "shell.execute_reply": "2024-07-21T13:09:32.821299Z"
+    },
+    "executionInfo": {
+     "elapsed": 17,
+     "status": "ok",
+     "timestamp": 1697340246097,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.909806,
+     "end_time": "2024-07-21T13:09:32.824717",
+     "exception": false,
+     "start_time": "2024-07-21T13:09:30.914911",
+     "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": "ed91473b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:09:32.853257Z",
+     "iopub.status.busy": "2024-07-21T13:09:32.852778Z",
+     "iopub.status.idle": "2024-07-21T13:09:32.860741Z",
+     "shell.execute_reply": "2024-07-21T13:09:32.859752Z"
+    },
+    "executionInfo": {
+     "elapsed": 365,
+     "status": "ok",
+     "timestamp": 1697343112569,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.02512,
+     "end_time": "2024-07-21T13:09:32.863017",
+     "exception": false,
+     "start_time": "2024-07-21T13:09:32.837897",
+     "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": "63ac21a7",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:09:32.889505Z",
+     "iopub.status.busy": "2024-07-21T13:09:32.889155Z",
+     "iopub.status.idle": "2024-07-21T13:09:32.894500Z",
+     "shell.execute_reply": "2024-07-21T13:09:32.893494Z"
+    },
+    "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": 0.021082,
+     "end_time": "2024-07-21T13:09:32.896837",
+     "exception": false,
+     "start_time": "2024-07-21T13:09:32.875755",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "3f9d74fc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:09:32.923359Z",
+     "iopub.status.busy": "2024-07-21T13:09:32.922700Z",
+     "iopub.status.idle": "2024-07-21T13:09:33.419814Z",
+     "shell.execute_reply": "2024-07-21T13:09:33.418812Z"
+    },
+    "papermill": {
+     "duration": 0.513226,
+     "end_time": "2024-07-21T13:09:33.422454",
+     "exception": false,
+     "start_time": "2024-07-21T13:09:32.909228",
+     "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": "917cd8e3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:09:33.451927Z",
+     "iopub.status.busy": "2024-07-21T13:09:33.450985Z",
+     "iopub.status.idle": "2024-07-21T13:09:46.995798Z",
+     "shell.execute_reply": "2024-07-21T13:09:46.994884Z"
+    },
+    "papermill": {
+     "duration": 13.562412,
+     "end_time": "2024-07-21T13:09:46.998447",
+     "exception": false,
+     "start_time": "2024-07-21T13:09:33.436035",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-21 13:09:37.762220: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-21 13:09:37.762338: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-21 13:09:37.903616: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_lct_ae\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    print(\"mlu_run\", mlu_run)\n",
+    "#     lct_ae = load_lct_ae(\n",
+    "#         dataset_name=dataset_name,\n",
+    "#         model_dir=os.path.join(path_prefix, \"ml-utility-loss/models\"),\n",
+    "#         model_name=\"lct_ae\",\n",
+    "#         df_name=\"df\",\n",
+    "#     )\n",
+    "lct_ae = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "5eaccc52",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:09:47.029676Z",
+     "iopub.status.busy": "2024-07-21T13:09:47.028949Z",
+     "iopub.status.idle": "2024-07-21T13:09:47.035545Z",
+     "shell.execute_reply": "2024-07-21T13:09:47.034539Z"
+    },
+    "papermill": {
+     "duration": 0.024875,
+     "end_time": "2024-07-21T13:09:47.037912",
+     "exception": false,
+     "start_time": "2024-07-21T13:09:47.013037",
+     "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": "7d544efc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:09:47.064002Z",
+     "iopub.status.busy": "2024-07-21T13:09:47.063672Z",
+     "iopub.status.idle": "2024-07-21T13:09:50.334791Z",
+     "shell.execute_reply": "2024-07-21T13:09:50.333599Z"
+    },
+    "papermill": {
+     "duration": 3.287106,
+     "end_time": "2024-07-21T13:09:50.337565",
+     "exception": false,
+     "start_time": "2024-07-21T13:09:47.050459",
+     "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": "36cb1dd0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:09:50.367254Z",
+     "iopub.status.busy": "2024-07-21T13:09:50.366899Z",
+     "iopub.status.idle": "2024-07-21T13:09:50.373722Z",
+     "shell.execute_reply": "2024-07-21T13:09:50.372750Z"
+    },
+    "papermill": {
+     "duration": 0.024506,
+     "end_time": "2024-07-21T13:09:50.375847",
+     "exception": false,
+     "start_time": "2024-07-21T13:09:50.351341",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'tvae': 24,\n",
+       " 'realtabformer': (31, 89, None, True),\n",
+       " 'lct_gan': 14,\n",
+       " 'tab_ddpm_concat': 5}"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "preprocessor.adapter_sizes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "9ed9afe8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:09:50.403424Z",
+     "iopub.status.busy": "2024-07-21T13:09:50.403092Z",
+     "iopub.status.idle": "2024-07-21T13:09:50.938567Z",
+     "shell.execute_reply": "2024-07-21T13:09:50.937426Z"
+    },
+    "papermill": {
+     "duration": 0.552161,
+     "end_time": "2024-07-21T13:09:50.941097",
+     "exception": false,
+     "start_time": "2024-07-21T13:09:50.388936",
+     "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": "c72bd633",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:09:50.970925Z",
+     "iopub.status.busy": "2024-07-21T13:09:50.970178Z",
+     "iopub.status.idle": "2024-07-21T13:09:50.976601Z",
+     "shell.execute_reply": "2024-07-21T13:09:50.975683Z"
+    },
+    "papermill": {
+     "duration": 0.023867,
+     "end_time": "2024-07-21T13:09:50.978794",
+     "exception": false,
+     "start_time": "2024-07-21T13:09:50.954927",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.model.pipeline import remove_non_model_params\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    params2 = remove_non_model_params(params)\n",
+    "    mlu_model = create_model(\n",
+    "        adapters=preprocessor.adapter_sizes,\n",
+    "        #Body=\"twin_encoder\",\n",
+    "        **params2,\n",
+    "    )\n",
+    "    #cf.apply_weight_standardization(model, n_last_layers_ignore=0)\n",
+    "    print(mlu_model.models, len(mlu_model.adapters))\n",
+    "else:\n",
+    "    mlu_model = None\n",
+    "    mlu_trainer = None\n",
+    "    ae_mlu_trainer = None\n",
+    "    gan_mlu_trainer = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "29c1529c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:09:51.005951Z",
+     "iopub.status.busy": "2024-07-21T13:09:51.005555Z",
+     "iopub.status.idle": "2024-07-21T13:09:51.056986Z",
+     "shell.execute_reply": "2024-07-21T13:09:51.056143Z"
+    },
+    "papermill": {
+     "duration": 0.067993,
+     "end_time": "2024-07-21T13:09:51.059316",
+     "exception": false,
+     "start_time": "2024-07-21T13:09:50.991323",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import ml_utility_loss.synthesizers.tvae.params2 as MLU_PARAMS\n",
+    "from ml_utility_loss.tuning import map_parameters\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_params0 = getattr(MLU_PARAMS, dataset_name)\n",
+    "    mlu_params = mlu_params0.BEST_DICT[gp][gp_multiply]\n",
+    "    if isinstance(mlu_params, (list, tuple)):\n",
+    "        mlu_params = mlu_params[param_index]\n",
+    "    mlu_params = map_parameters(mlu_params, param_space=mlu_params0.PARAM_SPACE)\n",
+    "    mlu_params[\"target\"] = mlu_params.pop(\"mlu_target\", mlu_params.pop(\"target\", None))\n",
+    "    mlu_params[\"lr\"] = mlu_params.pop(\"mlu_lr\", mlu_params.pop(\"lr\", None))\n",
+    "    mlu_params[\"loss_fn\"] = mlu_params.pop(\"mlu_loss_fn\", mlu_params.pop(\"loss_fn\", None))\n",
+    "    mlu_params[\"Optim\"] = mlu_params.pop(\"mlu_Optim\", mlu_params.pop(\"Optim\", None))\n",
+    "    mlu_params.pop(\"gradient_penalty_kwargs\", None)\n",
+    "    print(mlu_params)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "7cba3dbc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:09:51.088130Z",
+     "iopub.status.busy": "2024-07-21T13:09:51.087769Z",
+     "iopub.status.idle": "2024-07-21T13:09:51.094115Z",
+     "shell.execute_reply": "2024-07-21T13:09:51.093109Z"
+    },
+    "papermill": {
+     "duration": 0.023392,
+     "end_time": "2024-07-21T13:09:51.096348",
+     "exception": false,
+     "start_time": "2024-07-21T13:09:51.072956",
+     "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": "09f72337",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:09:51.123777Z",
+     "iopub.status.busy": "2024-07-21T13:09:51.123460Z",
+     "iopub.status.idle": "2024-07-21T13:09:51.127776Z",
+     "shell.execute_reply": "2024-07-21T13:09:51.126914Z"
+    },
+    "papermill": {
+     "duration": 0.020913,
+     "end_time": "2024-07-21T13:09:51.130015",
+     "exception": false,
+     "start_time": "2024-07-21T13:09:51.109102",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "4e0d6661",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:09:51.156992Z",
+     "iopub.status.busy": "2024-07-21T13:09:51.156663Z",
+     "iopub.status.idle": "2024-07-21T13:09:51.162973Z",
+     "shell.execute_reply": "2024-07-21T13:09:51.162101Z"
+    },
+    "papermill": {
+     "duration": 0.022453,
+     "end_time": "2024-07-21T13:09:51.165012",
+     "exception": false,
+     "start_time": "2024-07-21T13:09:51.142559",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_dataset\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    dataset = load_dataset(\n",
+    "        dataset_dir=os.path.join(path_prefix, \"ml-utility-loss/\", \"synthetics\", dataset_name),\n",
+    "        preprocessor=preprocessor,\n",
+    "        cache_dir=os.path.join(path_prefix, dataset_name, \"_cache_inference\"),\n",
+    "        val=False,\n",
+    "        ratio=None,\n",
+    "        drop_first_column=True,\n",
+    "        model=single_model,\n",
+    "        train=\"train\", test=\"test\", value=\"real_value\",\n",
+    "        file=\"info_2.csv\",\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "45e1c0c7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:09:51.195602Z",
+     "iopub.status.busy": "2024-07-21T13:09:51.195262Z",
+     "iopub.status.idle": "2024-07-21T13:09:51.201895Z",
+     "shell.execute_reply": "2024-07-21T13:09:51.201082Z"
+    },
+    "papermill": {
+     "duration": 0.025351,
+     "end_time": "2024-07-21T13:09:51.203932",
+     "exception": false,
+     "start_time": "2024-07-21T13:09:51.178581",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.wrapper import MLUtilityTrainer\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_trainer = MLUtilityTrainer(\n",
+    "        model=mlu_model[single_model],\n",
+    "        dataset=dataset,\n",
+    "        debug=True,\n",
+    "        log_path=os.path.join(model_dir_2, \"mlu_log.csv\"),\n",
+    "        **mlu_params,\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "2edb86dd",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:09:51.231102Z",
+     "iopub.status.busy": "2024-07-21T13:09:51.230790Z",
+     "iopub.status.idle": "2024-07-21T13:09:51.239294Z",
+     "shell.execute_reply": "2024-07-21T13:09:51.238522Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697343113004,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.024294,
+     "end_time": "2024-07-21T13:09:51.241454",
+     "exception": false,
+     "start_time": "2024-07-21T13:09:51.217160",
+     "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": "395b1ab8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:09:51.269812Z",
+     "iopub.status.busy": "2024-07-21T13:09:51.269487Z",
+     "iopub.status.idle": "2024-07-21T13:10:22.371406Z",
+     "shell.execute_reply": "2024-07-21T13:10:22.370316Z"
+    },
+    "executionInfo": {
+     "elapsed": 286822,
+     "status": "ok",
+     "timestamp": 1697343399823,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "wGsDQTlk8Zl1",
+    "papermill": {
+     "duration": 31.132228,
+     "end_time": "2024-07-21T13:10:22.387038",
+     "exception": false,
+     "start_time": "2024-07-21T13:09:51.254810",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(-16.443225860595703, 4.242259979248047)"
+      ]
+     },
+     "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": "ca08256c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:10:22.418680Z",
+     "iopub.status.busy": "2024-07-21T13:10:22.417709Z",
+     "iopub.status.idle": "2024-07-21T13:10:22.454185Z",
+     "shell.execute_reply": "2024-07-21T13:10:22.453402Z"
+    },
+    "executionInfo": {
+     "elapsed": 403,
+     "status": "ok",
+     "timestamp": 1697343400203,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.055399,
+     "end_time": "2024-07-21T13:10:22.456591",
+     "exception": false,
+     "start_time": "2024-07-21T13:10:22.401192",
+     "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": "2e19e85a",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 228
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:10:22.486055Z",
+     "iopub.status.busy": "2024-07-21T13:10:22.485694Z",
+     "iopub.status.idle": "2024-07-21T13:10:23.542398Z",
+     "shell.execute_reply": "2024-07-21T13:10:23.541273Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "error",
+     "timestamp": 1697343400203,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "outputId": "57519fd1-a4d2-4922-c834-1fe290391c16",
+    "papermill": {
+     "duration": 1.0748,
+     "end_time": "2024-07-21T13:10:23.545015",
+     "exception": false,
+     "start_time": "2024-07-21T13:10:22.470215",
+     "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": "e0e87cdf",
+   "metadata": {
+    "executionInfo": {
+     "elapsed": 10,
+     "status": "aborted",
+     "timestamp": 1697343400204,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "nB724X33v4Qd",
+    "papermill": {
+     "duration": 0.015045,
+     "end_time": "2024-07-21T13:10:23.575050",
+     "exception": false,
+     "start_time": "2024-07-21T13:10:23.560005",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "celltoolbar": "Tags",
+  "colab": {
+   "authorship_tag": "ABX9TyMhtJHOKAMnUJyVHa+D8Sml",
+   "mount_file_id": "1Cug9laqjkt9fyDxiylSn9Jzam9kQyDu3",
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.13"
+  },
+  "papermill": {
+   "default_parameters": {},
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\ No newline at end of file